roboflow/supervision

Pattern Findings

991 matches across 14 categories. Click a row to expand file-level details.

Docstring Block Structure134 hits · 670 pts

Severity	File	Line	Snippet
HIGH	tests/helpers.py	27	Create a Detections object from list-based inputs. This is a helper function primarily used for testing purpos
HIGH	tests/helpers.py	85	Create a KeyPoints object from list-based inputs. This is a helper function primarily used for testing purpose
HIGH	tests/helpers.py	142	Generate random bounding boxes within given image dimensions and size constraints. Creates `count` bounding bo
HIGH	tests/helpers.py	359	Create a synthetic YOLO-format dataset on disk. Generates dummy images with YOLO-format annotations, `data.yam
HIGH	tests/geometry/test_utils.py	9	Generate a semicircle with a given number of points. Parameters: n (int): amount of points in polyg
HIGH	src/supervision/metrics/detection.py	108	Calculate confusion matrix based on predicted and ground-truth detections. Args: targets:
HIGH	src/supervision/metrics/detection.py	175	Calculate confusion matrix based on predicted and ground-truth detections. Args: predictio
HIGH	src/supervision/metrics/detection.py	583	Calculate mean average precision based on predicted and ground-truth detections. Args: tar
HIGH	src/supervision/metrics/detection.py	683	Calculate Mean Average Precision based on predicted and ground-truth detections at different thresh
HIGH	src/supervision/key_points/core.py	343	Create a `sv.KeyPoints` object from RF-DETR `sv.Detections` output. RF-DETR attaches keypoint coordina
HIGH	src/supervision/key_points/core.py	448	Create a `sv.KeyPoints` object from the [Roboflow](https://roboflow.com/) API inference result or the [
HIGH	src/supervision/key_points/core.py	534	Creates a `sv.KeyPoints` instance from a [MediaPipe](https://github.com/google-ai-edge/mediapipe)
HIGH	src/supervision/key_points/core.py	658	Creates a `sv.KeyPoints` instance from a [YOLOv8](https://github.com/ultralytics/ultralytics) pose infe
HIGH	src/supervision/key_points/core.py	697	Create a `sv.KeyPoints` instance from a [YOLO-NAS](https://github.com/Deci-AI/super-gradients/blob/master/YOLON
HIGH	src/supervision/key_points/core.py	755	Create a `sv.KeyPoints` object from the [Detectron2](https://github.com/facebookresearch/detectron2) in
HIGH	src/supervision/key_points/core.py	806	Create a `sv.KeyPoints` object from the [Transformers](https://github.com/huggingface/transformers) inf
HIGH	src/supervision/key_points/core.py	890	Filter keypoints using a 2D boolean mask of shape `(n, m)`. This method selects the **same set of keypoints fro
HIGH	src/supervision/key_points/core.py	1110	Convert a KeyPoints object to a Detections object. This approximates the bounding box of the detected o
HIGH	src/supervision/key_points/annotators.py	257	Annotates the given scene with covariance ellipses around keypoints. Args: scene: The imag
HIGH	src/supervision/dataset/core.py	163	Splits the dataset into two parts (training and testing) using the provided split_ratio. A
HIGH	src/supervision/dataset/core.py	232	Merge a list of `DetectionDataset` objects into a single `DetectionDataset` object. This m
HIGH	src/supervision/dataset/core.py	394	Creates a Dataset instance from PASCAL VOC formatted data. Args: images_directory_path: Pa
HIGH	src/supervision/dataset/core.py	450	Creates a Dataset instance from YOLO formatted data. Args: images_directory_path: The path
HIGH	src/supervision/dataset/core.py	563	Creates a Dataset instance from COCO formatted data. Args: images_directory_path: The path
HIGH	src/supervision/dataset/core.py	809	Splits the dataset into two parts (training and testing) using the provided split_ratio. A
HIGH	src/supervision/dataset/core.py	902	Load data from a multiclass folder structure into a ClassificationDataset. Args: root_dire
HIGH	src/supervision/dataset/formats/coco.py	48	Convert a list of class names to COCO ``categories`` entries. Category ids are emitted 1-indexed to comply with the
HIGH	src/supervision/dataset/formats/coco.py	212	Convert `Detections` to COCO ``annotations`` entries. The internal 0-indexed ``Detections.class_id`` is serialized
HIGH	src/supervision/dataset/formats/coco.py	356	Load COCO annotations and convert them to `Detections`. If `force_masks` is `False`, masks are still loaded fo
HIGH	src/supervision/annotators/core.py	219	Annotates the given scene with bounding boxes based on the provided detections. Args: scen
HIGH	src/supervision/annotators/core.py	397	Annotates the given scene with masks based on the provided detections. Args: scene: The im
HIGH	src/supervision/annotators/core.py	508	Annotates the given scene with polygons based on the provided detections. Args: scene: The
HIGH	src/supervision/annotators/core.py	599	Annotates the given scene with box masks based on the provided detections. Args: scene: Th
HIGH	src/supervision/annotators/core.py	699	Annotates the given scene with halos based on the provided detections. Args: scene: The im
HIGH	src/supervision/annotators/core.py	803	Annotates the given scene with ellipses based on the provided detections. Args: scene: The
HIGH	src/supervision/annotators/core.py	899	Annotates the given scene with box corners based on the provided detections. Args: scene:
HIGH	src/supervision/annotators/core.py	992	Annotates the given scene with circles based on the provided detections. Args: scene: The
HIGH	src/supervision/annotators/core.py	1095	Annotates the given scene with dots based on the provided detections. Args: scene: The ima
HIGH	src/supervision/annotators/core.py	1226	Annotates the given scene with labels based on the provided detections. Args: scene: The i
HIGH	src/supervision/annotators/core.py	1543	Annotates the given scene with labels based on the provided detections, with support for Unicode charac
HIGH	src/supervision/annotators/core.py	1886	Annotates the given scene by blurring regions based on the provided detections. Args: scen
HIGH	src/supervision/annotators/core.py	2337	Annotates the given scene with triangles based on the provided detections. Args: scene: Th
HIGH	src/supervision/annotators/core.py	2453	Annotates the given scene with bounding boxes with rounded edges based on the provided detections.
HIGH	src/supervision/annotators/core.py	2598	Annotates the given scene with percentage bars based on the provided detections. The percentage bars vi
HIGH	src/supervision/annotators/core.py	2784	Annotates the provided scene with scaled and cropped parts of the image based on the provided detection
HIGH	src/supervision/annotators/core.py	2934	Applies a colored overlay to the scene outside of the detected regions. Args: scene: The i
HIGH	src/supervision/annotators/utils.py	260	Shifts `label` bounding boxes into the frame so that they are fully contained within the given resolution, prio
HIGH	src/supervision/annotators/utils.py	375	Converts a hex color string (e.g. "#FF00FF" or "#FF00FF80") to an RGBA tuple. Args: hex_color: A hex c
HIGH	src/supervision/annotators/utils.py	403	Converts an RGBA tuple (0-255 each) to a hex color string. Args: rgba: RGBA values in range 0-255.
HIGH	src/supervision/annotators/utils.py	435	Computes a blur kernel size proportional to the shorter side of a bounding box. Args: x1: Left edge of
HIGH	src/supervision/annotators/utils.py	458	Computes a pixelation size proportional to the shorter side of a bounding box. Args: x1: Left edge of
HIGH	src/supervision/utils/internal.py	61	A decorator to mark a function's parameter as deprecated and issue a warning when used. Args: old_
HIGH	src/supervision/utils/file.py	25	List files in a directory with specified extensions or all files if no extensions are provided. Args:
HIGH	src/supervision/utils/file.py	75	Read a text file and return a list of strings without newline characters. Optionally skip empty lines. Arg
HIGH	src/supervision/utils/file.py	125	Read a json file and return a dict. Args: file_path: The file path as a string or Path object. Re
HIGH	src/supervision/utils/notebook.py	57	Plots images in a grid using matplotlib. Args: images: A list of images as ImageType is a
HIGH	src/supervision/utils/video.py	238	Get a generator that yields the frames of the video. Args: source_path: The path of the video file.
HIGH	src/supervision/utils/image.py	38	Crop image based on bounding box coordinates. Args: image: The image to crop. xyxy:
HIGH	src/supervision/utils/image.py	96	Scale image by given factor. Scale factor > 1.0 zooms in, < 1.0 zooms out. Args: image: The image to s
HIGH	src/supervision/utils/image.py	151	Resize image to specified resolution. Can optionally maintain aspect ratio. Args: image: The image to
74 more matches not shown…

Hyper-Verbose Identifiers439 hits · 416 pts

Severity	File	Line	Snippet
LOW	tests/helpers.py	462	def create_predictions_with_class_iou_tests(
LOW	tests/classification/test_core.py	84	def test_from_clip_empty_output_dtypes() -> None:
LOW	tests/classification/test_core.py	92	def test_from_timm_empty_output_dtypes() -> None:
LOW	tests/metrics/test_mean_average_recall.py	147	def complex_scenario_predictions():
LOW	tests/metrics/test_mean_average_recall.py	286	def two_class_two_image_detections():
LOW	tests/metrics/test_mean_average_recall.py	326	def three_class_single_image_detections():
LOW	tests/metrics/test_mean_average_recall.py	362	def test_single_perfect_detection():
LOW	tests/metrics/test_mean_average_recall.py	378	def test_complex_integration_scenario(
LOW	tests/metrics/test_mean_average_recall.py	406	def test_mar_at_k_limits_per_image_not_per_class(two_class_two_image_detections):
LOW	tests/metrics/test_mean_average_recall.py	461	def test_three_class_single_image_scenario(three_class_single_image_detections):
LOW	tests/metrics/test_mean_average_recall.py	508	def test_dataset_split_integration(yolo_dataset_two_classes):
LOW	tests/metrics/test_f1_score.py	12	def predictions_multiple_classes(self):
LOW	tests/metrics/test_f1_score.py	39	def test_initialization_default(self):
LOW	tests/metrics/test_f1_score.py	47	def test_initialization_custom(self):
LOW	tests/metrics/test_f1_score.py	127	def test_single_class_mixed_results(
LOW	tests/metrics/test_f1_score.py	142	def test_precision_recall_imbalance(
LOW	tests/metrics/test_f1_score.py	175	def test_different_iou_thresholds(self, predictions_iou_064, targets_iou_064):
LOW	tests/metrics/test_f1_score.py	211	def test_mismatched_list_lengths(self, detections_50_50, targets_50_50):
LOW	tests/metrics/conftest.py	67	def predictions_multiple_classes():
LOW	tests/metrics/conftest.py	114	def predictions_confidence_ranking():
LOW	tests/metrics/test_mean_average_precision.py	8	def test_single_perfect_detection(self, detections_50_50, targets_50_50):
LOW	tests/metrics/test_mean_average_precision.py	17	def test_multiple_perfect_detections(self):
LOW	tests/metrics/test_mean_average_precision.py	36	def test_batch_updates_perfect_detections(self, detections_50_50, targets_50_50):
LOW	tests/metrics/test_mean_average_precision.py	256	def test_mixed_classes_with_missing_detections(
LOW	tests/metrics/test_mean_average_precision.py	286	def test_empty_predictions_and_targets(self):
LOW	tests/metrics/test_precision.py	11	def predictions_multiple_classes(self):
LOW	tests/metrics/test_precision.py	39	def test_initialization_default(self):
LOW	tests/metrics/test_precision.py	47	def test_initialization_custom(self):
LOW	tests/metrics/test_precision.py	147	def test_different_iou_thresholds(self, predictions_iou_064, targets_iou_064):
LOW	tests/metrics/test_precision.py	179	def test_mismatched_list_lengths(self, detections_50_50, targets_50_50):
LOW	tests/metrics/test_detection.py	198	def test_detections_to_tensor(
LOW	tests/metrics/test_detection.py	380	def test_evaluate_detection_batch(
LOW	tests/metrics/test_detection.py	452	def test_compute_average_precision(
LOW	tests/metrics/test_detection.py	951	def test_confusion_matrix_on_yolo_dataset(self, yolo_dataset_structure):
LOW	tests/metrics/test_recall.py	12	def predictions_multiple_classes(self):
LOW	tests/metrics/test_recall.py	39	def test_initialization_default(self):
LOW	tests/metrics/test_recall.py	47	def test_initialization_custom(self):
LOW	tests/metrics/test_recall.py	116	def test_single_class_missed_detections(
LOW	tests/metrics/test_recall.py	147	def test_different_iou_thresholds(self, predictions_iou_064, targets_iou_064):
LOW	tests/metrics/test_recall.py	166	def test_multiple_predictions_one_target(
LOW	tests/metrics/test_recall.py	190	def test_mismatched_list_lengths(self, detections_50_50, targets_50_50):
LOW	tests/metrics/test_mean_average_precision_area.py	45	def test_area_calculation_and_size_specific_map(
LOW	tests/metrics/test_mean_average_precision_area.py	99	def test_area_preserved_from_data(self):
LOW	tests/key_points/test_skeletons.py	9	def test_skeleton_enum_values(self):
LOW	tests/key_points/test_skeletons.py	17	def test_skeletons_by_vertex_count(self):
LOW	tests/key_points/test_skeletons.py	27	def test_skeletons_by_edge_count(self):
LOW	tests/key_points/test_skeletons.py	41	def test_unique_vertices_calculation(self):
LOW	tests/key_points/test_skeletons.py	47	def test_skeletons_by_vertex_count_mapping_behaviour(self):
LOW	tests/key_points/test_from_rfdetr.py	7	def test_keypoints_from_rfdetr_detections() -> None:
LOW	tests/key_points/test_from_rfdetr.py	32	def test_keypoints_from_rfdetr_missing_keypoints_raises_clear_error() -> None:
LOW	tests/key_points/test_from_rfdetr.py	43	def test_keypoints_from_rfdetr_malformed_shape_raises_clear_error() -> None:
LOW	tests/key_points/test_from_rfdetr.py	55	def test_keypoint_annotator_uses_vertex_and_edge_rendering() -> None:
LOW	tests/key_points/test_core.py	57	def test_key_points_from_rfdetr_loads_keypoints_and_covariance(
LOW	tests/key_points/test_core.py	81	def test_key_points_from_rfdetr_without_precision_omits_covariance(
LOW	tests/key_points/test_core.py	92	def test_key_points_from_rfdetr_missing_keypoints_raises(
LOW	tests/key_points/test_core.py	101	def test_key_points_from_rfdetr_precision_requires_source_shape(
LOW	tests/key_points/test_core.py	110	def test_key_points_from_rfdetr_empty_keypoints_returns_empty(
LOW	tests/key_points/test_core.py	532	def test_key_points_as_detections(
LOW	tests/key_points/test_core.py	543	def test_key_points_as_detections_empty():
LOW	tests/key_points/test_core.py	550	def test_key_points_as_detections_with_data():
379 more matches not shown…

Cross-File Repetition68 hits · 340 pts

Severity	File	Line	Snippet
HIGH	tests/metrics/test_f1_score.py	0	test that mismatched prediction/target list lengths raise error
HIGH	tests/metrics/test_precision.py	0	test that mismatched prediction/target list lengths raise error
HIGH	tests/metrics/test_recall.py	0	test that mismatched prediction/target list lengths raise error
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no detections
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no masks
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no masks
HIGH	tests/annotators/test_core.py	0	test that annotate method returns unmodified image when no masks
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat"}, {"box_2d": [50, 100, 150, 200], "label": "dog"} ] ```
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat"}, {"box_2d": [50, 100, 150, 200], "label": "dog"} ] ```
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat"}, {"box_2d": [50, 100, 150, 200], "label": "dog"} ] ```
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat"} ] ```
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat"} ] ```
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat"} ] ```
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat"} ] ```
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat"} ] ```
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat", "confidence": 0.8}, {"box_2d": [50, 100, 150, 200], "label": "d
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat", "confidence": 0.8}, {"box_2d": [50, 100, 150, 200], "label": "d
HIGH	tests/detection/test_vlm.py	0	```json [ {"box_2d": [10, 20, 110, 120], "label": "cat", "confidence": 0.8}, {"box_2d": [50, 100, 150, 200], "label": "d
HIGH	examples/time_in_zone/utils/general.py	0	load polygon zone configurations from a json file. this function reads a json file which contains polygon coordinates, a
HIGH	examples/count_people_in_zone/ultralytics_example.py	0	load polygon zone configurations from a json file. this function reads a json file which contains polygon coordinates, a
HIGH	examples/count_people_in_zone/inference_example.py	0	load polygon zone configurations from a json file. this function reads a json file which contains polygon coordinates, a
HIGH	src/supervision/metrics/recall.py	0	reset the metric to its initial state, clearing all stored data.
HIGH	src/supervision/metrics/mean_average_recall.py	0	reset the metric to its initial state, clearing all stored data.
HIGH	src/supervision/metrics/f1_score.py	0	reset the metric to its initial state, clearing all stored data.
HIGH	src/supervision/metrics/precision.py	0	reset the metric to its initial state, clearing all stored data.
HIGH	src/supervision/metrics/mean_average_precision.py	0	reset the metric to its initial state, clearing all stored data.
HIGH	src/supervision/metrics/recall.py	0	add new predictions and targets to the metric, but do not compute the result. args: predictions: the predicted detection
HIGH	src/supervision/metrics/mean_average_recall.py	0	add new predictions and targets to the metric, but do not compute the result. args: predictions: the predicted detection
HIGH	src/supervision/metrics/f1_score.py	0	add new predictions and targets to the metric, but do not compute the result. args: predictions: the predicted detection
HIGH	src/supervision/metrics/precision.py	0	add new predictions and targets to the metric, but do not compute the result. args: predictions: the predicted detection
HIGH	src/supervision/metrics/recall.py	0	compute the confusion matrix for each class and iou threshold. assumes the matches and prediction_class_ids are sorted b
HIGH	src/supervision/metrics/f1_score.py	0	compute the confusion matrix for each class and iou threshold. assumes the matches and prediction_class_ids are sorted b
HIGH	src/supervision/metrics/precision.py	0	compute the confusion matrix for each class and iou threshold. assumes the matches and prediction_class_ids are sorted b
HIGH	src/supervision/metrics/recall.py	0	return boxes, masks or oriented bounding boxes from detections.
HIGH	src/supervision/metrics/mean_average_recall.py	0	return boxes, masks or oriented bounding boxes from detections.
HIGH	src/supervision/metrics/f1_score.py	0	return boxes, masks or oriented bounding boxes from detections.
HIGH	src/supervision/metrics/precision.py	0	return boxes, masks or oriented bounding boxes from detections.
HIGH	src/supervision/metrics/recall.py	0	return a copy of detections with contents filtered by object size.
HIGH	src/supervision/metrics/mean_average_recall.py	0	return a copy of detections with contents filtered by object size.
HIGH	src/supervision/metrics/f1_score.py	0	return a copy of detections with contents filtered by object size.
HIGH	src/supervision/metrics/precision.py	0	return a copy of detections with contents filtered by object size.
HIGH	src/supervision/metrics/recall.py	0	filter predictions and targets by object size category.
8 more matches not shown…

Unused Imports237 hits · 183 pts

Severity	File	Line
LOW	tests/helpers.py	9
LOW	tests/classification/test_core.py	1
LOW	tests/metrics/test_detection.py	1
LOW	tests/metrics/test_mean_average_precision_area.py	1
LOW	tests/dataset/test_utils.py	1
LOW	tests/dataset/formats/test_pascal_voc.py	1
LOW	tests/annotators/test_utils.py	1
LOW	tests/utils/test_file.py	1
LOW	tests/utils/test_logger.py	1
LOW	tests/draw/test_color.py	1
LOW	tests/detection/test_from_adapters.py	1
LOW	tests/detection/test_compact_mask_integration.py	3
LOW	tests/detection/test_compact_mask_iou.py	11
LOW	tests/detection/test_core.py	1
LOW	tests/detection/test_inference_slicer_compact.py	9
LOW	tests/detection/test_line_counter.py	1
LOW	tests/detection/test_from_sam.py	1
LOW	tests/detection/test_compact_mask.py	3
LOW	tests/detection/test_vlm.py	1
LOW	tests/detection/test_json.py	1
LOW	tests/detection/test_csv.py	1
LOW	tests/detection/tools/test_inference_slicer.py	1
LOW	tests/detection/utils/test_converters.py	1
LOW	tests/detection/utils/test_masks.py	1
LOW	tests/detection/utils/test_internal.py	1
LOW	tests/detection/utils/test_polygons.py	1
LOW	tests/detection/utils/test_iou_and_nms.py	1
LOW	tests/detection/utils/test_boxes.py	1
LOW	examples/traffic_analysis/ultralytics_example.py	1
LOW	examples/traffic_analysis/inference_example.py	1
LOW	examples/time_in_zone/rfdetr_file_example.py	1
LOW	examples/time_in_zone/rfdetr_stream_example.py	1
LOW	examples/time_in_zone/rfdetr_naive_stream_example.py	1
LOW	examples/time_in_zone/ultralytics_stream_example.py	1
LOW	examples/time_in_zone/scripts/draw_zones.py	1
LOW	examples/time_in_zone/scripts/download_from_youtube.py	1
LOW	examples/compact_mask/benchmark.py	15
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
LOW	src/supervision/__init__.py	9
177 more matches not shown…

Decorative Section Separators48 hits · 140 pts

Severity	File	Line	Snippet
MEDIUM	tests/detection/test_compact_mask_iou.py	25	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/test_compact_mask_iou.py	27	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/test_compact_mask_iou.py	385	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/test_compact_mask_iou.py	387	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/test_compact_mask.py	748	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/test_compact_mask.py	750	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/utils/test_converters.py	526	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/utils/test_converters.py	528	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/utils/test_converters.py	549	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/utils/test_converters.py	551	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/utils/test_converters.py	615	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/utils/test_converters.py	617	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/utils/test_converters.py	667	# ---------------------------------------------------------------------------
MEDIUM	tests/detection/utils/test_converters.py	669	# ---------------------------------------------------------------------------
MEDIUM	docs/theme/main.html	24	{# ── GEO: JSON-LD structured data ──────────────────────────── #}
MEDIUM	docs/theme/main.html	367	{# ── How-to FAQ schema ─────────────────────────────────────── #}
MEDIUM	docs/theme/main.html	410	{# ── GEO: Open Graph + Twitter Card meta tags ──────────────── #}
MEDIUM	examples/compact_mask/benchmark.py	221	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	223	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	1106	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	1108	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	1112	# ── parameter matrix ──────────────────────────────────────────────────────
MEDIUM	examples/compact_mask/benchmark.py	67	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	69	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	126	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	128	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	311	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	313	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	621	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	623	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	646	# ── memory ──────────────────────────────────────────────────────────────
MEDIUM	examples/compact_mask/benchmark.py	684	# ── skip flags ──────────────────────────────────────────────────────────
MEDIUM	examples/compact_mask/benchmark.py	865	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	867	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	1055	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	examples/compact_mask/benchmark.py	1057	# ══════════════════════════════════════════════════════════════════════════════
MEDIUM	src/supervision/detection/compact_mask.py	471	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	473	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	551	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	553	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	616	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	618	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	919	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	921	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	1063	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	1065	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	1188	# ------------------------------------------------------------------
MEDIUM	src/supervision/detection/compact_mask.py	1190	# ------------------------------------------------------------------

Deep Nesting41 hits · 38 pts

Severity	File	Line
LOW	tests/annotators/test_docs.py	38
LOW	examples/time_in_zone/scripts/draw_zones.py	128
LOW	examples/speed_estimation/ultralytics_example.py	39
LOW	examples/speed_estimation/yolo_nas_example.py	40
LOW	examples/speed_estimation/inference_example.py	40
LOW	src/supervision/metrics/detection.py	451
LOW	src/supervision/metrics/recall.py	155
LOW	src/supervision/metrics/mean_average_recall.py	381
LOW	src/supervision/metrics/f1_score.py	152
LOW	src/supervision/metrics/precision.py	155
LOW	src/supervision/metrics/mean_average_precision.py	459
LOW	src/supervision/metrics/mean_average_precision.py	700
LOW	src/supervision/metrics/mean_average_precision.py	825
LOW	src/supervision/metrics/mean_average_precision.py	1337
LOW	src/supervision/metrics/mean_average_precision.py	1399
LOW	src/supervision/key_points/core.py	531
LOW	src/supervision/key_points/core.py	962
LOW	src/supervision/key_points/annotators.py	256
LOW	src/supervision/dataset/formats/coco.py	204
LOW	src/supervision/dataset/formats/yolo.py	93
LOW	src/supervision/annotators/core.py	1984
LOW	src/supervision/annotators/core.py	2689
LOW	src/supervision/annotators/core.py	2859
LOW	src/supervision/annotators/utils.py	39
LOW	src/supervision/annotators/utils.py	79
LOW	src/supervision/utils/video.py	283
LOW	src/supervision/validators/__init__.py	127
LOW	src/supervision/assets/downloader.py	41
LOW	src/supervision/detection/line_zone.py	769
LOW	src/supervision/detection/compact_mask.py	49
LOW	src/supervision/detection/compact_mask.py	193
LOW	src/supervision/detection/core.py	714
LOW	src/supervision/detection/core.py	2213
LOW	src/supervision/detection/vlm.py	662
LOW	src/supervision/detection/tools/inference_slicer.py	178
LOW	src/supervision/detection/tools/inference_slicer.py	275
LOW	src/supervision/detection/utils/internal.py	54
LOW	src/supervision/detection/utils/internal.py	241
LOW	src/supervision/detection/utils/internal.py	302
LOW	src/supervision/detection/utils/internal.py	356
LOW	src/supervision/detection/utils/masks.py	291

Self-Referential Comments6 hits · 21 pts

Severity	File	Line	Snippet
MEDIUM	tests/dataset/formats/test_yolo.py	326	# Create a small RGB image
MEDIUM	tests/dataset/formats/test_yolo.py	334	# Create a minimal data.yaml
MEDIUM	src/supervision/metrics/mean_average_precision.py	469	# Create an empty EvaluationDataset object for the predictions
MEDIUM	src/supervision/metrics/mean_average_precision.py	1470	# Create a coco object with the targets
MEDIUM	src/supervision/metrics/mean_average_precision.py	1474	# Create a coco evaluator with the predictions
MEDIUM	src/supervision/metrics/mean_average_precision.py	1508	# Create the final MeanAveragePrecisionResult object

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet
HIGH	docs/how_to/benchmark_a_model.md	58	rf = Roboflow(api_key="<YOUR_API_KEY>")
HIGH	docs/how_to/benchmark_a_model.md	58	rf = Roboflow(api_key="<YOUR_API_KEY>")
HIGH	docs/how_to/benchmark_a_model.md	72	rf = Roboflow(api_key="<YOUR_API_KEY>")
HIGH	docs/how_to/benchmark_a_model.md	72	rf = Roboflow(api_key="<YOUR_API_KEY>")

Redundant / Tautological Comments6 hits · 8 pts

Severity	File	Line	Snippet
LOW	examples/traffic_analysis/setup.sh	6	# Check if 'data' directory does not exist and then create it
LOW	examples/count_people_in_zone/setup.sh	6	# Check if 'data' directory does not exist and then create it
LOW	src/supervision/metrics/detection.py	800	# Check if we are running on NumPy 2.0+ or older
LOW	src/supervision/metrics/mean_average_precision.py	488	# Check if the predictions contain any unsupported keys
LOW	src/supervision/metrics/mean_average_precision.py	961	# Set recall to either the final recall value or 0 (when there
LOW	src/supervision/detection/compact_mask.py	101	# Check if last run has same parity (True/False) as current chunk.

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet
HIGH	tests/detection/test_compact_mask_iou.py	195	# Ensure no all-false mask (diagonal would be undefined).

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet
MEDIUM	src/supervision/metrics/recall.py	429
MEDIUM	src/supervision/metrics/precision.py	431

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet
MEDIUM	pyproject.toml	142	# Enable linting rules for code style, imports, and best practices.

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet
LOW	src/supervision/utils/video.py	198	except Exception as exc:
LOW	src/supervision/utils/video.py	417	except Exception as exc:
LOW	src/supervision/detection/vlm.py	289	except Exception:

Overly Generic Function Names1 hit · 0 pts

Severity	File	Line	Snippet
LOW	src/supervision/utils/internal.py	141	def my_method(cls):

Score History

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