CVHub520/X-AnyLabeling

9.5

Adjusted Score

9.5

Raw Score

100%

Time Factor

2026-07-13

Last Push

9.8K

Stars

Python

Language

350.1K

Lines of Code

797

Files

2.8K

Pattern Hits

2026-07-14

Scan Date

0.19

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 2HIGH 152MEDIUM 181LOW 2444

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 2779 distinct pattern matches across 19 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 Identifiers756 hits · 656 pts

Severity	File	Line	Snippet	Context
LOW	…ckaging/pyinstaller/runtime_hooks/ort_dll_bootstrap.py	7	def configure_ort_dll_search_path():	CODE
LOW	tools/label_drawer.py	227	def draw_rectangle_from_custom(	CODE
LOW	tools/label_drawer.py	368	def draw_rotation_from_custom(	CODE
LOW	tools/onnx_exporter/export_grounding_dino_onnx.py	393	def generate_masks_with_special_tokens_and_transfer_map(	CODE
LOW	tests/test_auto_labeling/test_layout.py	44	def test_model_selection_uses_horizontal_scroll_area(self):	CODE
LOW	tests/test_auto_labeling/test_layout.py	113	def test_default_hidden_controls_do_not_stretch_buttons(self):	CODE
LOW	tests/test_auto_labeling/test_layout.py	171	def test_initial_show_reflows_model_selection_row(self):	CODE
LOW	tests/test_auto_labeling/test_layout.py	211	def test_model_dropdown_search_matches_display_names(self):	CODE
LOW	tests/test_models/test_model_download.py	25	def test_download_with_retry_keeps_tls_certificate_verification(	CODE
LOW	tests/test_models/test_ppocr_v6.py	6	def test_rec_char_dict_path_uses_inference_yml_character_dict(tmp_path):	CODE
LOW	tests/test_models/test_ppocr_v6.py	32	def test_rec_char_dict_path_uses_packaged_config_value():	CODE
LOW	tests/test_models/test_ppocr_v6.py	48	def test_parse_det_db_params_reads_official_inference_yml(tmp_path):	CODE
LOW	tests/test_models/test_ppocr_v6.py	74	def test_parse_det_db_params_falls_back_to_config_values():	CODE
LOW	tests/test_models/test_scrfd.py	11	def test_scrfd_distance_decoders():	CODE
LOW	tests/test_models/test_scrfd.py	37	def test_scrfd_builtin_config_is_available():	CODE
LOW	tests/test_models/test_scrfd.py	61	def test_scrfd_provider_icon_is_compiled_into_qt_resources():	CODE
LOW	tests/test_models/test_model_check.py	57	def test_check_nonexistent_file(self):	CODE
LOW	tests/test_models/test_ppocr_v4.py	6	def test_rec_char_dict_path_uses_existing_relative_path(tmp_path, monkeypatch):	CODE
LOW	tests/test_models/test_ppocr_v4.py	16	def test_rec_char_dict_path_uses_config_relative_path(tmp_path, monkeypatch):	CODE
LOW	tests/test_models/test_ppocr_v4.py	34	def test_rec_char_dict_path_keeps_lang_default():	CODE
LOW⚡	tests/test_utils/test_file_search.py	53	def test_index_search_out_of_range(self):	CODE
LOW⚡	tests/test_utils/test_file_search.py	60	def test_invalid_index_falls_back_to_text_search(self):	CODE
LOW⚡	tests/test_utils/test_file_search.py	66	def test_attribute_search_modes(self):	CODE
LOW	tests/test_utils/test_file_search.py	116	def test_checked_status_search_modes(self):	CODE
LOW	tests/test_utils/test_label_converter.py	28	def test_missing_has_visible_defaults_to_true(self):	CODE
LOW	tests/test_utils/test_label_converter.py	38	def test_explicit_has_visible_false_is_respected(self):	CODE
LOW	tests/test_utils/test_label_converter.py	50	def test_missing_classes_raises_value_error(self):	CODE
LOW	tests/test_utils/test_label_converter.py	90	def test_dota_skips_rotation_shape_with_any_out_of_bounds_point(self):	CODE
LOW	tests/test_utils/test_label_converter.py	101	def test_yolo_obb_skips_rotation_shape_with_any_out_of_bounds_point(self):	CODE
LOW	tests/test_utils/test_visualization.py	8	def test_qimage_to_bgr_array_drops_alpha_and_preserves_channels():	CODE
LOW	tests/test_utils/test_image.py	15	def test_supported_image_extensions_include_heif_variants(self):	CODE
LOW	tests/test_utils/test_image.py	21	def test_img_data_to_qimage_falls_back_to_pil(self):	CODE
LOW	tests/test_utils/test_image.py	38	def test_img_data_to_qimage_skips_pil_for_non_heif(self):	CODE
LOW	tests/test_utils/test_qt.py	31	def test_nearest_edge_handles_line_shapes_without_numpy_warning(self):	CODE
LOW⚡	tests/test_utils/test_general.py	16	def test_rectangle_with_square_shape(self):	CODE
LOW⚡	tests/test_utils/test_general.py	20	def test_rectangle_with_diagonal_points(self):	CODE
LOW⚡	tests/test_utils/test_general.py	24	def test_lese_than_four_points(self):	CODE
LOW⚡	tests/test_utils/test_general.py	28	def test_more_than_four_points(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	52	def test_formula_labels_route_to_latex_editor(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	70	def test_normalized_latex_source_supports_parenthesis_delimiters(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	76	def test_sanitize_latex_preview_source_preserves_arrow_commands(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	92	def test_render_latex_preview_pixmap_supports_single_and_multiline(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	173	def test_latex_preview_pixmap_has_transparent_dark_background(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	196	def test_inline_formula_cache_tracks_theme_text_color(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	215	def test_configure_latex_preview_rcparams_uses_custom_font_for_cjk(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	228	def test_render_latex_preview_pixmap_reports_multiline_error_line(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	232	def test_latex_editor_disables_save_when_preview_is_invalid(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	255	def test_latex_editor_preview_expands_without_vertical_scrollbar(self):	CODE
LOW	tests/test_ppocr/test_latex_editor.py	279	def test_formula_block_card_renders_formula_pixmap_instead_of_raw_text(	CODE
LOW	tests/test_ppocr/test_table_editor.py	56	def test_table_editor_parses_html_table_with_rowspan(self):	CODE
LOW	tests/test_ppocr/test_table_editor.py	73	def test_table_editor_supports_undo_and_redo_for_cell_change(self):	CODE
LOW	tests/test_ppocr/test_table_editor.py	94	def test_table_card_renders_html_table_in_initial_state(self):	CODE
LOW	tests/test_ppocr/test_table_editor.py	116	def test_html_table_content_uses_table_editor_even_if_label_is_text(self):	CODE
LOW	tests/test_ppocr/test_result_action_icons.py	36	def test_result_action_icons_share_theme_color(self):	CODE
LOW	tests/test_ppocr/test_pipeline_task_mapping.py	41	def test_ppocr_pipeline_capability_detection(self):	CODE
LOW	tests/test_ppocr/test_pipeline_task_mapping.py	64	def test_collect_pipeline_models_uses_display_name_fallback(self):	CODE
LOW	tests/test_ppocr/test_pipeline_task_mapping.py	92	def test_extract_prediction_page_supports_single_page_payload(self):	CODE
LOW	tests/test_ppocr/test_pipeline_task_mapping.py	97	def test_extract_prediction_page_supports_layout_results_payload(self):	CODE
LOW	tests/test_ppocr/test_pipeline_task_mapping.py	109	def test_extract_prediction_page_rejects_invalid_payload(self):	CODE
LOW	tests/test_ppocr/test_pipeline_task_mapping.py	116	def test_api_model_id_helpers_keep_legacy_id_compatible(self):	CODE
696 more matches not shown…

Cross-File Repetition122 hits · 610 pts

Severity	File	Line	Snippet	Context
HIGH	tools/onnx_exporter/export_yolov10_onnx.py	0	resize and pad image while meeting stride-multiple constraints returns: im (array): (height, width, 3) ratio (array): [w	STRING
HIGH	tools/onnx_exporter/export_yolov8_obb_onnx.py	0	resize and pad image while meeting stride-multiple constraints returns: im (array): (height, width, 3) ratio (array): [w	STRING
HIGH	anylabeling/services/auto_labeling/utils/general.py	0	resize and pad image while meeting stride-multiple constraints returns: im (array): (height, width, 3) ratio (array): [w	STRING
HIGH	tools/onnx_exporter/export_internimage_model_onnx.py	0	classification: pre-processes the input image before feeding it to the network. args: input_image (numpy.ndarray): the i	STRING
HIGH	anylabeling/services/auto_labeling/yolov5_resnet.py	0	classification: pre-processes the input image before feeding it to the network. args: input_image (numpy.ndarray): the i	STRING
HIGH	anylabeling/services/auto_labeling/internimage_cls.py	0	classification: pre-processes the input image before feeding it to the network. args: input_image (numpy.ndarray): the i	STRING
HIGH	tools/onnx_exporter/export_internimage_model_onnx.py	0	classification: post-processes the output of the network. args: outs (list): output predictions from the network. topk (	STRING
HIGH	anylabeling/services/auto_labeling/yolov5_resnet.py	0	classification: post-processes the output of the network. args: outs (list): output predictions from the network. topk (	STRING
HIGH	anylabeling/services/auto_labeling/yolov5_cls.py	0	classification: post-processes the output of the network. args: outs (list): output predictions from the network. topk (	STRING
HIGH	anylabeling/services/auto_labeling/internimage_cls.py	0	classification: post-processes the output of the network. args: outs (list): output predictions from the network. topk (	STRING
HIGH	anylabeling/views/labeling/chatbot/style.py	0	qpushbutton {{ border: none; background: transparent; }} qpushbutton:hover {{ background-color: {theme["background_hover	STRING
HIGH	anylabeling/views/labeling/classifier/style.py	0	qpushbutton {{ border: none; background: transparent; }} qpushbutton:hover {{ background-color: {theme["background_hover	STRING
HIGH	anylabeling/views/labeling/vqa/style.py	0	qpushbutton {{ border: none; background: transparent; }} qpushbutton:hover {{ background-color: {theme["background_hover	STRING
HIGH	anylabeling/services/auto_labeling/rtdetr.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/yolo11_sahi.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/grounding_dino.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/yolo26_sahi.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/yolo_nas.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/rfdetr.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/yolov5_obb.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/yolov8_sahi.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/yolox.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/damo_yolo.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/yolov5_sahi.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/florence2.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/dfine.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	…ylabeling/services/auto_labeling/grounding_dino_api.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/rtdetrv2.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	…ing/services/auto_labeling/segment_anything_2_video.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/remote_server.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/deimv2.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/clrnet.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/__base__/yolo.py	0	toggle the preservation of existing annotations based on the checkbox state.	STRING
HIGH	anylabeling/services/auto_labeling/rtdetr.py	0	pre-processes the input image before feeding it to the network. args: input_image (pil.image.image): the input image to	STRING
HIGH	anylabeling/services/auto_labeling/depth_anything.py	0	pre-processes the input image before feeding it to the network. args: input_image (pil.image.image): the input image to	STRING
HIGH	anylabeling/services/auto_labeling/depth_anything_v2.py	0	pre-processes the input image before feeding it to the network. args: input_image (pil.image.image): the input image to	STRING
HIGH	anylabeling/services/auto_labeling/rtdetrv2.py	0	pre-processes the input image before feeding it to the network. args: input_image (pil.image.image): the input image to	STRING
HIGH	anylabeling/services/auto_labeling/rfdetr.py	0	pre-processes the input image before feeding it to the network. args: input_image (pil.image.image): the input image to	STRING
HIGH	anylabeling/services/auto_labeling/yolo11_sahi.py	0	updates the active class filter from a list of class names.	STRING
HIGH	anylabeling/services/auto_labeling/yolo26_sahi.py	0	updates the active class filter from a list of class names.	STRING
HIGH	anylabeling/services/auto_labeling/yolov8_sahi.py	0	updates the active class filter from a list of class names.	STRING
HIGH	anylabeling/services/auto_labeling/yolov5_sahi.py	0	updates the active class filter from a list of class names.	STRING
HIGH	anylabeling/services/auto_labeling/sam_hq.py	0	compute the output size given input size and target long side length.	STRING
HIGH	anylabeling/services/auto_labeling/efficientvit_sam.py	0	compute the output size given input size and target long side length.	STRING
HIGH	anylabeling/services/auto_labeling/sam_onnx.py	0	compute the output size given input size and target long side length.	STRING
HIGH	anylabeling/services/auto_labeling/grounding_sam.py	0	compute the output size given input size and target long side length.	STRING
HIGH	anylabeling/services/auto_labeling/__base__/sam.py	0	compute the output size given input size and target long side length.	STRING
HIGH	anylabeling/services/auto_labeling/sam_hq.py	0	expects a numpy array of length 2 in the final dimension. requires the original image size in (h, w) format.	STRING
HIGH	anylabeling/services/auto_labeling/sam_onnx.py	0	expects a numpy array of length 2 in the final dimension. requires the original image size in (h, w) format.	STRING
HIGH	anylabeling/services/auto_labeling/grounding_sam.py	0	expects a numpy array of length 2 in the final dimension. requires the original image size in (h, w) format.	STRING
HIGH	anylabeling/services/auto_labeling/__base__/sam.py	0	expects a numpy array of length 2 in the final dimension. requires the original image size in (h, w) format.	STRING
HIGH	anylabeling/services/auto_labeling/sam_hq.py	0	transform the masks back to the original image size.	STRING
HIGH	anylabeling/services/auto_labeling/sam_onnx.py	0	transform the masks back to the original image size.	STRING
HIGH	anylabeling/services/auto_labeling/grounding_sam.py	0	transform the masks back to the original image size.	STRING
HIGH	anylabeling/services/auto_labeling/__base__/sam.py	0	transform the masks back to the original image size.	STRING
HIGH	anylabeling/services/auto_labeling/__base__/sam2.py	0	transform the masks back to the original image size.	STRING
HIGH	anylabeling/services/auto_labeling/sam_hq.py	0	calculate embedding and metadata for a single image.	STRING
HIGH	anylabeling/services/auto_labeling/geco.py	0	calculate embedding and metadata for a single image.	STRING
HIGH	anylabeling/services/auto_labeling/sam_med2d.py	0	calculate embedding and metadata for a single image.	STRING
HIGH	anylabeling/services/auto_labeling/sam_onnx.py	0	calculate embedding and metadata for a single image.	STRING
62 more matches not shown…

Excessive Try-Catch Wrapping495 hits · 472 pts

Severity	File	Line	Snippet	Context
LOW	tools/label_drawer.py	23	except Exception as e:	CODE
MEDIUM	tools/label_drawer.py	24	print(f"Error occurred while installing Supervision: {e}")	CODE
LOW	tools/onnx_exporter/export_rfdetr_seg_onnx.py	275	except Exception as e:	CODE
LOW	tools/onnx_exporter/export_yolov10_onnx.py	257	except Exception as e:	CODE
MEDIUM	tools/onnx_exporter/export_yolov10_onnx.py	261	print(f"Error displaying image: {e}")	CODE
LOW	tools/onnx_exporter/export_rfdetr_onnx.py	262	except Exception as e:	CODE
LOW	tools/onnx_exporter/export_yolow_onnx.py	135	except Exception as e:	CODE
MEDIUM	tools/onnx_exporter/export_yolow_onnx.py	136	print(f"Error displaying image: {e}")	CODE
LOW	tools/onnx_exporter/export_dfine_onnx.py	246	except Exception as e:	CODE
MEDIUM	tools/onnx_exporter/export_dfine_onnx.py	250	print(f"Error displaying image: {e}")	CODE
LOW	tests/test_auto_labeling/test_layout.py	25	except Exception:	CODE
LOW	tests/test_models/test_model_check.py	12	except Exception as e:	CODE
MEDIUM	tests/test_models/test_model_check.py	7	def _check_onnx_model_worker(model_path):	CODE
LOW	tests/test_utils/test_qt.py	14	except Exception:	CODE
LOW	tests/test_ppocr/test_latex_editor.py	30	except Exception:	CODE
LOW	tests/test_ppocr/test_table_editor.py	18	except Exception:	CODE
LOW	tests/test_ppocr/test_result_action_icons.py	19	except Exception:	CODE
LOW	tests/test_ppocr/test_pipeline_task_mapping.py	28	except Exception:	CODE
LOW	tests/test_ppocr/test_recents_list_widget.py	18	except Exception:	CODE
LOW	tests/test_ppocr/test_preview_canvas.py	15	except Exception:	CODE
LOW	tests/test_settings/test_dialog_layout.py	16	except Exception:	CODE
LOW	tests/test_settings/test_schema.py	17	except Exception:	CODE
LOW	tests/test_settings/test_controller.py	14	except Exception:	CODE
LOW	tests/test_canvas/test_shape_lock.py	14	except Exception:	CODE
LOW	tests/test_canvas/test_cuboid_interaction.py	17	except Exception:	CODE
LOW	tests/test_canvas/test_vertex_eraser.py	13	except Exception:	CODE
LOW	tests/test_canvas/test_shape_selection.py	13	except Exception:	CODE
LOW	tests/test_canvas/test_rotation_handle.py	14	except Exception:	CODE
LOW	tests/test_canvas/test_brush_drawing.py	13	except Exception:	CODE
LOW	tests/test_canvas/test_brush_edit.py	14	except Exception:	CODE
LOW	tests/test_canvas/test_groups.py	13	except Exception:	CODE
LOW	tests/test_widgets/test_toolbar_layout.py	15	except Exception:	CODE
LOW	tests/test_widgets/test_canvas_adjustment.py	15	except Exception:	CODE
LOW	tests/test_widgets/test_brightness_contrast_dialog.py	17	except Exception:	CODE
LOW	tests/test_labeling/test_label_widget_attributes.py	16	except Exception:	CODE
LOW	tests/test_labeling/test_label_widget_metrics.py	11	except Exception:	CODE
LOW	tests/test_labeling/test_label_loop_review.py	10	except Exception:	CODE
LOW	tests/test_labeling/test_label_widget_brush_mode.py	12	except Exception:	CODE
LOW	tests/test_labeling/test_upload_shape_attributes.py	23	except Exception:	CODE
LOW	tests/test_labeling/test_label_widget_groups.py	14	except Exception:	CODE
LOW	docs/zh_cn/custom_model.md	330	except Exception as e: # noqa	CODE
LOW	docs/zh_cn/custom_model.md	407	except Exception as e: # noqa	CODE
LOW	docs/en/custom_model.md	328	except Exception as e: # noqa	CODE
LOW	docs/en/custom_model.md	404	except Exception as e: # noqa	CODE
LOW	anylabeling/config.py	137	except Exception: # noqa	CODE
MEDIUM	anylabeling/views/training/ultralytics_dialog.py	1259	def save_current_config(self):	CODE
MEDIUM	anylabeling/views/training/ultralytics_dialog.py	1706	def open_image_file(self, image_path):	CODE
MEDIUM	anylabeling/views/training/ultralytics_dialog.py	1801	def get_training_args(self, config):	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	189	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1087	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1175	except Exception:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1265	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1335	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1462	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1533	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1739	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1771	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1883	except Exception as e:	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1906	except Exception as e:	CODE
MEDIUM	anylabeling/views/labeling/label_widget.py	2609	print(f"Error restoring navigator state: {e}")	CODE
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Decorative Section Separators84 hits · 329 pts

Severity	File	Line	Snippet	Context
MEDIUM	anylabeling/views/labeling/video_classifier/exporter.py	65	# ----------------------------------------------------------------	COMMENT
MEDIUM	anylabeling/views/labeling/video_classifier/exporter.py	175	# ----------------------------------------------------------------	COMMENT
MEDIUM	…/views/labeling/widgets/auto_labeling/auto_labeling.py	215	# ===================================	COMMENT
MEDIUM	…/views/labeling/widgets/auto_labeling/auto_labeling.py	217	# ===================================	COMMENT
MEDIUM	…/views/labeling/widgets/auto_labeling/auto_labeling.py	415	# ===================================	STRING
MEDIUM	…/views/labeling/widgets/auto_labeling/auto_labeling.py	417	# ===================================	STRING
MEDIUM	anylabeling/services/auto_labeling/visualgd/__init__.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM	anylabeling/services/auto_labeling/visualgd/__init__.py	5	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…eling/services/auto_labeling/visualgd/util/slconfig.py	1	# ==========================================================	COMMENT
MEDIUM	…eling/services/auto_labeling/visualgd/util/slconfig.py	3	# ==========================================================	COMMENT
MEDIUM	…ylabeling/services/auto_labeling/visualgd/util/slio.py	1	# ==========================================================	COMMENT
MEDIUM	…ylabeling/services/auto_labeling/visualgd/util/slio.py	3	# ==========================================================	COMMENT
MEDIUM	…ylabeling/services/auto_labeling/visualgd/util/slio.py	18	# ===========================	COMMENT
MEDIUM	…ylabeling/services/auto_labeling/visualgd/util/slio.py	20	# ===========================	COMMENT
MEDIUM	…ylabeling/services/auto_labeling/visualgd/util/slio.py	101	# ===========================	COMMENT
MEDIUM	…ylabeling/services/auto_labeling/visualgd/util/slio.py	103	# ===========================	COMMENT
MEDIUM	…ling/services/auto_labeling/visualgd/util/inference.py	17	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ling/services/auto_labeling/visualgd/util/inference.py	19	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ling/services/auto_labeling/visualgd/util/inference.py	142	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ling/services/auto_labeling/visualgd/util/inference.py	144	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…/auto_labeling/visualgd/datasets/cocogrounding_eval.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…/auto_labeling/visualgd/datasets/cocogrounding_eval.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…/services/auto_labeling/visualgd/model/fuse_modules.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…/services/auto_labeling/visualgd/model/fuse_modules.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ervices/auto_labeling/visualgd/model/ms_deform_attn.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ervices/auto_labeling/visualgd/model/ms_deform_attn.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ervices/auto_labeling/visualgd/model/ms_deform_attn.py	10	# ------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ervices/auto_labeling/visualgd/model/ms_deform_attn.py	15	# ------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…services/auto_labeling/visualgd/model/groundingdino.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…services/auto_labeling/visualgd/model/groundingdino.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…services/auto_labeling/visualgd/model/groundingdino.py	10	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…services/auto_labeling/visualgd/model/groundingdino.py	13	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…services/auto_labeling/visualgd/model/groundingdino.py	16	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…eling/services/auto_labeling/visualgd/model/matcher.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…eling/services/auto_labeling/visualgd/model/matcher.py	5	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…eling/services/auto_labeling/visualgd/model/matcher.py	9	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…eling/services/auto_labeling/visualgd/model/matcher.py	12	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…eling/services/auto_labeling/visualgd/model/matcher.py	15	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…ng/services/auto_labeling/visualgd/model/bertwarper.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…ng/services/auto_labeling/visualgd/model/bertwarper.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ling/services/auto_labeling/visualgd/model/__init__.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ling/services/auto_labeling/visualgd/model/__init__.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ling/services/auto_labeling/visualgd/model/__init__.py	10	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ling/services/auto_labeling/visualgd/model/__init__.py	13	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…es/auto_labeling/visualgd/model/transformer_vanilla.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…es/auto_labeling/visualgd/model/transformer_vanilla.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…abeling/services/auto_labeling/visualgd/model/utils.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…abeling/services/auto_labeling/visualgd/model/utils.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…g/services/auto_labeling/visualgd/model/transformer.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…g/services/auto_labeling/visualgd/model/transformer.py	6	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…g/services/auto_labeling/visualgd/model/transformer.py	10	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…g/services/auto_labeling/visualgd/model/transformer.py	14	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…g/services/auto_labeling/visualgd/model/transformer.py	17	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ling/services/auto_labeling/visualgd/model/ops/test.py	1	# ------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ling/services/auto_labeling/visualgd/model/ops/test.py	5	# ------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ling/services/auto_labeling/visualgd/model/ops/test.py	7	# ------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ing/services/auto_labeling/visualgd/model/ops/setup.py	1	# ------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ing/services/auto_labeling/visualgd/model/ops/setup.py	5	# ------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ing/services/auto_labeling/visualgd/model/ops/setup.py	7	# ------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ng/visualgd/model/ops/functions/ms_deform_attn_func.py	1	# ------------------------------------------------------------------------------------------------	COMMENT
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Unused Imports357 hits · 320 pts

Severity	File	Line	Context
LOW	tools/onnx_exporter/export_internimage_model_onnx.py	2	CODE
LOW	tools/onnx_exporter/export_yolow_onnx.py	2	CODE
LOW	tests/test_auto_labeling/test_layout.py	10	CODE
LOW	tests/test_models/test_scrfd.py	8	CODE
LOW	tests/test_ppocr/test_result_action_icons.py	10	CODE
LOW	tests/test_widgets/test_toolbar_layout.py	9	CODE
LOW	tests/test_widgets/test_canvas_adjustment.py	9	CODE
LOW	tests/test_labeling/test_label_widget_metrics.py	60	CODE
LOW	anylabeling/__init__.py	1	CODE
LOW	anylabeling/__init__.py	1	CODE
LOW	anylabeling/__init__.py	1	CODE
LOW	anylabeling/__init__.py	3	CODE
LOW	anylabeling/__init__.py	4	CODE
LOW	anylabeling/__init__.py	4	CODE
LOW	anylabeling/__init__.py	4	CODE
LOW	anylabeling/app.py	271	CODE
LOW	anylabeling/views/training/__init__.py	3	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	36	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	37	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	38	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	49	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	55	CODE
LOW	…training/widgets/ultralytics_widgets/custom_widgets.py	21	CODE
LOW	…training/widgets/ultralytics_widgets/custom_widgets.py	21	CODE
LOW	…training/widgets/ultralytics_widgets/custom_widgets.py	23	CODE
LOW	…training/widgets/ultralytics_widgets/custom_widgets.py	24	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	1	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	…views/training/widgets/ultralytics_widgets/__init__.py	2	CODE
LOW	anylabeling/views/labeling/label_widget.py	39	CODE
LOW	anylabeling/views/labeling/label_widget.py	39	CODE
LOW	anylabeling/views/labeling/settings/controller.py	1	CODE
LOW	anylabeling/views/labeling/settings/editors.py	1	CODE
LOW	anylabeling/views/labeling/settings/dialog.py	1	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	1	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	1	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	2	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	3	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	3	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	3	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	3	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	3	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	3	CODE
LOW	anylabeling/views/labeling/settings/__init__.py	3	CODE
LOW	anylabeling/views/labeling/settings/runtime_applier.py	1	CODE
LOW	anylabeling/views/labeling/settings/schema.py	1	CODE
LOW	anylabeling/views/labeling/chatbot/style.py	12	CODE
LOW	anylabeling/views/labeling/chatbot/provider.py	10	CODE
LOW	anylabeling/views/labeling/chatbot/__init__.py	1	CODE
LOW	anylabeling/views/labeling/chatbot/__init__.py	2	CODE
LOW	anylabeling/views/labeling/chatbot/__init__.py	3	CODE
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Over-Commented Block434 hits · 240 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	1	# X-AnyLabeling GPLv3 License - https://github.com/CVHub520/X-AnyLabeling/blob/main/LICENSE	COMMENT
LOW	examples/description/captioning/README.md	1	# Coming soon...	COMMENT
LOW	anylabeling/views/common/toaster.py	181	# This is a dirty hack!	COMMENT
LOW	…ces/auto_labeling/utils/ppocr_utils/cls_postprocess.py	1	# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.	COMMENT
LOW	…ices/auto_labeling/utils/ppocr_utils/db_postprocess.py	1	# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.	COMMENT
LOW	…ces/auto_labeling/utils/ppocr_utils/rec_postprocess.py	1	# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.	COMMENT
LOW	…/services/auto_labeling/utils/ppocr_utils/operators.py	1	"""	COMMENT
LOW	…ylabeling/services/auto_labeling/trackers/utils/gmc.py	301	# if False:	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	8161	##9	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	8601	##2015	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	8821	##bo	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	9161	2019	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	9341	##46	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	9741	##king	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	9761	##マ	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	10141	ofweek	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	10281	vcd	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	11081	##atic	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	11361	##ack	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	11581	328	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	12401	##gas	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	12501	sylvia	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	12941	diary	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13061	##mes	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13121	828	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13301	##anda	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13321	##$	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13341	##\	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13361	##¼	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13381	##α	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13401	##χ	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13421	##х	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13441	##ي	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13461	##ᄇ	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13481	##ᅯ	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13501	##‥	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13521	##ⅱ	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13541	##∼	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13561	##⑤	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13581	##┆	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13601	##▇	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13621	##☕	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13641	##✿	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13661	##〓	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13681	##ァ	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13701	##ヨ	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13721	##ㄤ	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13741	##专	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13761	##丫	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13781	##乌	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13801	##买	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13821	##些	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13841	##亿	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13861	##仙	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13881	##伊	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13901	##伯	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13921	##佗	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13941	##佶	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13961	##侦	COMMENT
LOW	…ing/services/auto_labeling/configs/clip/clip_vocab.txt	13981	##俚	COMMENT
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Deep Nesting268 hits · 227 pts

Severity	File	Line	Context
LOW	tools/label_drawer.py	227	CODE
LOW	tools/label_drawer.py	498	CODE
LOW	tests/test_ppocr/test_latex_editor.py	173	CODE
LOW	tests/test_ppocr/test_result_action_icons.py	36	CODE
LOW	tests/test_labeling/test_label_widget_attributes.py	348	CODE
LOW	tests/test_labeling/test_upload_shape_attributes.py	273	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	543	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1060	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1158	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1440	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1465	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1545	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1706	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1742	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1801	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1966	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1061	CODE
LOW	anylabeling/views/training/ultralytics_dialog.py	1159	CODE
LOW	anylabeling/views/labeling/label_widget.py	2572	CODE
LOW	anylabeling/views/labeling/label_widget.py	3120	CODE
LOW	anylabeling/views/labeling/label_widget.py	3808	CODE
LOW	anylabeling/views/labeling/label_widget.py	4237	CODE
LOW	anylabeling/views/labeling/label_widget.py	4271	CODE
LOW	anylabeling/views/labeling/label_widget.py	5183	CODE
LOW	anylabeling/views/labeling/label_widget.py	5388	CODE
LOW	anylabeling/views/labeling/label_widget.py	5799	CODE
LOW	anylabeling/views/labeling/label_widget.py	6683	CODE
LOW	anylabeling/views/labeling/label_file.py	65	CODE
LOW	anylabeling/views/labeling/shape.py	223	CODE
LOW	anylabeling/views/labeling/shape.py	425	CODE
LOW	anylabeling/views/labeling/shape.py	666	CODE
LOW	anylabeling/views/labeling/shape.py	755	CODE
LOW	anylabeling/views/labeling/label_converter.py	79	CODE
LOW	anylabeling/views/labeling/label_converter.py	612	CODE
LOW	anylabeling/views/labeling/label_converter.py	735	CODE
LOW	anylabeling/views/labeling/label_converter.py	1209	CODE
LOW	anylabeling/views/labeling/label_converter.py	1407	CODE
LOW	anylabeling/views/labeling/label_converter.py	1489	CODE
LOW	anylabeling/views/labeling/label_converter.py	1770	CODE
LOW	anylabeling/views/labeling/label_converter.py	2084	CODE
LOW	anylabeling/views/labeling/label_converter.py	2162	CODE
LOW	anylabeling/views/labeling/settings/controller.py	177	CODE
LOW	anylabeling/views/labeling/settings/editors.py	247	CODE
LOW	anylabeling/views/labeling/settings/dialog.py	168	CODE
LOW	anylabeling/views/labeling/settings/runtime_applier.py	448	CODE
LOW	anylabeling/views/labeling/chatbot/chat.py	84	CODE
LOW	anylabeling/views/labeling/chatbot/chat.py	446	CODE
LOW	anylabeling/views/labeling/chatbot/chat.py	618	CODE
LOW	anylabeling/views/labeling/chatbot/chat.py	765	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	608	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	655	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	680	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	1086	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	876	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	2195	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	3749	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	3791	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	3901	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	4061	CODE
LOW	anylabeling/views/labeling/ppocr/editors.py	4178	CODE
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Docstring Block Structure27 hits · 135 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	49	Greets a person with a specified greeting. Args: name (str): The name of the person to greet.	STRING
HIGH	tools/label_drawer.py	30	Create a video from a sequence of images. This function creates a video file from a folder of images and saves	STRING
HIGH	anylabeling/views/labeling/utils/upload.py	1679	Validates and separates a shape attributes configuration. Args: attributes_data (dict): Parsed shape a	STRING
HIGH	anylabeling/views/labeling/utils/file_search.py	26	Parse search text into a SearchPattern object. Args: search_text: The search text input by user.	STRING
HIGH	anylabeling/views/labeling/vqa/widgets.py	79	Creates a widget with truncated text if it exceeds the specified maximum width. This function instantiates a g	STRING
HIGH	…beling/services/auto_labeling/utils/sahi/auto_model.py	35	Loads a DetectionModel from given path. Args: model_type: str Name of the	STRING
HIGH	…ylabeling/services/auto_labeling/trackers/utils/gmc.py	104	Apply object detection on a raw frame using the specified method. Args: raw_frame (np.ndar	STRING
HIGH	…ylabeling/services/auto_labeling/trackers/utils/gmc.py	131	Apply the ECC (Enhanced Correlation Coefficient) algorithm to a raw frame for motion compensation. Arg	STRING
HIGH	…ylabeling/services/auto_labeling/trackers/utils/gmc.py	188	Apply feature-based methods like ORB or SIFT to a raw frame. Args: raw_frame (np.ndarray):	STRING
HIGH	…ylabeling/services/auto_labeling/trackers/utils/gmc.py	342	Apply Sparse Optical Flow method to a raw frame. Args: raw_frame (np.ndarray): The raw fra	STRING
HIGH	…ling/services/auto_labeling/trackers/utils/matching.py	110	Perform linear assignment using either the scipy or lap.lapjv method. Args: cost_matrix (np.ndarray):	STRING
HIGH	…ling/services/auto_labeling/trackers/utils/matching.py	172	Compute cost based on Intersection over Union (IoU) between tracks. Args: atracks (list[STrack] \| list	STRING
HIGH	…ling/services/auto_labeling/trackers/utils/matching.py	226	Compute distance between tracks and detections based on embeddings. Args: tracks (list[STrack]): List	STRING
HIGH	…ling/services/auto_labeling/trackers/utils/matching.py	263	Fuses cost matrix with detection scores to produce a single similarity matrix. Args: cost_matrix (np.n	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	64	Create a track from an unassociated measurement. Args: measurement (ndarray): Bounding box	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	98	Run Kalman filter prediction step. Args: mean (ndarray): The 8-dimensional mean vector of	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	140	Project state distribution to measurement space. Args: mean (ndarray): The state's mean ve	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	171	Run Kalman filter prediction step for multiple object states (Vectorized version). Args: m	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	214	Run Kalman filter correction step. Args: mean (ndarray): The predicted state's mean vector	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	259	Compute gating distance between state distribution and measurements. A suitable distance threshold can	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	340	Create track from unassociated measurement. Args: measurement (ndarray): Bounding box coor	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	384	Run Kalman filter prediction step. Args: mean (ndarray): The 8-dimensional mean vector of	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	426	Project state distribution to measurement space. Args: mean (ndarray): The state's mean ve	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	457	Run Kalman filter prediction step (Vectorized version). Args: mean (ndarray): The Nx8 dime	STRING
HIGH	…services/auto_labeling/trackers/utils/kalman_filter.py	498	Run Kalman filter correction step. Args: mean (ndarray): The predicted state's mean vector	STRING
HIGH	…es/auto_labeling/visualgd/model/transformer_vanilla.py	61	Args: text_attention_mask: bs, num_token memory_text: bs, num_token, d_model	STRING
HIGH	…ling/services/auto_labeling/__base__/grounding_dino.py	227	Get model configuration for specified model type. Args: model_type (str): Model type ident	STRING

Self-Referential Comments39 hits · 118 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/onnx_exporter/export_recognize_anything_model_onnx.py	48	# Create a constant tensor for bs	STRING
MEDIUM	tools/onnx_exporter/export_dfine_onnx.py	142	# Create a new image with the desired size and paste the resized image onto it	COMMENT
MEDIUM	scripts/generate_languages.py	77	# Create a QTranslator object to generate the .ts file	COMMENT
MEDIUM	anylabeling/views/labeling/label_widget.py	2367	# Create a container widget for the grid layout	COMMENT
MEDIUM	anylabeling/views/labeling/label_widget.py	3200	# Create a blank mask	COMMENT
MEDIUM	anylabeling/views/labeling/label_widget.py	4204	# Create a container widget for the grid layout	COMMENT
MEDIUM	anylabeling/views/labeling/shape.py	50	# The following class variables influence the drawing of all shape objects.	COMMENT
MEDIUM	anylabeling/views/labeling/label_wrapper.py	23	# Create a labeling widget	COMMENT
MEDIUM	anylabeling/views/labeling/label_wrapper.py	33	# Create the main layout and put labeling into	COMMENT
MEDIUM	anylabeling/views/labeling/label_converter.py	104	# Create a binary map for the current color_value	COMMENT
MEDIUM	anylabeling/views/labeling/chatbot/animation.py	35	# Initialize animation objects first before any getter/setter is called	COMMENT
MEDIUM	anylabeling/views/labeling/chatbot/animation.py	88	# Define the dot_size property	COMMENT
MEDIUM	anylabeling/views/labeling/chatbot/animation.py	116	# Define the dot_color property	COMMENT
MEDIUM	anylabeling/views/labeling/chatbot/chat.py	107	# Create a horizontal layout to position the bubble	COMMENT
MEDIUM	anylabeling/views/labeling/chatbot/chat.py	231	# Create a layout for the action buttons at the bottom right	COMMENT
MEDIUM	anylabeling/views/labeling/chatbot/chat.py	278	# Create an edit area for user messages (hidden by default)	COMMENT
MEDIUM	anylabeling/views/labeling/utils/shape.py	516	# Creating the four-point representation	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/label_dialog.py	545	# Create a widget to hold the line edit and center it vertically	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	187	# Create main splitter for three columns	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	288	# Create a container for the input field with embedded send button	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	298	# Create the message input	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	342	# Create a container for the input and send button	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	351	# Create a button bar container for the bottom	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	377	# Create the send button (right side)	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	534	# Create a container for label and help button	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	586	# Create a container for label and help button	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	653	# Create a container for label and buttons	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	821	# Create a splitter for the right panel to separate image and settings	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	1240	# Create a loading message widget	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	1256	# Create a container frame for the icon with rounded background	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	1268	# Create the icon label	COMMENT
MEDIUM	anylabeling/views/labeling/widgets/chatbot_dialog.py	2209	# Create a secondary thread to periodically check for cancellation	COMMENT
MEDIUM	anylabeling/services/auto_labeling/sam_hq.py	172	# Create an empty mask input and an indicator for no mask.	COMMENT
MEDIUM⚡	anylabeling/services/auto_labeling/rmbg.py	147	# Create the final image with transparent background	COMMENT
MEDIUM⚡	anylabeling/services/auto_labeling/rmbg.py	153	# Create a new image with an alpha channel	COMMENT
MEDIUM	anylabeling/services/auto_labeling/sam_onnx.py	140	# Create an empty mask input and an indicator for no mask.	COMMENT
MEDIUM	anylabeling/services/auto_labeling/dfine.py	100	# Create a new image with the desired size and paste the resized image onto it	COMMENT
MEDIUM	anylabeling/services/auto_labeling/grounding_sam.py	118	# Create an empty mask input and an indicator for no mask.	COMMENT
MEDIUM	anylabeling/services/auto_labeling/__base__/sam.py	104	# Create an empty mask input and an indicator for no mask.	COMMENT

AI Structural Patterns73 hits · 72 pts

Severity	File	Line	Context
LOW	tools/onnx_exporter/export_yolov8_obb_onnx.py	235	CODE
LOW	anylabeling/views/labeling/label_file.py	136	CODE
LOW	anylabeling/views/labeling/shape.py	68	CODE
LOW	anylabeling/views/labeling/schema.py	17	CODE
LOW	anylabeling/views/labeling/utils/qt.py	58	CODE
LOW	anylabeling/views/labeling/widgets/label_dialog.py	1267	CODE
LOW	anylabeling/views/labeling/widgets/label_dialog.py	1662	CODE
LOW	anylabeling/views/common/converter.py	508	CODE
LOW	anylabeling/services/auto_labeling/rtdetr.py	210	CODE
LOW	anylabeling/services/auto_labeling/yolov5_cls.py	67	CODE
LOW	anylabeling/services/auto_labeling/yolo11_sahi.py	150	CODE
LOW	anylabeling/services/auto_labeling/grounding_dino.py	164	CODE
LOW	anylabeling/services/auto_labeling/sam_hq.py	515	CODE
LOW	anylabeling/services/auto_labeling/internimage_cls.py	121	CODE
LOW	anylabeling/services/auto_labeling/yolov5_car_plate.py	94	CODE
LOW	anylabeling/services/auto_labeling/yolov5_car_plate.py	184	CODE
LOW	anylabeling/services/auto_labeling/yolo26_sahi.py	141	CODE
LOW	anylabeling/services/auto_labeling/yolox_dwpose.py	239	CODE
LOW	anylabeling/services/auto_labeling/yolo_nas.py	343	CODE
LOW	anylabeling/services/auto_labeling/pulc_attribute.py	126	CODE
LOW	anylabeling/services/auto_labeling/upn.py	141	CODE
LOW	anylabeling/services/auto_labeling/rfdetr.py	285	CODE
LOW	anylabeling/services/auto_labeling/yolov5_obb.py	181	CODE
LOW	anylabeling/services/auto_labeling/yolov8_sahi.py	151	CODE
LOW	anylabeling/services/auto_labeling/yolox.py	196	CODE
LOW	anylabeling/services/auto_labeling/damo_yolo.py	186	CODE
LOW	anylabeling/services/auto_labeling/yolov6_face.py	194	CODE
LOW	anylabeling/services/auto_labeling/geco.py	310	CODE
LOW	anylabeling/services/auto_labeling/yoloe.py	328	CODE
LOW	anylabeling/services/auto_labeling/yolov5_resnet.py	182	CODE
LOW	anylabeling/services/auto_labeling/sam_med2d.py	434	CODE
LOW	anylabeling/services/auto_labeling/yolov5_sahi.py	151	CODE
LOW	anylabeling/services/auto_labeling/segment_anything.py	298	CODE
LOW	…ylabeling/services/auto_labeling/segment_anything_2.py	425	CODE
LOW	anylabeling/services/auto_labeling/rtmdet_pose.py	123	CODE
LOW	anylabeling/services/auto_labeling/yolov5_ram.py	177	CODE
LOW	anylabeling/services/auto_labeling/ppocr_v4.py	312	CODE
LOW	anylabeling/services/auto_labeling/dfine.py	215	CODE
LOW	…ylabeling/services/auto_labeling/grounding_dino_api.py	263	CODE
LOW	anylabeling/services/auto_labeling/yolow_ram.py	94	CODE
LOW	anylabeling/services/auto_labeling/rtdetrv2.py	156	CODE
LOW	anylabeling/services/auto_labeling/deimv2.py	167	CODE
LOW	anylabeling/services/auto_labeling/clrnet.py	200	CODE
LOW	anylabeling/services/auto_labeling/edge_sam.py	269	CODE
LOW	anylabeling/services/auto_labeling/utils/box.py	102	CODE
LOW	anylabeling/services/auto_labeling/utils/box.py	241	CODE
LOW	…ices/auto_labeling/utils/ppocr_utils/db_postprocess.py	270	CODE
LOW	…beling/services/auto_labeling/utils/sahi/auto_model.py	21	CODE
LOW	…ylabeling/services/auto_labeling/utils/sahi/predict.py	141	CODE
LOW	…ylabeling/services/auto_labeling/utils/sahi/predict.py	364	CODE
LOW	…ylabeling/services/auto_labeling/utils/sahi/predict.py	807	CODE
LOW	…ylabeling/services/auto_labeling/utils/sahi/slicing.py	291	CODE
LOW	…ylabeling/services/auto_labeling/utils/sahi/slicing.py	460	CODE
LOW	…labeling/services/auto_labeling/utils/sahi/utils/cv.py	359	CODE
LOW	…labeling/services/auto_labeling/utils/sahi/utils/cv.py	452	CODE
LOW	…ling/services/auto_labeling/utils/sahi/models/mmdet.py	114	CODE
LOW	…ervices/auto_labeling/utils/sahi/models/huggingface.py	33	CODE
LOW	…eling/services/auto_labeling/utils/sahi/models/base.py	14	CODE
LOW	…es/auto_labeling/utils/sahi/scripts/coco_evaluation.py	82	CODE
LOW	…ing/services/auto_labeling/visualgd/util/visualizer.py	67	CODE
13 more matches not shown…

Modern Structural Boilerplate83 hits · 59 pts

Severity	File	Line	Snippet	Context
LOW	anylabeling/config.py	20	def set_work_directory(directory: str) -> None:	CODE
LOW	anylabeling/views/labeling/settings/editors.py	71	def set_value(self, value: Any) -> None:	CODE
LOW	anylabeling/views/labeling/settings/editors.py	118	def set_value(self, value: Any) -> None:	CODE
LOW	anylabeling/views/labeling/settings/editors.py	323	def set_value(self, value: Any) -> None:	CODE
LOW	anylabeling/views/labeling/settings/editors.py	473	def set_value(self, value: Any) -> None:	STRING
LOW	anylabeling/views/labeling/settings/editors.py	496	def set_error_state(self, enabled: bool) -> None:	STRING
LOW	anylabeling/views/labeling/settings/editors.py	555	def set_value(self, value: Any) -> None:	STRING
LOW	anylabeling/views/labeling/settings/editors.py	569	def set_error_state(self, enabled: bool) -> None:	STRING
LOW	anylabeling/views/labeling/settings/editors.py	656	def set_value(self, value: Any) -> None:	STRING
LOW	anylabeling/views/labeling/settings/editors.py	673	def set_error_state(self, enabled: bool) -> None:	STRING
LOW	anylabeling/views/labeling/settings/dialog.py	45	def set_full_text(self, text: str) -> None:	CODE
LOW	anylabeling/views/labeling/settings/dialog.py	53	def _update_elided_text(self) -> None:	CODE
LOW⚡	anylabeling/views/labeling/settings/dialog.py	738	def _set_primary_dirty(self, primary: str, dirty: bool) -> None:	STRING
LOW⚡	anylabeling/views/labeling/settings/dialog.py	744	def _set_bottom_controls_visible(self, visible: bool) -> None:	STRING
LOW	anylabeling/views/labeling/settings/dialog.py	398	def _setup_ui(self) -> None:	STRING
LOW	anylabeling/views/labeling/settings/dialog.py	723	def _update_nav_visuals(self, active_primary: str) -> None:	STRING
LOW	anylabeling/views/labeling/settings/dialog.py	870	def _update_card_max_height(self) -> None:	STRING
LOW	anylabeling/views/labeling/settings/dialog.py	1717	def _set_combo_value(self, combo: QtWidgets.QComboBox, value: Any) -> None:	STRING
LOW	anylabeling/views/labeling/settings/dialog.py	2003	def _set_status(self, text: str, level: str) -> None:	STRING
LOW	anylabeling/views/labeling/settings/__init__.py	13	__all__ = [	CODE
LOW	anylabeling/views/labeling/settings/runtime_applier.py	33	def set_auto_switch_to_edit_mode(self, enabled: bool) -> None:	CODE
LOW	anylabeling/views/labeling/settings/runtime_applier.py	192	def update_zoom_shortcut_hint(self) -> None:	CODE
LOW	anylabeling/views/labeling/settings/runtime_applier.py	537	def _set_action_shortcut(self, action: QtGui.QAction, value: Any) -> None:	CODE
LOW	anylabeling/views/labeling/settings/schema.py	42	def _settings_translation_markers() -> None:	CODE
LOW	anylabeling/views/labeling/settings/schema.py	355	def set_nested_value(data: dict[str, Any], key_path: str, value: Any) -> None:	CODE
LOW⚡	anylabeling/views/labeling/ppocr/editors.py	2945	def _update_heading_button_style(self) -> None:	STRING
LOW⚡	anylabeling/views/labeling/ppocr/editors.py	2953	def _update_toolbar_state(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/editors.py	1799	def _update_toolbar_state(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/editors.py	2382	def set_selected(self, selected: bool) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/editors.py	2449	def set_current_level(self, level: int) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/editors.py	2811	def _update_editor_height(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/editors.py	3171	def _update_preview(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/editors.py	3220	def _update_preview_geometry(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/editors.py	4631	def _update_table_actions_state(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/editors.py	4671	def _set_multi_select_visual_state(self, enabled: bool) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	701	def set_selected(self, selected: bool) -> None:	CODE
LOW	anylabeling/views/labeling/ppocr/widgets.py	850	def set_selected_name(self, selected_name: str) -> None:	CODE
LOW⚡	anylabeling/views/labeling/ppocr/widgets.py	1718	def _update_formula_preview_pixmap(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	910	def set_page(self, pixmap: QPixmap, blocks: list[PPOCRBlockData]) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	931	def set_scale(self, scale: float) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	951	def set_hovered_block(self, block_key: str) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	954	def set_hovered_blocks(self, block_keys: list[str]) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	1070	def _update_widget_size(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	1340	def _update_copy_button_for_hovered_block(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	1669	def _update_content_height(self, *_args) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	1683	def _set_formula_preview(self, content: str) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	1849	def _update_card_state(self) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/widgets.py	1959	def set_error_state(self, text: str) -> None:	STRING
LOW	anylabeling/views/labeling/ppocr/pipeline.py	149	def update_api_model(self, api_model: str) -> None:	CODE
LOW	anylabeling/views/labeling/ppocr/pipeline.py	328	def set_pipeline_model(self, model_id: str) -> None:	CODE
LOW	anylabeling/views/labeling/ppocr/dialogs.py	550	def set_anchor_offset(self, center_x: int) -> None:	CODE
LOW	anylabeling/views/labeling/ppocr/data_manager.py	452	def set_favorite(self, filename: str, favorite: bool) -> None:	CODE
LOW	anylabeling/views/labeling/utils/batch.py	33	__all__ = ["run_all_images"]	CODE
LOW	anylabeling/views/labeling/utils/visualization.py	46	__all__ = ["save_visualization"]	CODE
LOW	anylabeling/views/labeling/utils/crop.py	40	__all__ = ["save_crop"]	CODE
LOW	anylabeling/views/labeling/video_classifier/__init__.py	25	__all__ = [	CODE
LOW	anylabeling/views/labeling/widgets/navigator_widget.py	120	def set_image(self, image_data: Any) -> None:	CODE
LOW	anylabeling/views/labeling/widgets/navigator_widget.py	618	def set_zoom_value(self, zoom_percentage: int) -> None:	CODE
LOW	anylabeling/views/labeling/widgets/ppocr_dialog.py	181	def _update_grip_geometry(self) -> None:	CODE
LOW	anylabeling/views/labeling/widgets/ppocr_dialog.py	860	def update_model_combo_width(self) -> None:	STRING
23 more matches not shown…

AI Slop Vocabulary8 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM	anylabeling/views/labeling/widgets/label_list_widget.py	305	# Further investigation and a more robust fix are recommended.	COMMENT
MEDIUM	anylabeling/services/auto_labeling/upn.py	26	"""Universal Proposal Network (UPN) is a robust object proposal model	STRING
MEDIUM⚡	…labeling/configs/bert/bert_base_uncased_tokenizer.json	1	{"version":"1.0","truncation":null,"padding":null,"added_tokens":[{"id":0,"special":true,"content":"[PAD]","single_word"	CODE
MEDIUM⚡	…labeling/configs/bert/bert_base_uncased_tokenizer.json	1	{"version":"1.0","truncation":null,"padding":null,"added_tokens":[{"id":0,"special":true,"content":"[PAD]","single_word"	CODE
MEDIUM⚡	…labeling/configs/bert/bert_base_uncased_tokenizer.json	1	{"version":"1.0","truncation":null,"padding":null,"added_tokens":[{"id":0,"special":true,"content":"[PAD]","single_word"	CODE
MEDIUM⚡	…labeling/configs/bert/bert_base_uncased_tokenizer.json	1	{"version":"1.0","truncation":null,"padding":null,"added_tokens":[{"id":0,"special":true,"content":"[PAD]","single_word"	CODE
MEDIUM⚡	…labeling/configs/bert/bert_base_uncased_tokenizer.json	1	{"version":"1.0","truncation":null,"padding":null,"added_tokens":[{"id":0,"special":true,"content":"[PAD]","single_word"	CODE
MEDIUM⚡	…labeling/configs/bert/bert_base_uncased_tokenizer.json	1	{"version":"1.0","truncation":null,"padding":null,"added_tokens":[{"id":0,"special":true,"content":"[PAD]","single_word"	CODE

Redundant / Tautological Comments14 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	anylabeling/views/labeling/label_widget.py	4828	# Check if label already exists to avoid duplicates	COMMENT
LOW	anylabeling/views/labeling/chatbot/chat.py	542	# Check if document.body exists before accessing scrollHeight	COMMENT
LOW	anylabeling/views/labeling/utils/video.py	598	# Check if extraction process indicated success (returned the directory path)	STRING
LOW	anylabeling/views/labeling/utils/general.py	73	# Check if four points form a rectangle	COMMENT
LOW	anylabeling/views/labeling/utils/general.py	212	# Check if running in WSL	COMMENT
LOW	…ng/views/labeling/widgets/searchable_model_dropdown.py	453	# Check if any models match the search	COMMENT
LOW	anylabeling/views/labeling/widgets/label_dialog.py	419	# Set table to be adaptive	COMMENT
LOW	…beling/views/labeling/widgets/model_dropdown_widget.py	505	# Check if any models match the search	COMMENT
LOW	anylabeling/views/labeling/widgets/canvas.py	5235	# Assign new_group_id to non-group shapes	COMMENT
LOW	anylabeling/views/labeling/widgets/chatbot_dialog.py	892	# Set focus to the message input	COMMENT
LOW	anylabeling/views/labeling/widgets/chatbot_dialog.py	1958	# Check if image exists locally or in the import directory	COMMENT
LOW	…/views/labeling/widgets/auto_labeling/auto_labeling.py	670	# Open file dialog to select "config.yaml" file for model	COMMENT
LOW	…/views/labeling/widgets/auto_labeling/auto_labeling.py	1308	# Check if Florence2 model is loaded	COMMENT
LOW	anylabeling/services/auto_labeling/utils/general.py	181	# Check if the point is within the bounding box.	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…services/auto_labeling/visualgd/model/groundingdino.py	164	self.bert.pooler.dense.weight.requires_grad_(False)	CODE
CRITICAL	…services/auto_labeling/visualgd/model/groundingdino.py	165	self.bert.pooler.dense.bias.requires_grad_(False)	CODE

Cross-Language Confusion3 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	anylabeling/views/labeling/chatbot/chat.py	862	url_string = url.toString()	CODE
HIGH	anylabeling/views/labeling/ppocr/editors.py	2765	previous_block.position() + previous_block.length() - 1	STRING
HIGH	anylabeling/views/labeling/ppocr/editors.py	2768	last_block.position() + last_block.length() - 1,	STRING

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/onnx_exporter/export_geco_onnx.py	271	else: # zero shot	CODE
MEDIUM	docs/en/user_guide.md	68	* [8.12 Zero-Shot Counting](#812-zero-shot-counting)	COMMENT
MEDIUM	anylabeling/services/auto_labeling/yoloe.py	123	# Create symlink for embedding model if needed	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…beling/services/auto_labeling/trackers/byte_tracker.py	354	# Step 2: First association, with high score detection boxes	COMMENT
LOW	…beling/services/auto_labeling/trackers/byte_tracker.py	377	# Step 3: Second association, with low score detection boxes association the untrack to the low score detections	COMMENT
LOW⚡	…beling/services/auto_labeling/trackers/byte_tracker.py	419	# Step 4: Init new stracks	COMMENT
LOW⚡	…beling/services/auto_labeling/trackers/byte_tracker.py	426	# Step 5: Update state	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…beling/services/auto_labeling/trackers/byte_tracker.py	354	# Step 2: First association, with high score detection boxes	COMMENT
LOW	…beling/services/auto_labeling/trackers/byte_tracker.py	377	# Step 3: Second association, with low score detection boxes association the untrack to the low score detections	COMMENT
LOW⚡	…beling/services/auto_labeling/trackers/byte_tracker.py	419	# Step 4: Init new stracks	COMMENT
LOW⚡	…beling/services/auto_labeling/trackers/byte_tracker.py	426	# Step 5: Update state	COMMENT

Fake / Example Data3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/views/labeling/widgets/auto_labeling/auto_labeling.py	1596	if "placeholder" in widget_info and hasattr(	CODE
LOW⚡	…/views/labeling/widgets/auto_labeling/auto_labeling.py	1599	widget.setPlaceholderText(widget_info["placeholder"])	CODE
LOW	…/views/labeling/widgets/auto_labeling/auto_labeling.py	1633	widget_placeholder = widget_item.get("placeholder")	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings