ultralytics/ultralytics

Pattern Findings

1366 matches across 18 categories. Click a row to expand file-level details.

Docstring Block Structure331 hits · 1630 pts

Severity	File	Line	Snippet
HIGH	CONTRIBUTING.md	64	Example function demonstrating Google-style docstrings. Args: arg1 (int): The first argument. arg2
HIGH	CONTRIBUTING.md	87	Example function demonstrating Google-style docstrings. Args: arg1: The first argument. arg2: The s
HIGH	docs/build_docs.py	344	Remove comments and empty lines from a string of code, preserving newlines and URLs. Args: content (str): C
HIGH	docs/en/help/contributing.md	61	Example function demonstrating Google-style docstrings. Args: arg1 (int): The first argumen
HIGH	docs/en/help/contributing.md	83	Example function demonstrating Google-style docstrings. Args: arg1 (int): The first argumen
HIGH	docs/en/help/contributing.md	105	Example function demonstrating Google-style docstrings. Args: arg1 (int): The first argumen
HIGH	docs/en/help/contributing.md	146	Example function demonstrating Google-style docstrings. Args: arg1: The first argument.
HIGH	ultralytics/nn/tasks.py	1407	Context manager for temporarily adding or modifying modules in Python's module cache (`sys.modules`). This function
HIGH	ultralytics/nn/tasks.py	1494	Attempt to load a PyTorch model with the torch.load() function. If a ModuleNotFoundError is raised, it catches the e
HIGH	ultralytics/nn/text_model.py	89	Convert input texts to CLIP tokens. Args: texts (str \| list[str]): Input text or list of texts to t
HIGH	ultralytics/nn/text_model.py	110	Encode tokenized texts into normalized feature vectors. This method processes tokenized text inputs through the
HIGH	ultralytics/nn/text_model.py	135	Encode images into normalized feature vectors. This method processes image inputs through the CLIP model to gen
HIGH	ultralytics/nn/text_model.py	220	Convert input texts to MobileCLIP tokens. Args: texts (list[str]): List of text strings to tokenize
HIGH	ultralytics/nn/text_model.py	236	Encode tokenized texts into normalized feature vectors. Args: texts (torch.Tensor): Tokenized text
HIGH	ultralytics/nn/text_model.py	297	Convert input texts to MobileCLIP tokens. Args: texts (list[str]): List of text strings to tokenize
HIGH	ultralytics/nn/text_model.py	318	Encode tokenized texts into normalized feature vectors. Args: texts (torch.Tensor): Tokenized text
HIGH	ultralytics/nn/text_model.py	339	Build a text encoding model based on the specified variant. Args: variant (str): Model variant in format "b
HIGH	ultralytics/nn/autobackend.py	37	Check class names and convert to dict format if needed. Args: names (list \| dict): Class names as list or d
HIGH	ultralytics/nn/autobackend.py	231	Delegate attribute access to the backend. This allows AutoBackend to transparently expose backend attributes
HIGH	ultralytics/nn/autobackend.py	320	Take a path to a model file and return the model format string. Args: p (str): Path to the model fi
HIGH	ultralytics/nn/modules/utils.py	16	Create a list of cloned modules from the given module. Args: module (nn.Module): The module to be cloned.
HIGH	ultralytics/nn/modules/utils.py	36	Initialize conv/fc bias value according to a given probability value. This function calculates the bias initializat
HIGH	ultralytics/nn/modules/utils.py	78	Calculate the inverse sigmoid function for a tensor. This function applies the inverse of the sigmoid function to a
HIGH	ultralytics/nn/modules/block.py	1437	C2PSA module with attention mechanism for enhanced feature extraction and processing. This module implements a conv
HIGH	ultralytics/solutions/object_blurrer.py	50	Apply a blurring effect to detected objects in the input image. This method extracts tracking information, appl
HIGH	ultralytics/solutions/security_alarm.py	116	Monitor the frame, process object detections, and trigger alerts if thresholds are met. This method processes t
HIGH	ultralytics/solutions/distance_calculation.py	70	Process a video frame and calculate the distance between two selected bounding boxes. This method extracts trac
HIGH	ultralytics/solutions/trackzone.py	50	Process the input frame to track objects within a defined region. This method initializes the annotator, create
HIGH	ultralytics/solutions/object_counter.py	138	Process input data (frames or object tracks) and update object counts. This method initializes the counting reg
HIGH	ultralytics/solutions/instance_segmentation.py	52	Perform instance segmentation on the input image and annotate the results. Args: im0 (np.ndarray):
HIGH	ultralytics/solutions/similarity_search.py	131	Return top-k semantically similar images to the given query. Args: query (str): Natural language te
HIGH	ultralytics/solutions/queue_management.py	48	Process queue management for a single frame of video. Args: im0 (np.ndarray): Input image for proce
HIGH	ultralytics/solutions/parking_management.py	222	Process the input image for parking lot management and visualization. This function analyzes the input image, e
HIGH	ultralytics/solutions/ai_gym.py	50	Monitor workouts using Ultralytics YOLO Pose Model. This function processes an input image to track and analyze
HIGH	ultralytics/solutions/vision_eye.py	39	Perform object detection, vision mapping, and annotation on the input image. Args: im0 (np.ndarray)
HIGH	ultralytics/solutions/object_cropper.py	51	Crop detected objects from the input image and save them as separate images. Args: im0 (np.ndarray)
HIGH	ultralytics/solutions/solutions.py	212	Display the results of the processing, which could involve showing frames, printing counts, or saving results.
HIGH	ultralytics/solutions/solutions.py	470	Draw specific keypoints for gym steps counting. Args: keypoints (list[list[float]]): Keypoints data
HIGH	ultralytics/solutions/analytics.py	96	Process image data and run object tracking to update analytics charts. Args: im0 (np.ndarray): Inpu
HIGH	ultralytics/solutions/analytics.py	141	Update the graph with new data for single or multiple classes. Args: frame_number (int): The curren
HIGH	ultralytics/solutions/speed_estimation.py	62	Process an input frame to estimate object speeds based on tracking data. Args: im0 (np.ndarray): In
HIGH	ultralytics/optim/muon.py	10	Compute the zeroth power / orthogonalization of matrix G using Newton-Schulz iteration. This function implements a
HIGH	ultralytics/optim/muon.py	60	Compute Muon optimizer update with momentum and orthogonalization. This function applies momentum to the gradient,
HIGH	ultralytics/optim/muon.py	100	Hybrid optimizer combining Muon and SGD updates for neural network training. This optimizer implements a combinatio
HIGH	ultralytics/optim/muon.py	181	Perform a single optimization step. Applies either hybrid Muon+SGD updates or pure SGD updates depending on the
HIGH	ultralytics/optim/muon.py	255	Muon optimizer for usage in non-distributed settings. This optimizer implements the Muon algorithm, which combines
HIGH	ultralytics/optim/muon.py	298	Perform a single optimization step. Applies Muon updates to all parameters, incorporating momentum and orthogon
HIGH	ultralytics/utils/instance.py	36	A class for handling bounding boxes in multiple formats. The class supports various bounding box formats like 'xyxy
HIGH	ultralytics/utils/instance.py	140	Concatenate a list of Bboxes objects into a single Bboxes object. Args: boxes_list (list[Bboxes]):
HIGH	ultralytics/utils/instance.py	162	Retrieve a specific bounding box or a set of bounding boxes using indexing. Args: index (int \| slic
HIGH	ultralytics/utils/instance.py	318	Retrieve a specific instance or a set of instances using indexing. Args: index (int \| slice \| np.nd
HIGH	ultralytics/utils/instance.py	437	Concatenate a list of Instances objects into a single Instances object. Args: instances_list (list[
HIGH	ultralytics/utils/metrics.py	236	Calculate probabilistic IoU between oriented bounding boxes. Args: obb1 (torch.Tensor): Ground truth OBBs,
HIGH	ultralytics/utils/metrics.py	616	Generate a summarized representation of the confusion matrix as a list of dictionaries, with optional normalizat
HIGH	ultralytics/utils/metrics.py	1227	Generate a summarized representation of per-class detection metrics as a list of dictionaries. Includes shared s
HIGH	ultralytics/utils/metrics.py	1384	Generate a summarized representation of per-class segmentation metrics as a list of dictionaries. Includes both
HIGH	ultralytics/utils/metrics.py	1539	Generate a summarized representation of per-class pose metrics as a list of dictionaries. Includes both box and
HIGH	ultralytics/utils/metrics.py	1628	Generate a single-row summary of classification metrics (Top-1 and Top-5 accuracy). Args: normalize
HIGH	ultralytics/utils/files.py	58	Context manager to handle paths with spaces in their names. If a path contains spaces, it replaces them with unders
HIGH	ultralytics/utils/files.py	107	Increment a file or directory path, i.e., runs/exp --> runs/exp{sep}2, runs/exp{sep}3, ... etc. If the path exists
271 more matches not shown…

Unused Imports404 hits · 372 pts

Severity	File	Line
LOW	tests/conftest.py	6
LOW	docs/build_docs.py	23
LOW	docs/build_reference.py	11
LOW	examples/YOLO-Axelera-Python/yolo11-seg.py	13
LOW	examples/YOLO-Axelera-Python/yolo26-pose-tracker.py	23
LOW	examples/YOLOv8-Region-Counter/yolov8_region_counter.py	3
LOW	examples/YOLOv8-OpenCV-ONNX-Python/main.py	3
LOW	examples/YOLOv8-ONNXRuntime/main.py	3
LOW	examples/YOLOv8-TFLite-Python/main.py	3
LOW	…es/YOLO-Interactive-Tracking-UI/interactive_tracker.py	3
LOW	…amples/YOLOv8-Action-Recognition/action_recognition.py	3
LOW	examples/RTDETR-ONNXRuntime-Python/main.py	3
LOW	examples/YOLOv8-Segmentation-ONNXRuntime-Python/main.py	3
LOW	ultralytics/__init__.py	13
LOW	ultralytics/__init__.py	14
LOW	ultralytics/__init__.py	15
LOW	ultralytics/__init__.py	32
LOW	ultralytics/__init__.py	32
LOW	ultralytics/__init__.py	32
LOW	ultralytics/__init__.py	32
LOW	ultralytics/__init__.py	32
LOW	ultralytics/__init__.py	32
LOW	ultralytics/__init__.py	32
LOW	ultralytics/nn/text_model.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/__init__.py	3
LOW	ultralytics/nn/autobackend.py	3
LOW	ultralytics/nn/backends/deepx.py	3
LOW	ultralytics/nn/backends/qnn.py	3
LOW	ultralytics/nn/backends/triton.py	3
LOW	ultralytics/nn/backends/paddle.py	3
LOW	ultralytics/nn/backends/onnx.py	3
LOW	ultralytics/nn/backends/onnx.py	157
LOW	ultralytics/nn/backends/openvino.py	3
LOW	ultralytics/nn/backends/__init__.py	9
LOW	ultralytics/nn/backends/__init__.py	10
LOW	ultralytics/nn/backends/__init__.py	11
LOW	ultralytics/nn/backends/__init__.py	12
LOW	ultralytics/nn/backends/__init__.py	13
LOW	ultralytics/nn/backends/__init__.py	14
LOW	ultralytics/nn/backends/__init__.py	15
LOW	ultralytics/nn/backends/__init__.py	16
LOW	ultralytics/nn/backends/__init__.py	16
LOW	ultralytics/nn/backends/__init__.py	17
LOW	ultralytics/nn/backends/__init__.py	18
LOW	ultralytics/nn/backends/__init__.py	19
LOW	ultralytics/nn/backends/__init__.py	19
LOW	ultralytics/nn/backends/__init__.py	20
LOW	ultralytics/nn/backends/__init__.py	21
LOW	ultralytics/nn/backends/__init__.py	22
LOW	ultralytics/nn/backends/__init__.py	23
LOW	ultralytics/nn/backends/__init__.py	24
344 more matches not shown…

Magic Placeholder Names66 hits · 360 pts

Severity	File	Line	Snippet
HIGH	docs/en/platform/quickstart.md	294	headers = {"Authorization": "Bearer YOUR_API_KEY"}
HIGH	docs/en/platform/quickstart.md	306	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/quickstart.md	361	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/index.md	133	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/index.md	146	os.environ["ULTRALYTICS_API_KEY"] = "YOUR_API_KEY"
HIGH	docs/en/platform/index.md	184	headers = {"Authorization": "Bearer YOUR_API_KEY"}
HIGH	docs/en/platform/index.md	196	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/index.md	208	headers: { Authorization: "Bearer YOUR_API_KEY" },
HIGH	docs/en/platform/index.md	309	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/index.md	322	os.environ["ULTRALYTICS_API_KEY"] = "YOUR_API_KEY"
HIGH	docs/en/platform/index.md	337	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/deploy/inference.md	145	Authorization: Bearer YOUR_API_KEY
HIGH	docs/en/platform/deploy/inference.md	166	headers = {"Authorization": "Bearer YOUR_API_KEY"}
HIGH	docs/en/platform/deploy/inference.md	179	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/deploy/inference.md	199	headers: { Authorization: "Bearer YOUR_API_KEY" },
HIGH	docs/en/platform/deploy/inference.md	408	headers = {"Authorization": "Bearer YOUR_API_KEY"}
HIGH	docs/en/platform/deploy/endpoints.md	277	Authorization: Bearer YOUR_API_KEY
HIGH	docs/en/platform/deploy/endpoints.md	297	headers = {"Authorization": "Bearer YOUR_API_KEY"}
HIGH	docs/en/platform/deploy/endpoints.md	324	headers: { Authorization: "Bearer YOUR_API_KEY" },
HIGH	docs/en/platform/deploy/endpoints.md	338	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/deploy/monitoring.md	173	headers = {"Authorization": "Bearer YOUR_API_KEY"}
HIGH	docs/en/platform/deploy/monitoring.md	200	headers: { Authorization: "Bearer YOUR_API_KEY" },
HIGH	docs/en/platform/deploy/monitoring.md	214	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/train/cloud-training.md	214	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/train/index.md	124	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/api/index.md	17	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	70	Authorization: Bearer YOUR_API_KEY
HIGH	docs/en/platform/api/index.md	82	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	91	headers = {"Authorization": "Bearer YOUR_API_KEY"}
HIGH	docs/en/platform/api/index.md	103	headers: { Authorization: "Bearer YOUR_API_KEY" },
HIGH	docs/en/platform/api/index.md	208	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	644	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	827	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	915	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	1185	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	1755	-H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	2065	yolo settings api_key=YOUR_API_KEY
HIGH	docs/en/platform/api/index.md	2071	export ULTRALYTICS_API_KEY=YOUR_API_KEY
HIGH	docs/en/platform/api/index.md	2079	settings.api_key = "YOUR_API_KEY"
HIGH	docs/en/platform/api/index.md	2202	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/api/index.md	2209	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/account/api-keys.md	69	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/account/api-keys.md	75	$env:ULTRALYTICS_API_KEY = "YOUR_API_KEY"
HIGH	docs/en/platform/account/api-keys.md	83	yolo settings api_key="YOUR_API_KEY"
HIGH	docs/en/platform/account/api-keys.md	97	api_key = "YOUR_API_KEY"
HIGH	docs/en/platform/account/api-keys.md	105	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/account/api-keys.md	124	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/account/trash.md	154	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/account/trash.md	161	curl -X POST -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/account/activity.md	144	The routes shown below require an active platform browser session. The `Authorization: Bearer YOUR_API_KEY` header i
HIGH	docs/en/platform/account/activity.md	149	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/account/activity.md	156	curl -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/account/activity.md	163	curl -X POST -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/account/activity.md	173	curl -X POST -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/account/activity.md	179	curl -X POST -H "Authorization: Bearer YOUR_API_KEY" \
HIGH	docs/en/platform/data/index.md	172	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/platform/data/index.md	181	os.environ["ULTRALYTICS_API_KEY"] = "YOUR_API_KEY"
HIGH	docs/en/platform/data/datasets.md	589	export ULTRALYTICS_API_KEY="YOUR_API_KEY"
HIGH	docs/en/datasets/explorer/index.md	102	yolo settings openai_api_key="YOUR_API_KEY"
HIGH	docs/en/integrations/weights-biases.md	68	wandb.login(key="YOUR_API_KEY")
6 more matches not shown…

Cross-File Repetition44 hits · 220 pts

Severity	File	Snippet
HIGH	ultralytics/nn/tasks.py	compute loss. args: batch (dict): batch to compute loss on. preds (torch.tensor \| list[torch.tensor], optional): predict
HIGH	ultralytics/nn/tasks.py	compute loss. args: batch (dict): batch to compute loss on. preds (torch.tensor \| list[torch.tensor], optional): predict
HIGH	ultralytics/nn/tasks.py	compute loss. args: batch (dict): batch to compute loss on. preds (torch.tensor \| list[torch.tensor], optional): predict
HIGH	ultralytics/nn/tasks.py	compute loss. args: batch (dict): batch to compute loss on. preds (torch.tensor \| list[torch.tensor], optional): predict
HIGH	ultralytics/nn/modules/head.py	returns the one-to-many head components, here for v3/v5/v8/v9/v11 backward compatibility.
HIGH	ultralytics/nn/modules/head.py	returns the one-to-many head components, here for v3/v5/v8/v9/v11 backward compatibility.
HIGH	ultralytics/nn/modules/head.py	returns the one-to-many head components, here for v3/v5/v8/v9/v11 backward compatibility.
HIGH	ultralytics/nn/modules/head.py	initialize detect() biases, warning: requires stride availability.
HIGH	ultralytics/nn/modules/head.py	initialize detect() biases, warning: requires stride availability.
HIGH	ultralytics/nn/modules/head.py	initialize detect() biases, warning: requires stride availability.
HIGH	ultralytics/nn/modules/head.py	remove the one2many head for inference optimization.
HIGH	ultralytics/nn/modules/head.py	remove the one2many head for inference optimization.
HIGH	ultralytics/nn/modules/head.py	remove the one2many head for inference optimization.
HIGH	ultralytics/nn/modules/head.py	remove the one2many head for inference optimization.
HIGH	ultralytics/nn/modules/head.py	remove the one2many head for inference optimization.
HIGH	ultralytics/nn/modules/head.py	remove the one2many head for inference optimization.
HIGH	ultralytics/nn/modules/head.py	returns the one-to-many head components, here for backward compatibility.
HIGH	ultralytics/nn/modules/head.py	returns the one-to-many head components, here for backward compatibility.
HIGH	ultralytics/nn/modules/head.py	returns the one-to-many head components, here for backward compatibility.
HIGH	ultralytics/nn/modules/head.py	returns the one-to-many head components, here for backward compatibility.
HIGH	ultralytics/nn/modules/head.py	return model outputs and mask coefficients if training, otherwise return outputs and mask coefficients.
HIGH	ultralytics/nn/modules/head.py	return model outputs and mask coefficients if training, otherwise return outputs and mask coefficients.
HIGH	ultralytics/nn/modules/head.py	return model outputs and mask coefficients if training, otherwise return outputs and mask coefficients.
HIGH	ultralytics/nn/modules/head.py	return model outputs and mask coefficients if training, otherwise return outputs and mask coefficients.
HIGH	ultralytics/utils/metrics.py	return a list of curves for accessing specific metrics curves.
HIGH	ultralytics/utils/metrics.py	return a list of curves for accessing specific metrics curves.
HIGH	ultralytics/utils/metrics.py	return a list of curves for accessing specific metrics curves.
HIGH	ultralytics/utils/metrics.py	return a list of curves for accessing specific metrics curves.
HIGH	ultralytics/utils/metrics.py	return a list of curves for accessing specific metrics curves.
HIGH	ultralytics/utils/metrics.py	update statistics by appending new values to existing stat collections. args: stat (dict[str, any]): dictionary containi
HIGH	ultralytics/utils/metrics.py	update statistics by appending new values to existing stat collections. args: stat (dict[str, any]): dictionary containi
HIGH	ultralytics/utils/metrics.py	update statistics by appending new values to existing stat collections. args: stat (dict[str, any]): dictionary containi
HIGH	ultralytics/utils/metrics.py	return a list of computed performance metrics and statistics.
HIGH	ultralytics/utils/metrics.py	return a list of computed performance metrics and statistics.
HIGH	ultralytics/utils/metrics.py	return a list of computed performance metrics and statistics.
HIGH	ultralytics/utils/loss.py	calculate the sum of the loss for box, cls and dfl multiplied by batch size.
HIGH	ultralytics/utils/loss.py	calculate the sum of the loss for box, cls and dfl multiplied by batch size.
HIGH	ultralytics/utils/loss.py	calculate the sum of the loss for box, cls and dfl multiplied by batch size.
HIGH	ultralytics/models/sam/modules/tiny_encoder.py	set image size to make model compatible with different image sizes.
HIGH	ultralytics/models/sam/modules/sam.py	set image size to make model compatible with different image sizes.
HIGH	ultralytics/models/sam/modules/sam.py	set image size to make model compatible with different image sizes.
HIGH	ultralytics/models/yolo/model.py	map head to model, trainer, validator, and predictor classes.
HIGH	ultralytics/models/yolo/model.py	map head to model, trainer, validator, and predictor classes.
HIGH	ultralytics/models/yolo/model.py	map head to model, trainer, validator, and predictor classes.

Excessive Try-Catch Wrapping140 hits · 145 pts

Severity	File	Line	Snippet
LOW	tests/test_exports.py	84	except Exception as error: # pragma: no cover - assertion handled below
LOW	docs/build_docs.py	144	except Exception as e:
LOW	docs/build_docs.py	183	except Exception as e:
LOW	docs/build_docs.py	200	except Exception:
LOW	docs/build_docs.py	209	except Exception:
LOW	docs/build_docs.py	476	except Exception as e:
LOW	docs/build_docs.py	523	except Exception as e:
LOW	docs/build_docs.py	538	except Exception as e:
LOW	docs/build_docs.py	552	except Exception as e:
LOW	docs/build_docs.py	682	except Exception as e:
LOW	docs/build_reference.py	176	except Exception:
LOW	docs/build_reference.py	629	except Exception:
MEDIUM	docs/en/usage/simple-utilities.md	489	print("Error: Could not open video.")
LOW	docs/en/guides/vertex-ai-deployment-with-docker.md	122	except Exception as e:
MEDIUM	docs/en/guides/vertex-ai-deployment-with-docker.md	123	print(f"Error initializing YOLO model: {e}")
LOW	docs/en/guides/vertex-ai-deployment-with-docker.md	204	except Exception as e:
MEDIUM	docs/en/guides/vertex-ai-deployment-with-docker.md	206	print(f"Error in YOLO detection: {e}")
LOW	docs/en/guides/vertex-ai-deployment-with-docker.md	352	except Exception as e:
LOW	.github/workflows/merge-main-into-prs.yml	78	except Exception as update_error:
LOW	.github/workflows/merge-main-into-prs.yml	84	except Exception as e:
LOW	ultralytics/nn/autobackend.py	82	except Exception:
LOW	ultralytics/nn/backends/tensorrt.py	66	except Exception as e:
LOW	ultralytics/solutions/security_alarm.py	112	except Exception as e:
LOW	ultralytics/solutions/similarity_search.py	113	except Exception as e:
LOW	ultralytics/utils/autobatch.py	127	except Exception as e:
LOW	ultralytics/utils/events.py	22	except Exception:
LOW	ultralytics/utils/checks.py	112	except Exception as e:
LOW	ultralytics/utils/checks.py	295	except Exception:
LOW	ultralytics/utils/checks.py	316	except Exception:
LOW	ultralytics/utils/checks.py	385	except Exception:
LOW	ultralytics/utils/checks.py	509	except Exception as e:
LOW	ultralytics/utils/checks.py	747	except Exception as e:
LOW	ultralytics/utils/checks.py	941	except Exception:
LOW	ultralytics/utils/checks.py	1040	except Exception: # broad clause to capture all Intel GPU exception types
LOW	ultralytics/utils/plotting.py	219	except Exception:
LOW	ultralytics/utils/plotting.py	873	except Exception:
LOW	ultralytics/utils/plotting.py	941	except Exception as e:
LOW	ultralytics/utils/cpu.py	57	except Exception:
LOW	ultralytics/utils/cpu.py	63	except Exception:
LOW	ultralytics/utils/__init__.py	632	except Exception as e:
LOW	ultralytics/utils/__init__.py	637	except Exception:
LOW	ultralytics/utils/__init__.py	770	except Exception:
LOW	ultralytics/utils/__init__.py	799	except Exception:
LOW	ultralytics/utils/__init__.py	1115	except Exception as e:
LOW	ultralytics/utils/__init__.py	1271	except Exception as e:
LOW	ultralytics/utils/__init__.py	1280	except Exception as e:
LOW	ultralytics/utils/__init__.py	211	except Exception:
LOW	ultralytics/utils/logger.py	99	except Exception:
LOW	ultralytics/utils/logger.py	120	except Exception:
LOW	ultralytics/utils/logger.py	232	except Exception:
LOW	ultralytics/utils/logger.py	251	except Exception as e:
LOW	ultralytics/utils/logger.py	345	except Exception as e:
LOW	ultralytics/utils/logger.py	467	except Exception:
LOW	ultralytics/utils/tqdm.py	287	except Exception:
LOW	ultralytics/utils/tqdm.py	333	except Exception:
LOW	ultralytics/utils/tqdm.py	360	except Exception:
LOW	ultralytics/utils/tqdm.py	374	except Exception:
LOW	ultralytics/utils/tqdm.py	384	except Exception:
LOW	ultralytics/utils/downloads.py	71	except Exception:
LOW	ultralytics/utils/downloads.py	381	except Exception as e:
80 more matches not shown…

Deep Nesting118 hits · 112 pts

Severity	File	Line
LOW	tests/test_solutions.py	179
LOW	docs/build_docs.py	85
LOW	docs/build_docs.py	188
LOW	docs/build_docs.py	343
LOW	docs/build_docs.py	585
LOW	docs/build_reference.py	625
LOW	examples/YOLOv8-Region-Counter/yolov8_region_counter.py	42
LOW	examples/YOLOv8-Region-Counter/yolov8_region_counter.py	87
LOW	…es/YOLO-Interactive-Tracking-UI/interactive_tracker.py	71
LOW	…es/YOLO-Interactive-Tracking-UI/interactive_tracker.py	115
LOW	…amples/YOLOv8-Action-Recognition/action_recognition.py	314
LOW	ultralytics/nn/tasks.py	1493
LOW	ultralytics/nn/tasks.py	1639
LOW	ultralytics/nn/tasks.py	1874
LOW	ultralytics/nn/tasks.py	226
LOW	ultralytics/nn/tasks.py	760
LOW	ultralytics/nn/tasks.py	999
LOW	ultralytics/nn/autobackend.py	319
LOW	ultralytics/nn/backends/onnx.py	37
LOW	ultralytics/nn/backends/tensorflow.py	39
LOW	ultralytics/nn/backends/tensorflow.py	124
LOW	ultralytics/nn/backends/tensorrt.py	25
LOW	ultralytics/nn/modules/conv.py	447
LOW	ultralytics/solutions/distance_calculation.py	44
LOW	ultralytics/solutions/distance_calculation.py	69
LOW	ultralytics/solutions/object_counter.py	54
LOW	ultralytics/solutions/ai_gym.py	49
LOW	ultralytics/solutions/streamlit_inference.py	126
LOW	ultralytics/solutions/analytics.py	138
LOW	ultralytics/solutions/speed_estimation.py	61
LOW	ultralytics/optim/muon.py	180
LOW	ultralytics/utils/metrics.py	105
LOW	ultralytics/utils/metrics.py	537
LOW	ultralytics/utils/files.py	57
LOW	ultralytics/utils/checks.py	192
LOW	ultralytics/utils/checks.py	407
LOW	ultralytics/utils/checks.py	595
LOW	ultralytics/utils/checks.py	637
LOW	ultralytics/utils/checks.py	1005
LOW	ultralytics/utils/plotting.py	698
LOW	ultralytics/utils/plotting.py	896
LOW	ultralytics/utils/plotting.py	189
LOW	ultralytics/utils/plotting.py	434
LOW	ultralytics/utils/cpu.py	32
LOW	ultralytics/utils/__init__.py	421
LOW	ultralytics/utils/__init__.py	910
LOW	ultralytics/utils/logger.py	127
LOW	ultralytics/utils/downloads.py	286
LOW	ultralytics/utils/downloads.py	462
LOW	ultralytics/utils/ops.py	622
LOW	ultralytics/utils/loss.py	494
LOW	ultralytics/utils/tuner.py	118
LOW	ultralytics/utils/benchmarks.py	69
LOW	ultralytics/utils/benchmarks.py	294
LOW	ultralytics/utils/benchmarks.py	604
LOW	ultralytics/utils/torch_utils.py	343
LOW	ultralytics/utils/torch_utils.py	504
LOW	ultralytics/utils/torch_utils.py	813
LOW	ultralytics/utils/torch_utils.py	949
LOW	ultralytics/utils/callbacks/platform.py	46
58 more matches not shown…

Hyper-Verbose Identifiers115 hits · 107 pts

Severity	File	Line	Snippet
LOW	tests/test_solutions.py	207	def test_left_click_selection():
LOW	tests/test_solutions.py	234	def test_analytics_graph_not_supported():
LOW	tests/test_solutions.py	252	def test_config_update_method_with_invalid_argument():
LOW	tests/test_solutions.py	270	def test_streamlit_handle_video_upload_creates_file(tmp_path):
LOW	tests/test_solutions.py	303	def test_similarity_search_app_init():
LOW	tests/test_solutions.py	312	def test_similarity_search_complete(tmp_path):
LOW	tests/test_solutions.py	326	def test_distance_calculation_process_method():
LOW	tests/test_solutions.py	351	def test_display_output_method():
LOW	tests/test_engine.py	180	def test_train_reuses_loaded_checkpoint_model(monkeypatch, kwargs, uses_weights):
LOW	tests/test_engine.py	223	def test_setup_model_respects_pretrained_arg_for_pt_models(monkeypatch, pretrained, uses_weights):
LOW	tests/conftest.py	34	def pytest_collection_modifyitems(config, items):
LOW	tests/test_exports.py	122	def test_export_openvino_matrix(task, dynamic, int8, half, batch, nms, end2end):
LOW	tests/test_exports.py	184	def test_export_torchscript_matrix(task, dynamic, int8, half, batch, nms, end2end):
LOW	tests/test_exports.py	215	def test_export_coreml_matrix(task, dynamic, int8, half, nms, batch, end2end):
LOW	tests/test_exports.py	256	def test_export_tflite_matrix(task, dynamic, int8, half, batch, nms, end2end):
LOW	tests/test_exports.py	290	def test_export_coreml_rtdetr():
LOW	tests/test_exports.py	407	def test_export_executorch_matrix(task):
LOW	tests/test_python.py	96	def test_predict_csv_multi_row(tmp_path):
LOW	tests/test_python.py	108	def test_predict_csv_single_row(tmp_path):
LOW	tests/test_python.py	176	def test_predict_all_image_formats():
LOW	tests/test_python.py	298	def test_predict_callback_and_setup():
LOW	tests/test_python.py	402	def test_safe_download_unzips_local_path_archive(tmp_path):
LOW	tests/test_python.py	423	def test_safe_download_skips_unsafe_archive_members(tmp_path):
LOW	tests/test_python.py	436	def test_safe_download_skips_unsafe_tar_members(tmp_path):
LOW	tests/test_python.py	630	def test_utils_patches_torch_save(tmp_path):
LOW	tests/test_python.py	705	def test_classify_transforms_train(image, auto_augment, erasing, force_color_jitter):
LOW	tests/test_python.py	926	def test_semantic_polygon_data():
LOW	tests/test_integrations.py	43	def test_mlflow_keep_run_active():
LOW	tests/test_cuda.py	92	def test_export_engine_matrix(task, dynamic, int8, half, batch):
LOW	tests/test_cuda.py	136	def test_predict_multiple_devices():
LOW	docs/build_docs.py	343	def remove_comments_and_empty_lines(content: str, file_type: str) -> str:
LOW	docs/build_reference.py	125	def extract_classes_and_functions(filepath: Path) -> tuple[list[str], list[str]]:
LOW	docs/build_reference.py	133	def create_placeholder_markdown(py_filepath: Path, module_path: str, classes: list[str], functions: list[str]) -> Path:
LOW	docs/build_reference.py	208	def collect_signature_parameters(args: ast.arguments, src: str, *, skip_self: bool = True) -> list[ParameterDoc]:
LOW	docs/build_reference.py	528	def _get_definition_signature(node: ast.AST, src: str) -> str:
LOW	docs/build_reference.py	1156	def build_reference_placeholders(update_nav: bool = True) -> list[str]:
LOW	docs/en/guides/nvidia-dali.md	128	def yolo_dali_pipeline_centered(image_dir, target_size=640):
LOW	…amples/YOLOv8-Action-Recognition/action_recognition.py	95	def preprocess_crops_for_video_cls(
LOW	…amples/YOLOv8-Action-Recognition/action_recognition.py	207	def preprocess_crops_for_video_cls(
LOW	ultralytics/nn/modules/utils.py	101	def multi_scale_deformable_attn_pytorch(
LOW	ultralytics/nn/modules/conv.py	420	def get_equivalent_kernel_bias(self):
LOW	ultralytics/solutions/solutions.py	438	def _estimate_pose_angle_cached(a: tuple[float, float], b: tuple[float, float], c: tuple[float, float]) -> float:
LOW	ultralytics/solutions/solutions.py	537	def plot_angle_and_count_and_stage(
LOW	ultralytics/utils/checks.py	279	def check_latest_pypi_version(package_name="ultralytics"):
LOW	ultralytics/utils/checks.py	299	def check_pip_update_available():
LOW	ultralytics/utils/checks.py	521	def check_executorch_requirements():
LOW	ultralytics/utils/checks.py	622	def check_model_file_from_stem(model: str = "yolo11n") -> str \| Path:
LOW	ultralytics/utils/tqdm.py	13	def is_noninteractive_console() -> bool:
LOW	ultralytics/utils/downloads.py	247	def get_google_drive_file_info(link: str) -> tuple[str, str \| None]:
LOW	ultralytics/utils/loss.py	398	def get_assigned_targets_and_loss(self, preds: dict[str, torch.Tensor], batch: dict[str, Any]) -> tuple:
LOW	ultralytics/utils/loss.py	578	def calculate_segmentation_loss(
LOW	ultralytics/utils/tuner.py	72	def _validate_ax_search_space(space):
LOW	ultralytics/utils/tuner.py	118	def _convert_bohb_search_space(space):
LOW	ultralytics/utils/tuner.py	215	def _convert_zoopt_search_space(space):
LOW	ultralytics/utils/torch_utils.py	471	def get_flops_with_torch_profiler(model, imgsz=640):
LOW	ultralytics/utils/torch_utils.py	64	def torch_distributed_zero_first(local_rank: int):
LOW	ultralytics/utils/callbacks/comet.py	64	def _get_eval_batch_logging_interval() -> int:
LOW	ultralytics/utils/callbacks/comet.py	69	def _get_max_image_predictions_to_log() -> int:
LOW	ultralytics/utils/callbacks/comet.py	80	def _should_log_confusion_matrix() -> bool:
LOW	ultralytics/utils/callbacks/comet.py	85	def _should_log_image_predictions() -> bool:
55 more matches not shown…

Self-Referential Comments31 hits · 76 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_cli.py	87	# Create a FastSAM model
MEDIUM	examples/YOLOv8-ONNXRuntime/main.py	107	# Create the label text with class name and score
MEDIUM	examples/YOLOv8-ONNXRuntime/main.py	260	# Create an argument parser to handle command-line arguments
MEDIUM	examples/YOLOv8-ONNXRuntime/main.py	271	# Create an instance of the YOLOv8 class with the specified arguments
MEDIUM	examples/RTDETR-ONNXRuntime-Python/main.py	139	# Create the label text with class name and score
MEDIUM	examples/RTDETR-ONNXRuntime-Python/main.py	292	# Create the detector instance with specified parameters
MEDIUM	ultralytics/solutions/heatmap.py	62	# Create a meshgrid with region of interest (ROI) for vectorized distance calculations
MEDIUM	ultralytics/solutions/heatmap.py	68	# Create a mask of points within the radius
MEDIUM	ultralytics/solutions/security_alarm.py	94	# Create the email
MEDIUM	ultralytics/solutions/trackzone.py	69	if self.mask is None: # Create a mask for the region
MEDIUM	ultralytics/solutions/similarity_search.py	123	self.index = self.faiss.IndexFlatIP(vectors.shape[1]) # Create a new FAISS index using inner product
MEDIUM	ultralytics/solutions/streamlit_inference.py	219	self.sidebar() # Create the sidebar
MEDIUM	ultralytics/solutions/streamlit_inference.py	272	# Create an instance of the Inference class and run inference
MEDIUM	ultralytics/solutions/analytics.py	223	# Create the legend using labels from the bars
MEDIUM	ultralytics/utils/files.py	79	# Create a temporary directory and construct the new path
MEDIUM	ultralytics/utils/loss.py	725	# Create a tensor to hold batched keypoints
MEDIUM	ultralytics/utils/patches.py	124	>>> img = np.zeros((100, 100, 3), dtype=np.uint8) # Create a black image
MEDIUM	ultralytics/utils/patches.py	149	>>> img = np.zeros((300, 300, 3), dtype=np.uint8) # Create a black image
MEDIUM	ultralytics/utils/tuner.py	458	# Define the trainable function with allocated resources
MEDIUM	ultralytics/utils/tuner.py	461	# Define the scheduler for hyperparameter search
MEDIUM	ultralytics/utils/tuner.py	480	# Create the Ray Tune hyperparameter search tuner
MEDIUM	ultralytics/models/sam/amg.py	211	>>> mask[40:60, 40:60] = True # Create a square
MEDIUM	ultralytics/models/sam/amg.py	212	>>> mask[45:55, 45:55] = False # Create a hole
MEDIUM	ultralytics/models/sam/predict.py	1908	# Initialize the object index set and mappings
MEDIUM	ultralytics/models/sam/build_sam3.py	239	# Create the SAM3SemanticModel model
MEDIUM	ultralytics/models/sam/sam3/vitdet.py	315	"""This module implements Vision Transformer (ViT) backbone in :paper:`vitdet`. "Exploring Plain Vision Transformer
MEDIUM	ultralytics/models/utils/ops.py	157	# This function is for future RT-DETR Segment models
MEDIUM	ultralytics/models/utils/loss.py	155	# This function is for future RT-DETR Segment models
MEDIUM	ultralytics/models/utils/loss.py	176	# This function is for future RT-DETR Segment models
MEDIUM	ultralytics/data/converter.py	402	# Create a binary mask for the current class and find contours
MEDIUM	ultralytics/data/utils.py	342	rect = plt.Rectangle((x, y), w, h, linewidth=2, edgecolor=color, facecolor="none") # Create a rectangle

Redundant / Tautological Comments47 hits · 62 pts

Severity	File	Line	Snippet
LOW	docs/build_docs.py	238	# Check if parent is a span with class="normal"
LOW	docs/build_docs.py	664	# Print results and auto-serve on macOS
LOW	docs/build_reference.py	419	# Check if text contains Markdown structures that need line preservation
LOW	docs/build_reference.py	1112	# Check if the document paths are the same (ignoring structure or formatting differences)
LOW	examples/YOLOv8-SAHI-Inference-Video/yolov8_sahi.py	110	# Display results if requested
LOW	examples/YOLOv8-Region-Counter/yolov8_region_counter.py	177	# Check if detection inside region
LOW	examples/YOLOv8-ONNXRuntime/main.py	277	# Display the output image in a window
LOW	…es/YOLO-Interactive-Tracking-UI/interactive_tracker.py	17	save_video = False # Set True to save output video
LOW	examples/RTDETR-ONNXRuntime-Python/main.py	25	# Check if the local path already exists
LOW	.github/workflows/merge-main-into-prs.yml	66	# Check if PR is behind the default branch
LOW	.github/workflows/conda-check-prs.yml	68	# Print results to action log
LOW	ultralytics/nn/autobackend.py	190	# Check if format supports FP16
LOW	ultralytics/nn/backends/onnx.py	84	# Check if dynamic shapes
LOW	ultralytics/solutions/heatmap.py	46	if self.region is not None: # Check if user provided the region coordinates
LOW	ultralytics/solutions/heatmap.py	116	self.display_output(plot_im) # Display output with base class function
LOW	ultralytics/solutions/object_blurrer.py	86	self.display_output(plot_im) # Display the output using the base class function
LOW	ultralytics/solutions/security_alarm.py	148	self.display_output(plot_im) # Display output with base class function
LOW	ultralytics/solutions/distance_calculation.py	118	self.display_output(plot_im) # Display output with base class function
LOW	ultralytics/solutions/trackzone.py	85	self.display_output(plot_im) # Display output with base class function
LOW	ultralytics/solutions/object_counter.py	181	self.display_output(plot_im) # Display output with base class function
LOW	ultralytics/solutions/similarity_search.py	93	# Check if the FAISS index and corresponding image paths already exist
LOW	ultralytics/solutions/queue_management.py	90	self.display_output(plot_im) # Display output with base class function
LOW	ultralytics/solutions/parking_management.py	53	try: # Check if tkinter is installed
LOW	ultralytics/solutions/parking_management.py	272	self.display_output(plot_im) # Display output with base class function
LOW	ultralytics/solutions/ai_gym.py	99	self.display_output(plot_im) # Display output image, if environment support display
LOW	ultralytics/solutions/streamlit_inference.py	269	# Check if a model name is provided as a command-line argument
LOW	ultralytics/solutions/analytics.py	225	bar.set_label(label) # Assign label to each bar
LOW	ultralytics/solutions/speed_estimation.py	111	self.display_output(plot_im) # Display output with base class function
LOW	ultralytics/utils/metrics.py	423	if gt_cls.shape[0] == 0: # Check if labels is empty
LOW	ultralytics/utils/checks.py	380	# Check if package is installed (look for "ii" status)
LOW	ultralytics/utils/__init__.py	625	# Read file content
LOW	ultralytics/utils/__init__.py	1389	if not self.file.exists() or not self: # Check if file doesn't exist or is empty
LOW	ultralytics/utils/downloads.py	190	# Check if destination directory already exists and contains files
LOW	ultralytics/utils/downloads.py	371	# Check if download is complete (only if we have expected_size)
LOW	ultralytics/utils/benchmarks.py	231	# Print results
LOW	ultralytics/utils/callbacks/wb.py	174	# Check if we actually have plots to save
LOW	ultralytics/utils/export/imx.py	294	# Check if the model has the expected number of layers
LOW	ultralytics/utils/export/engine.py	284	# Write file
LOW	ultralytics/models/sam/amg.py	169	# Check if boxes has a channel dimension
LOW	ultralytics/models/sam/amg.py	179	# Check if points has a channel dimension
LOW	ultralytics/models/yolo/detect/val.py	285	# Print results per class
LOW	ultralytics/data/converter.py	861	# Check if this is a classification dataset
LOW	ultralytics/data/converter.py	906	# Check if dataset already exists (enables image reuse across split changes)
LOW	ultralytics/data/dataset.py	194	# Check if the dataset is all boxes or all segments
LOW	ultralytics/engine/predictor.py	304	# Check if save_dir/ label file exists
LOW	ultralytics/engine/model.py	122	# Check if Ultralytics HUB model from https://hub.ultralytics.com
LOW	ultralytics/engine/model.py	133	# Check if Triton Server model

Over-Commented Block30 hits · 29 pts

Severity	File	Line	Snippet
LOW	mkdocs.yml	901	# Plugins --------------------------------------------------------------------------------------------------------------
LOW	pyproject.toml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	docs/en/models/yolo-world.md	341
LOW	docs/en/models/yoloe.md	561	val=dict(yolo_data=["lvis.yaml"]),
LOW	docs/en/yolov5/tutorials/hyperparameter_evolution.md	101
LOW	examples/YOLOv8-CPP-Inference/inference.h	1	// Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	examples/YOLOv8-MNN-CPP/main_interpreter.cpp	1	// Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	examples/YOLOv8-MNN-CPP/main.cpp	1	// Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	examples/YOLOv8-LibTorch-CPP-Inference/CMakeLists.txt	21
LOW	examples/YOLO11-Triton-CPP/main.cpp	1	// Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	examples/YOLOv8-ONNXRuntime-CPP/inference.h	1	// Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	.github/workflows/mirror.yml	41	# git remote add gitcode https://ultralytics:${{ secrets.GITCODE_TOKEN }}@gitcode.net/ultralytics/ultralytics.
LOW	.github/workflows/docs.yml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/models/sam/predict.py	1501	# we fall back and look up its previous output in "output_dict_per_obj".
LOW	ultralytics/models/sam/predict.py	2821	# the returned `tracker_low_res_masks_global` contains the concatenated masklet predictions
LOW	ultralytics/models/utils/ops.py	161	# sample_points = torch.rand([bs, 1, self.num_sample_points, 2])
LOW	ultralytics/models/utils/loss.py	161	# loss = {}
LOW	ultralytics/cfg/datasets/dota8-multispectral.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/hand-keypoints.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/medical-pills.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/cityscapes8.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/xView.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/dog-pose.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/tiger-pose.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/ImageNet.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/signature.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/coco8-multispectral.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/cityscapes.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/ade20k.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
LOW	ultralytics/cfg/datasets/TT100K.yaml	1	# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license

Verbosity Indicators25 hits · 23 pts

Severity	File	Line	Snippet
LOW	ultralytics/models/sam/predict.py	1696	# Step 0: clear the input on those frames where this object id has point or mask input
LOW	ultralytics/models/sam/predict.py	1705	# Step 1: Update the object id mapping (note that it must be done after Step 0,
LOW	ultralytics/models/sam/predict.py	1719	# Step 2: For per-object tensor storage, we shift their obj_idx in the dict keys.
LOW	ultralytics/models/sam/predict.py	1735	# Step 3: For packed tensor storage, we index the remaining ids and rebuild the per-object slices.
LOW	ultralytics/models/sam/predict.py	2811	# Step 1: run backbone and detector in a distributed manner -- this is done via Sam3ImageOnVideoMultiGPU,
LOW	ultralytics/models/sam/predict.py	2820	# Step 2: each GPU propagates its local SAM2 states to get the SAM2 prediction masks.
LOW	ultralytics/models/sam/predict.py	2834	# Step 3: based on detection outputs and the propagated SAM2 prediction masks, we make plans
LOW	ultralytics/models/sam/predict.py	2854	# Step 4: based on `tracker_update_plan`, each GPU executes the update w.r.t. its local SAM2 inference states
LOW	ultralytics/models/sam/predict.py	2863	# Step 5: finally, build the outputs for this frame (it only needs to be done on GPU 0 since
LOW	ultralytics/models/sam/predict.py	2967	# Step 1: propagate the local SAM2 states to get the current frame's prediction
LOW	ultralytics/models/sam/predict.py	2979	# Step 2: all-gather `low_res_masks_local` into `low_res_masks_global`
LOW	ultralytics/models/sam/predict.py	3052	# Step 1: make the update plan and resolve heuristics on GPU 0
LOW	ultralytics/models/sam/predict.py	3183	# Step 4: Run SAM2 memory encoder on the current frame's prediction masks
LOW	ultralytics/models/sam/predict.py	3201	# Step 4: update the SAM2 metadata based on the update plan
LOW	ultralytics/models/sam/predict.py	3326	# Step 1: add new objects from the detector to SAM2 inference states
LOW	ultralytics/models/sam/predict.py	3339	# Step 2: remove from SAM2 inference states those objects removed by heuristics
LOW	ultralytics/models/sam/predict.py	3637	# Step 1: log the frame index where each object ID first appears
LOW	ultralytics/models/sam/predict.py	3661	# Step 2: removed tracks that has not matched with detections for `hotstart_unmatch_thresh` frames with hotstart
LOW	ultralytics/models/sam/predict.py	3689	# Step 3: removed tracks that overlaps with another track for `hotstart_dup_thresh` frames
LOW	ultralytics/models/sam/modules/sam.py	651	# Step 1: condition the visual features of the current frame on previous memories
LOW	ultralytics/models/sam/modules/sam.py	778	# Step 2: Concatenate the memories and forward through the transformer encoder
LOW	ultralytics/trackers/byte_tracker.py	312	# Step 2: First association, with high score detection boxes
LOW	ultralytics/trackers/byte_tracker.py	337	# Step 3: Second association, with low score detection boxes association the untrack to the low score detections
LOW	ultralytics/trackers/byte_tracker.py	370	# Step 4: Init new stracks
LOW	ultralytics/trackers/byte_tracker.py	377	# Step 5: Update state

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet
CRITICAL	ultralytics/utils/export/coreml.py	150	pipeline.spec.description.metadata.userDefined.update(

AI Slop Vocabulary5 hits · 9 pts

Severity	File	Line	Snippet
MEDIUM	pyproject.toml	19	# For comprehensive documentation and usage instructions, visit: https://docs.ultralytics.com
MEDIUM	tests/test_python.py	495	# Test smart_value() with comprehensive cases
MEDIUM	ultralytics/utils/__init__.py	613	"""Load YAML file to Python object with robust error handling.
MEDIUM	ultralytics/utils/autodevice.py	13	"""Manages NVIDIA GPU information via pynvml with robust error handling.
MEDIUM	ultralytics/utils/callbacks/platform.py	271	"""Collect comprehensive environment info using existing ultralytics utilities."""

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet
MEDIUM	ultralytics/models/sam/modules/tiny_encoder.py	3	# --------------------------------------------------------
MEDIUM	ultralytics/models/sam/modules/tiny_encoder.py	10	# --------------------------------------------------------

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet
LOW	docs/en/platform/api/index.md	1571	"name": "Jane Doe",
LOW	docs/en/platform/api/index.md	1573	"line1": "123 Main St",
LOW	docs/en/platform/api/index.md	1804	"email": "user@example.com",

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet
HIGH	ultralytics/engine/exporter.py	61	$ cd .. && git clone https://github.com/zldrobit/tfjs-yolov5-example.git && cd tfjs-yolov5-example

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet
LOW	ultralytics/hub/google/__init__.py	171	# Usage example

Overly Generic Function Names2 hits · 0 pts

Severity	File	Line	Snippet
LOW	ultralytics/utils/__init__.py	512	... def my_function():
LOW	ultralytics/utils/__init__.py	1140	... def process_data(data):

Score History

Severity Breakdown

Pattern Findings