obss/sahi

14.4

Adjusted Score

14.4

Raw Score

100%

Time Factor

2026-08-07

Last Push

5.5K

Stars

Python

Language

46.6K

Lines of Code

294

Files

422

Pattern Hits

2026-08-09

Scan Date

0.12

HC Hit Rate

What These Metrics Mean

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

Score History

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

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

Severity Breakdown

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

CRITICAL 1HIGH 34MEDIUM 41LOW 346

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 422 distinct pattern matches across 15 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.

Hyper-Verbose Identifiers158 hits · 168 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_coco_utils.py	325	def test_split_coco_as_train_val(self) -> None:	CODE
LOW	tests/test_coco_utils.py	391	def test_coco_update_categories(self) -> None:	CODE
LOW	tests/test_coco_utils.py	626	def test_get_area_filtered_coco(self) -> None:	CODE
LOW⚡	tests/test_import_utils.py	38	def test_helpers_are_not_generators(func: Callable) -> None:	CODE
LOW⚡	tests/test_import_utils.py	48	def test_get_package_info_installed(self) -> None:	CODE
LOW⚡	tests/test_import_utils.py	53	def test_get_package_info_missing(self) -> None:	CODE
LOW⚡	tests/test_import_utils.py	58	def test_passes_when_all_present(self) -> None:	CODE
LOW⚡	tests/test_import_utils.py	61	def test_passes_for_empty_iterable(self) -> None:	CODE
LOW⚡	tests/test_import_utils.py	64	def test_raises_only_for_missing(self) -> None:	CODE
LOW⚡	tests/test_import_utils.py	74	def test_ensure_package_minimum_version(	CODE
LOW⚡	tests/test_import_utils.py	94	def test_no_message_for_single_distribution(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_import_utils.py	98	def test_no_message_when_versions_agree(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_import_utils.py	102	def test_message_suggests_the_newest_version(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_import_utils.py	109	def test_newest_version_is_compared_numerically(self, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_combine.py	136	def test_nms_ios_small_inside_large(self) -> None:	CODE
LOW⚡	tests/test_combine.py	323	def test_greedy_nmm_postprocess(self) -> None:	CODE
LOW⚡	tests/test_combine.py	330	def test_nms_postprocess_single(self) -> None:	CODE
LOW⚡	tests/test_combine.py	488	def test_metric_matrix_no_overlap(self) -> None:	CODE
LOW	tests/test_combine.py	114	def test_nms_equal_scores_deterministic(self) -> None:	CODE
LOW	tests/test_combine.py	148	def test_nms_iou_vs_ios_differ(self) -> None:	CODE
LOW	tests/test_combine.py	228	def test_high_threshold_keeps_all(self) -> None:	CODE
LOW	tests/test_combine.py	309	def test_nms_postprocess_class_agnostic_false(self) -> None:	CODE
LOW	tests/test_combine.py	358	def test_invalid_backend_raises(self) -> None:	CODE
LOW	tests/test_combine.py	365	def test_resolve_cache_invalidation(self) -> None:	CODE
LOW	tests/test_combine.py	384	def test_auto_resolves_gpu_to_torchvision(	CODE
LOW	tests/test_combine.py	407	def test_forced_numpy_backend_dispatch(self) -> None:	CODE
LOW	tests/test_combine.py	527	def test_greedy_nmm_merge_order_parity(self) -> None:	CODE
LOW	tests/test_detectron2_model.py	37	def test_perform_inference_without_mask_output(self) -> None:	CODE
LOW	tests/test_detectron2_model.py	70	def test_convert_original_predictions_without_mask_output(self) -> None:	CODE
LOW	tests/test_detectron2_model.py	117	def test_convert_original_predictions_with_mask_output(self) -> None:	CODE
LOW	tests/test_huggingface_model.py	109	def test_convert_original_predictions() -> None:	CODE
LOW	tests/test_huggingface_model.py	155	def test_get_prediction_huggingface() -> None:	CODE
LOW	tests/test_huggingface_model.py	196	def test_get_prediction_automodel_huggingface() -> None:	CODE
LOW	tests/test_huggingface_model.py	242	def test_get_sliced_prediction_huggingface() -> None:	CODE
LOW	tests/test_table.py	14	def test_create_ascii_table_basic(self) -> None:	CODE
LOW	tests/test_huggingface_segmentation.py	75	def test_convert_original_predictions(model_path: str, segmentation_type: SegmentationType) -> None:	CODE
LOW	tests/test_huggingface_segmentation.py	85	def test_get_sliced_prediction(model_path: str, segmentation_type: SegmentationType) -> None:	CODE
LOW	tests/test_huggingface_segmentation.py	113	def test_get_prediction_detects_cars() -> None:	CODE
LOW	tests/test_file_utils.py	20	def test_list_files_recursively(self, tmp_path: Path) -> None:	CODE
LOW	tests/test_torchvision.py	37	def test_load_model_without_config_path(self) -> None:	CODE
LOW	tests/test_torchvision.py	63	def test_perform_inference_without_mask_output(self) -> None:	CODE
LOW	tests/test_torchvision.py	114	def test_convert_original_predictions_without_mask_output(self) -> None:	CODE
LOW	tests/test_torchvision.py	149	def test_convert_original_predictions_with_mask_output(self) -> None:	CODE
LOW	tests/test_torchvision.py	182	def test_get_prediction_torchvision(self) -> None:	CODE
LOW	tests/test_torchvision.py	217	def test_get_sliced_prediction_torchvision(self) -> None:	CODE
LOW	tests/test_mmdetection_model.py	48	def test_perform_inference_with_mask_output(self) -> None:	CODE
LOW	tests/test_mmdetection_model.py	96	def test_perform_inference_without_mask_output(self) -> None:	CODE
LOW	tests/test_mmdetection_model.py	137	def test_convert_original_predictions_with_mask_output(self) -> None:	CODE
LOW	tests/test_mmdetection_model.py	175	def test_convert_original_predictions_without_mask_output(self) -> None:	CODE
LOW	tests/test_mmdetection_model.py	222	def test_perform_inference_without_mask_output_with_automodel(self) -> None:	CODE
LOW	tests/test_predict.py	42	def test_get_prediction_mmdet() -> None:	CODE
LOW	tests/test_predict.py	136	def test_prediction_category_remapping() -> None:	CODE
LOW	tests/test_predict.py	178	def test_get_sliced_prediction_mmdet() -> None:	CODE
LOW	tests/test_predict.py	413	def test_get_sliced_prediction_batch_size() -> None:	CODE
LOW	tests/test_predict.py	467	def test_mmdet_yolox_tiny_prediction() -> None:	CODE
LOW	tests/test_match_all_threshold.py	70	def test_matches_all_pairs_boundary() -> None:	CODE
LOW	tests/test_match_all_threshold.py	100	def test_collapses_to_single_keeper(funcs: tuple, match_metric: str) -> None:	CODE
LOW	tests/test_match_all_threshold.py	117	def test_tied_top_score_matches_dense_path(funcs: tuple, match_metric: str) -> None:	CODE
LOW	tests/test_match_all_threshold.py	151	def test_large_input_allocates_no_matrix(funcs: tuple) -> None:	CODE
LOW	tests/test_rtdet_model.py	96	def test_convert_original_predictions(self) -> None:	CODE
98 more matches not shown…

Cross-File Repetition28 hits · 140 pts

Severity	File	Snippet	Context
HIGH	tests/data/models/mmdet_retinanet/default_runtime.py	mmdetection configuration file for default_runtime.py.	STRING
HIGH	…data/models/mmdet_cascade_mask_rcnn/default_runtime.py	mmdetection configuration file for default_runtime.py.	STRING
HIGH	tests/data/models/mmdet/_base_/default_runtime.py	mmdetection configuration file for default_runtime.py.	STRING
HIGH	sahi/models/rtdetr.py	detection model is initialized and set to self.model.	STRING
HIGH	sahi/models/yolo-world.py	detection model is initialized and set to self.model.	STRING
HIGH	sahi/models/mmdet.py	detection model is initialized and set to self.model.	STRING
HIGH	sahi/models/ultralytics.py	detection model is initialized and set to self.model.	STRING
HIGH	sahi/models/yolov5.py	detection model is initialized and set to self.model.	STRING
HIGH	sahi/models/torchvision.py	sets the underlying yolov5 model. args: model: any a yolov5 model **kwargs: any additional keyword arguments for model s	STRING
HIGH	sahi/models/mmdet.py	sets the underlying yolov5 model. args: model: any a yolov5 model **kwargs: any additional keyword arguments for model s	STRING
HIGH	sahi/models/ultralytics.py	sets the underlying yolov5 model. args: model: any a yolov5 model **kwargs: any additional keyword arguments for model s	STRING
HIGH	sahi/models/yolov5.py	sets the underlying yolov5 model. args: model: any a yolov5 model **kwargs: any additional keyword arguments for model s	STRING
HIGH	sahi/models/torchvision.py	returns if model output contains segmentation mask.	STRING
HIGH	sahi/models/roboflow.py	returns if model output contains segmentation mask.	STRING
HIGH	sahi/models/ultralytics.py	returns if model output contains segmentation mask.	STRING
HIGH	sahi/models/yolov5.py	returns if model output contains segmentation mask.	STRING
HIGH	sahi/models/torchvision.py	convert predictions to objectprediction list. self._original_predictions is converted to a list of prediction.objectpred	STRING
HIGH	sahi/models/mmdet.py	convert predictions to objectprediction list. self._original_predictions is converted to a list of prediction.objectpred	STRING
HIGH	sahi/models/detectron2.py	convert predictions to objectprediction list. self._original_predictions is converted to a list of prediction.objectpred	STRING
HIGH	sahi/models/huggingface.py	convert predictions to objectprediction list. self._original_predictions is converted to a list of prediction.objectpred	STRING
HIGH	sahi/models/ultralytics.py	convert predictions to objectprediction list. self._original_predictions is converted to a list of prediction.objectpred	STRING
HIGH	sahi/models/yolov5.py	convert predictions to objectprediction list. self._original_predictions is converted to a list of prediction.objectpred	STRING
HIGH	sahi/models/roboflow.py	convert predictions to objectprediction list. self._original_predictions is converted to a list of prediction.objectpred	STRING
HIGH	sahi/models/mmdet.py	prediction is performed using self.model and the prediction result is set to self._original_predictions. args: image: np	STRING
HIGH	sahi/models/detectron2.py	prediction is performed using self.model and the prediction result is set to self._original_predictions. args: image: np	STRING
HIGH	sahi/models/huggingface.py	prediction is performed using self.model and the prediction result is set to self._original_predictions. args: image: np	STRING
HIGH	sahi/models/ultralytics.py	prediction is performed using self.model and the prediction result is set to self._original_predictions. args: image: np	STRING
HIGH	sahi/models/yolov5.py	prediction is performed using self.model and the prediction result is set to self._original_predictions. args: image: np	STRING

Decorative Section Separators39 hits · 126 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_combine.py	128	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_combine.py	130	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_combine.py	338	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_combine.py	340	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_combine.py	498	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_combine.py	500	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	53	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	55	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	206	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	208	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	270	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	272	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	432	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	434	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	588	# ===========================================================================	COMMENT
MEDIUM	tests/test_combine.py	590	# ===========================================================================	COMMENT
MEDIUM	scripts/detect_batch.py	85	# ── load model ────────────────────────────────────────────	COMMENT
MEDIUM	scripts/detect_batch.py	107	# ── single-image detection + save ─────────────────────────	COMMENT
MEDIUM	scripts/detect_batch.py	127	# ── batch detection + save ────────────────────────────────	COMMENT
MEDIUM	scripts/detect_batch.py	145	# ── speed benchmark ───────────────────────────────────────	COMMENT
MEDIUM	scripts/detect_batch.py	178	# ── consistency ────────────────────────────────────────────	COMMENT
MEDIUM	sahi/postprocess/combine.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/combine.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/combine.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/combine.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/combine.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/combine.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/combine.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/combine.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_numpy_backend.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_numpy_backend.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_numpy_backend.py	219	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_numpy_backend.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_numpy_backend.py	369	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_numpy_backend.py	371	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_torchvision_backend.py	69	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_torchvision_backend.py	71	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_numba_backend.py	218	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sahi/postprocess/_numba_backend.py	220	# ---------------------------------------------------------------------------	COMMENT

Unused Imports71 hits · 70 pts

Severity	File	Line	Context
LOW	tests/test_import_utils.py	1	CODE
LOW	tests/test_combine.py	3	CODE
LOW	tests/test_postprocess_utils.py	3	CODE
LOW	tests/test_detectron2_model.py	3	CODE
LOW	tests/test_huggingface_model.py	3	CODE
LOW	tests/test_table.py	3	CODE
LOW	tests/test_huggingface_segmentation.py	8	CODE
LOW	tests/test_high_level_api.py	3	CODE
LOW	tests/test_prediction.py	3	CODE
LOW	tests/test_file_utils.py	3	CODE
LOW	tests/test_torchvision.py	3	CODE
LOW	tests/test_mmdetection_model.py	3	CODE
LOW	tests/test_predict.py	3	CODE
LOW	tests/test_match_all_threshold.py	9	CODE
LOW	tests/test_rtdet_model.py	3	CODE
LOW	tests/test_torch_utils.py	3	CODE
LOW	tests/test_shapely_utils.py	3	CODE
LOW	tests/test_annotation.py	3	CODE
LOW	tests/test_sparse_backend.py	3	CODE
LOW	tests/test_ultralytics_model.py	3	CODE
LOW	tests/test_cv_utils.py	3	CODE
LOW	tests/test_huggingface_groundingdino_model.py	3	CODE
LOW	tests/test_roboflow.py	3	CODE
LOW	tests/utils/ultralytics.py	3	CODE
LOW	scripts/detect_batch.py	11	CODE
LOW	sahi/annotation.py	6	CODE
LOW	sahi/auto_model.py	3	CODE
LOW	sahi/__init__.py	6	CODE
LOW	sahi/__init__.py	12	CODE
LOW	sahi/__init__.py	13	CODE
LOW	sahi/__init__.py	14	CODE
LOW	sahi/__init__.py	15	CODE
LOW	sahi/__init__.py	16	CODE
LOW	sahi/__init__.py	17	CODE
LOW	sahi/logger.py	3	CODE
LOW	sahi/prediction.py	3	CODE
LOW	sahi/utils/rtdetr.py	3	CODE
LOW	sahi/utils/compatibility.py	3	CODE
LOW	sahi/utils/file.py	3	CODE
LOW	sahi/utils/mmdet.py	3	CODE
LOW	sahi/utils/cv.py	3	CODE
LOW	sahi/utils/table.py	3	CODE
LOW	sahi/utils/shapely.py	3	CODE
LOW	sahi/utils/import_utils.py	3	CODE
LOW	sahi/utils/yolov5.py	3	CODE
LOW	sahi/utils/torch_utils.py	3	CODE
LOW	sahi/models/rtdetr.py	6	CODE
LOW	sahi/models/torchvision.py	7	CODE
LOW	sahi/models/yolo-world.py	6	CODE
LOW	sahi/models/yoloe.py	7	CODE
LOW	sahi/models/mmdet.py	7	CODE
LOW	sahi/models/detectron2.py	7	CODE
LOW	sahi/models/huggingface.py	7	CODE
LOW	sahi/models/roboflow.py	7	CODE
LOW	sahi/models/huggingface_segmentation.py	7	CODE
LOW	sahi/models/ultralytics.py	7	CODE
LOW	sahi/models/yolov5.py	6	CODE
LOW	sahi/models/base.py	7	CODE
LOW	sahi/scripts/coco_error_analysis.py	3	CODE
LOW	sahi/scripts/coco_evaluation.py	3	CODE
11 more matches not shown…

Deep Nesting35 hits · 32 pts

Severity	File	Line	Context
LOW	tests/test_huggingface_model.py	155	CODE
LOW	tests/test_huggingface_model.py	196	CODE
LOW	tests/test_huggingface_model.py	242	CODE
LOW	sahi/predict.py	176	CODE
LOW	sahi/predict.py	496	CODE
LOW	sahi/slicing.py	278	CODE
LOW	sahi/utils/coco.py	1852	CODE
LOW	sahi/utils/coco.py	1937	CODE
LOW	sahi/utils/coco.py	2012	CODE
LOW	sahi/utils/coco.py	859	CODE
LOW	sahi/utils/coco.py	961	CODE
LOW	sahi/utils/coco.py	1010	CODE
LOW	sahi/utils/coco.py	1410	CODE
LOW	sahi/utils/coco.py	1477	CODE
LOW	sahi/utils/coco.py	1521	CODE
LOW	sahi/utils/coco.py	2188	CODE
LOW	sahi/utils/coco.py	2244	CODE
LOW	sahi/utils/mmdet.py	69	CODE
LOW	sahi/utils/cv.py	203	CODE
LOW	sahi/utils/cv.py	517	CODE
LOW	sahi/utils/torch_utils.py	73	CODE
LOW	sahi/models/mmdet.py	221	CODE
LOW	sahi/models/roboflow.py	119	CODE
LOW	sahi/models/roboflow.py	201	CODE
LOW	sahi/models/ultralytics.py	223	CODE
LOW	sahi/scripts/coco_error_analysis.py	49	CODE
LOW	sahi/scripts/coco_error_analysis.py	168	CODE
LOW	sahi/scripts/coco_error_analysis.py	312	CODE
LOW	sahi/scripts/coco_evaluation.py	72	CODE
LOW	sahi/postprocess/_sparse_backend.py	373	CODE
LOW	sahi/postprocess/_sparse_backend.py	432	CODE
LOW	sahi/postprocess/utils.py	137	CODE
LOW	sahi/postprocess/utils.py	164	CODE
LOW	sahi/postprocess/utils.py	61	CODE
LOW	sahi/postprocess/_numpy_backend.py	288	CODE

Over-Commented Block24 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	tests/check_dependencies.sh	1	#!/bin/bash	COMMENT
LOW	tests/data/models/mmdet/_base_/datasets/wider_face.py	1	"""MMDetection configuration file for wider_face.py."""	COMMENT
LOW	…models/mmdet/_base_/datasets/objects365v2_detection.py	1	"""MMDetection configuration file for objects365v2_detection.py."""	COMMENT
LOW	…ta/models/mmdet/_base_/datasets/cityscapes_instance.py	1	"""MMDetection configuration file for cityscapes_instance.py."""	COMMENT
LOW	…ta/models/mmdet/_base_/datasets/cityscapes_instance.py	101	# persistent_workers=True,	COMMENT
LOW	…ts/data/models/mmdet/_base_/datasets/coco_detection.py	1	"""MMDetection configuration file for coco_detection.py."""	COMMENT
LOW	…ts/data/models/mmdet/_base_/datasets/coco_detection.py	81	# test_dataloader = dict(	COMMENT
LOW	…ata/models/mmdet/_base_/datasets/lvis_v0.5_instance.py	1	"""MMDetection configuration file for lvis_v0.5_instance.py."""	COMMENT
LOW	…a/models/mmdet/_base_/datasets/openimages_detection.py	1	"""MMDetection configuration file for openimages_detection.py."""	COMMENT
LOW	…a/models/mmdet/_base_/datasets/cityscapes_detection.py	1	"""MMDetection configuration file for cityscapes_detection.py."""	COMMENT
LOW	…ta/models/mmdet/_base_/datasets/semi_coco_detection.py	1	"""MMDetection configuration file for semi_coco_detection.py."""	COMMENT
LOW	…ta/models/mmdet/_base_/datasets/semi_coco_detection.py	121	dict(type="PackDetInputs", meta_keys=("img_id", "img_path", "ori_shape", "img_shape", "scale_factor")),	COMMENT
LOW	…sts/data/models/mmdet/_base_/datasets/coco_instance.py	1	"""MMDetection configuration file for coco_instance.py."""	COMMENT
LOW	…sts/data/models/mmdet/_base_/datasets/coco_instance.py	81	# test_dataloader = dict(	COMMENT
LOW	…sts/data/models/mmdet/_base_/datasets/coco_panoptic.py	1	"""MMDetection configuration file for coco_panoptic.py."""	COMMENT
LOW	…sts/data/models/mmdet/_base_/datasets/coco_panoptic.py	81	# batch_size=1,	COMMENT
LOW	…models/mmdet/_base_/datasets/coco_instance_semantic.py	1	"""MMDetection configuration file for coco_instance_semantic.py."""	COMMENT
LOW	…models/mmdet/_base_/datasets/objects365v1_detection.py	1	"""MMDetection configuration file for objects365v1_detection.py."""	COMMENT
LOW	tests/data/models/mmdet/_base_/datasets/voc0712.py	1	"""MMDetection configuration file for voc0712.py."""	COMMENT
LOW	tests/data/models/mmdet/_base_/datasets/deepfashion.py	1	"""MMDetection configuration file for deepfashion.py."""	COMMENT
LOW	tests/data/models/mmdet/yolox/yolox_s_8xb8-300e_coco.py	61	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	docs/coco.md	261		COMMENT
LOW	docs/zh/coco.md	261	## 数据集统计	COMMENT
LOW	docs/tr/coco.md	261	## Veri Kümesi İstatistikleri	COMMENT

AI Slop Vocabulary15 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	tests/data/models/mmdet/_base_/datasets/wider_face.py	7	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…models/mmdet/_base_/datasets/objects365v2_detection.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…ta/models/mmdet/_base_/datasets/cityscapes_instance.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…ts/data/models/mmdet/_base_/datasets/coco_detection.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…ata/models/mmdet/_base_/datasets/lvis_v0.5_instance.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…a/models/mmdet/_base_/datasets/openimages_detection.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…a/models/mmdet/_base_/datasets/cityscapes_detection.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…ta/models/mmdet/_base_/datasets/semi_coco_detection.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…sts/data/models/mmdet/_base_/datasets/coco_instance.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…sts/data/models/mmdet/_base_/datasets/coco_panoptic.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…models/mmdet/_base_/datasets/coco_instance_semantic.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	…models/mmdet/_base_/datasets/objects365v1_detection.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	tests/data/models/mmdet/_base_/datasets/voc0712.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	tests/data/models/mmdet/_base_/datasets/deepfashion.py	8	# Method 1: simply set the data root and let the file I/O module	COMMENT
LOW	tests/data/models/mmdet/yolox/yolox_s_8xb8-300e_coco.py	61	# Method 1: simply set the data root and let the file I/O module	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	docs/zh/guides/models.md	395	api_key="YOUR_API_KEY", # 也可以设置 ROBOFLOW_API_KEY	CODE
HIGH	docs/guides/models.md	402	api_key="YOUR_API_KEY", # or set ROBOFLOW_API_KEY	CODE
HIGH	docs/tr/guides/models.md	381	api_key="YOUR_API_KEY", # or set ROBOFLOW_API_KEY	CODE

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	sahi/auto_model.py	44	Load a DetectionModel from given path. Args: model_type: str Name of the detection	STRING
HIGH	sahi/postprocess/combine.py	438	Apply Locality-Sensitive NMS to suppress overlapping predictions. Args: object_predictions: List of	STRING
HIGH	sahi/postprocess/utils.py	339	Check whether two predictions overlap above the given threshold. Args: pred1: First object prediction.	STRING

Modern Structural Boilerplate15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	sahi/__init__.py	59	__all__ = [	CODE
LOW	sahi/logger.py	98	__all__ = ["PKG_INFO_LEVEL", "BaseSahiLogger", "SahiLogger", "SupportsPkgInfo", "logger"]	CODE
LOW	sahi/utils/coco.py	899	def update_categories(self, desired_name2id: dict[str, int], update_image_filenames: bool = False) -> None:	CODE
LOW	sahi/utils/coco.py	1786	def update_categories_from_file(desired_name2id: dict, coco_path: str, save_path: str) -> None:	CODE
LOW	sahi/models/torchvision.py	77	def set_model(self, model: Any, **kwargs: Any) -> None:	CODE
LOW	sahi/models/mmdet.py	138	def set_model(self, model: Any, **kwargs: Any) -> None:	CODE
LOW	sahi/models/huggingface.py	117	def set_model(self, model: Any, processor: Any \| None = None, **kwargs: Any) -> None:	CODE
LOW	sahi/models/roboflow.py	109	def set_model(self, model: Any, **kwargs: Any) -> None:	CODE
LOW	sahi/models/huggingface_segmentation.py	90	def set_model(self, model: Any, processor: Any = None, **kwargs: Any) -> None:	CODE
LOW	sahi/models/ultralytics.py	70	def set_model(self, model: Any, **kwargs: Any) -> None:	CODE
LOW	sahi/models/yolov5.py	41	def set_model(self, model: Any, **kwargs: Any) -> None:	CODE
LOW	sahi/models/base.py	110	def set_model(self, model: Any, **kwargs: Any) -> None:	CODE
LOW	sahi/models/base.py	124	def set_device(self, device: str \| None = None) -> None:	CODE
LOW	sahi/postprocess/__init__.py	5	__all__ = ["get_postprocess_backend", "set_postprocess_backend"]	CODE
LOW	sahi/postprocess/backends.py	20	def set_postprocess_backend(name: str) -> None:	CODE

Excessive Try-Catch Wrapping12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	scripts/detect_batch.py	95	except Exception as e:	CODE
LOW	sahi/utils/cv.py	21	except Exception:	CODE
LOW	sahi/utils/cv.py	153	except Exception as e:	CODE
LOW	sahi/utils/cv.py	238	except Exception as e: # handle large/tiff image reading	CODE
LOW	sahi/models/rtdetr.py	26	except Exception as e:	CODE
LOW	sahi/models/torchvision.py	71	except Exception as e:	CODE
LOW	sahi/models/yolo-world.py	26	except Exception as e:	CODE
LOW	sahi/models/yoloe.py	118	except Exception as e:	CODE
LOW	sahi/models/detectron2.py	48	except Exception as e: # try to load from local	CODE
LOW	sahi/models/detectron2.py	75	except Exception as e:	CODE
LOW	sahi/models/ultralytics.py	67	except Exception as e:	CODE
LOW	sahi/models/yolov5.py	38	except Exception as e:	CODE

AI Structural Patterns12 hits · 12 pts

Severity	File	Line	Context
LOW	sahi/auto_model.py	30	CODE
LOW	sahi/predict.py	176	CODE
LOW	sahi/predict.py	496	CODE
LOW	sahi/predict.py	913	CODE
LOW	sahi/slicing.py	278	CODE
LOW	sahi/slicing.py	435	CODE
LOW	sahi/utils/cv.py	404	CODE
LOW	sahi/utils/cv.py	517	CODE
LOW	sahi/models/mmdet.py	97	CODE
LOW	sahi/models/huggingface.py	26	CODE
LOW	sahi/models/roboflow.py	40	CODE
LOW	sahi/models/base.py	31	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	sahi/models/roboflow.py	128	from inference.core.exceptions import RoboflowAPINotAuthorizedError	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/check_dependencies.sh	52	# Check if the command runs without errors	COMMENT
LOW	tests/check_dependencies.sh	62	# Display the results	COMMENT
LOW	sahi/models/ultralytics.py	196	# Check if model has 'task' attribute (for both .pt and .onnx models)	COMMENT
LOW	sahi/models/ultralytics.py	211	# Check if model has 'task' attribute (for both .pt and .onnx models)	COMMENT

Modern AI Meta-Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/guides/models.md	195	In addition to the [common parameters](#common-parameters), zero-shot	CODE
MEDIUM	docs/tr/guides/models.md	184	[Ortak parametrelere](#ortak-parametreler) ek olarak zero-shot (GroundingDINO) modelleri şunları kabul eder:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings