bmaltais/kohya_ss

17.5

Adjusted Score

17.5

Raw Score

100%

Time Factor

2026-07-13

Last Push

12.5K

Stars

Python

Language

60.6K

Lines of Code

302

Files

775

Pattern Hits

2026-07-14

Scan Date

0.04

HC Hit Rate

What These Metrics Mean

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

Score History

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

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

Severity Breakdown

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

CRITICAL 0HIGH 13MEDIUM 63LOW 699

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 775 distinct pattern matches across 11 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 Identifiers443 hits · 522 pts

Severity	File	Line	Snippet	Context
LOW	tools/extract_lora_from_models-new.py	50	def _local_create_network_placeholders(text_encoders: list, unet: torch.nn.Module, lora_conv_dim_init: int):	CODE
LOW	tools/extract_lora_from_models-new.py	172	def _build_local_sai_metadata(title, creation_time, is_v2_flag, is_v_param_flag, is_sdxl_flag):	CODE
LOW	tools/extract_lora_from_models-new.py	192	def _load_sd_model_components(model_path, is_v2_flag, target_device_override, load_dtype_torch):	CODE
LOW	tools/extract_lora_from_models-new.py	205	def _load_sdxl_model_components(model_path, target_device_override, load_dtype_torch):	CODE
LOW	tools/extract_lora_from_models-new.py	220	def _calculate_module_diffs_and_check(module_loras_o, module_loras_t, diff_calc_device, min_diff_thresh, module_type_str	CODE
LOW	tools/extract_lora_from_models-new.py	260	def _construct_lora_weights_from_svd_components(U_full, S_all_values, Vh_full, rank,	CODE
LOW⚡	tools/crop_images_to_n_buckets.py	33	def sort_images_by_aspect_ratio(path):	CODE
LOW⚡	tools/crop_images_to_n_buckets.py	177	def save_resized_cropped_images(group, folder_name, group_number, avg_aspect_ratio, use_original_name=False):	CODE
LOW	tools/lcm_convert.py	14	def parse_command_line_arguments():	CODE
LOW	tools/lcm_convert.py	29	def convert_and_save_diffusion_model(diffusion_pipeline, command_line_args):	CODE
LOW	tools/extract_model_difference.py	7	def extract_model_differences(base_model_path, finetuned_model_path, output_delta_path=None, save_dtype_str="float32"):	CODE
LOW⚡	tools/extract_loha_from_model.py	413	def cleanup_intermediate_files(final_intended_path: str, for_resume_management: bool = False, keep_n: int = 0):	CODE
LOW	tools/extract_loha_from_model.py	56	def log_layer_optimization_event(log_type: LogType, layer_name: str, **kwargs):	CODE
LOW	tools/extract_loha_from_model.py	127	def _get_closest_ema_value_before_iter(target_iter: int, ema_history: list[tuple[int, float]]) -> tuple[int \| None, floa	CODE
LOW	tools/extract_loha_from_model.py	137	def initialize_loha_parameters(	CODE
LOW	tools/extract_loha_from_model.py	181	def check_insufficient_progress(	CODE
LOW	tools/extract_loha_from_model.py	296	def get_module_shape_info_from_weight(weight_tensor: torch.Tensor):	CODE
LOW	tools/extract_loha_from_model.py	301	def generate_intermediate_filename(base_save_path: str, num_total_completed_layers: int) -> str:	CODE
LOW	tools/extract_loha_from_model.py	467	def handle_resume_or_continue_loha(	CODE
LOW	tools/extract_loha_from_model.py	578	def setup_and_print_configuration(current_args: argparse.Namespace):	CODE
LOW	tools/prepare_presets.py	6	def remove_items_with_keywords(json_file_path):	CODE
LOW	test/test_allowed_paths.py	38	def test_allowed_paths_forwarded_to_launch(self):	STRING
LOW	kohya_gui/lora_gui.py	831	def get_effective_lr_messages(	CODE
LOW	kohya_gui/lora_gui.py	909	def resolve_network_train_flags(	CODE
LOW	kohya_gui/lora_gui.py	926	def format_network_train_mode_message(	CODE
LOW	kohya_gui/lora_gui.py	941	def append_loraplus_network_args(	CODE
LOW	kohya_gui/lora_gui.py	1065	def regularizer_controls_visible(lora_type: str) -> dict[str, bool]:	CODE
LOW	kohya_gui/lora_gui.py	1078	def append_rank_module_dropout_network_args(	CODE
LOW	kohya_gui/lora_gui.py	1096	def build_native_loha_lokr_network_args(	CODE
LOW	kohya_gui/lora_gui.py	3989	def _make_open_configuration_entry(	CODE
LOW	kohya_gui/lora_gui.py	4019	def _save_configuration_entry(data: dict):	CODE
LOW	kohya_gui/git_caption_gui.py	87	def gradio_git_caption_gui_tab(	CODE
LOW	kohya_gui/class_folders.py	45	def create_directory_if_not_exists(self, directory: str) -> None:	CODE
LOW	kohya_gui/offline_assets.py	91	def sanitize_readme_for_about(content: str) -> str:	CODE
LOW	kohya_gui/offline_assets.py	133	def install_offline_template_patches() -> None:	CODE
LOW	kohya_gui/offline_assets.py	148	def offline_template_response(args, *kwargs):	CODE
LOW	kohya_gui/class_advanced_training.py	605	def list_log_tracker_config_files(path):	CODE
LOW	kohya_gui/basic_caption_gui.py	124	def gradio_basic_caption_gui_tab(headless=False, default_images_dir=None):	CODE
LOW	kohya_gui/wd14_caption_gui.py	91	def check_keras_backend_ready() -> str \| None:	CODE
LOW	kohya_gui/extract_lycoris_locon_gui.py	170	def gradio_extract_lycoris_locon_tab(headless=False):	CODE
LOW	kohya_gui/dataset_balancing_gui.py	111	def gradio_dataset_balancing_tab(headless=False):	CODE
LOW	kohya_gui/extract_lora_gui.py	342	def change_modeltype_model_tuned(path):	CODE
LOW	kohya_gui/flux_extract_lora_gui.py	98	def gradio_flux_extract_lora_tab(headless=False):	CODE
LOW	kohya_gui/class_basic_training.py	131	def init_precision_and_resources_controls(self) -> None:	CODE
LOW	kohya_gui/class_basic_training.py	156	def init_lr_and_optimizer_controls(self) -> None:	CODE
LOW	kohya_gui/class_basic_training.py	228	def init_grad_and_lr_controls(self) -> None:	CODE
LOW	kohya_gui/class_basic_training.py	252	def init_learning_rate_controls(self) -> None:	CODE
LOW	kohya_gui/class_basic_training.py	374	def init_resolution_and_bucket_controls(self) -> None:	CODE
LOW	kohya_gui/class_basic_training.py	417	def setup_sdxl_checkbox_behavior(self) -> None:	CODE
LOW	kohya_gui/svd_merge_lora_gui.py	109	def gradio_svd_merge_lora_tab(headless=False):	CODE
LOW	kohya_gui/finetune_gui.py	2018	def _config_kwargs_from_registry(data: dict) -> dict:	CODE
LOW	kohya_gui/finetune_gui.py	2022	def _make_open_configuration_entry(	CODE
LOW	kohya_gui/finetune_gui.py	2048	def _save_configuration_entry(data: dict):	CODE
LOW	kohya_gui/textual_inversion_gui.py	1332	def _config_kwargs_from_registry(data: dict) -> dict:	CODE
LOW	kohya_gui/textual_inversion_gui.py	1336	def _make_open_configuration_entry(ask_for_file_comp):	CODE
LOW	kohya_gui/textual_inversion_gui.py	1358	def _save_configuration_entry(data: dict):	CODE
LOW⚡	kohya_gui/common_gui.py	1521	def check_duplicate_filenames(	CODE
LOW	kohya_gui/common_gui.py	104	def calculate_max_train_steps(	CODE
LOW	kohya_gui/common_gui.py	122	def should_recommend_headless(	CODE
LOW	kohya_gui/common_gui.py	1028	def set_pretrained_model_name_or_path_input(	CODE
383 more matches not shown…

Excessive Try-Catch Wrapping86 hits · 134 pts

Severity	File	Line	Snippet	Context
LOW	local_train.py	81	except Exception as e:	CODE
MEDIUM	local_train.py	82	print(f"Error launching Kohya GUI: {e}")	CODE
LOW	tools/convert_html_to_md.py	55	except Exception as e:	CODE
LOW	tools/cleanup_captions.py	35	except Exception as e:	CODE
LOW	tools/convert_images_to_webp.py	66	except Exception as e:	CODE
MEDIUM	tools/convert_images_to_webp.py	67	print(f"Error processing {file}: {e}")	CODE
LOW	tools/extract_lora_from_models-new.py	438	except Exception as e:	CODE
LOW⚡	tools/crop_images_to_n_buckets.py	29	except Exception as e:	CODE
MEDIUM⚡	tools/crop_images_to_n_buckets.py	30	print(f"Error: {e}")	CODE
MEDIUM⚡	tools/crop_images_to_n_buckets.py	83	print("Error: The group is empty")	CODE
MEDIUM⚡	tools/crop_images_to_n_buckets.py	92	print("Error: Check the structure of the input group elements. They should be tuples of (image_path, aspect_rati	CODE
LOW⚡	tools/crop_images_to_n_buckets.py	94	except Exception as e:	CODE
MEDIUM⚡	tools/crop_images_to_n_buckets.py	95	print(f"Error: {e}")	CODE
MEDIUM⚡	tools/crop_images_to_n_buckets.py	175	print(f"Error: {e}") # Handle errors from os.listdir()	CODE
MEDIUM⚡	tools/crop_images_to_n_buckets.py	231	print(f"Error: Input directory does not exist: {args.input_dir}")	CODE
MEDIUM⚡	tools/crop_images_to_n_buckets.py	238	print(f"Error: Failed to create output directory: {args.output_dir}")	CODE
MEDIUM⚡	tools/crop_images_to_n_buckets.py	246	print("Error: Batch size must be greater than 0")	CODE
LOW	tools/crop_images_to_n_buckets.py	270	except Exception as e:	CODE
MEDIUM	tools/crop_images_to_n_buckets.py	271	print(f"Error: Failed to save images in group {i+1}: {e}")	CODE
LOW	tools/lcm_convert.py	72	except Exception as error:	CODE
LOW	tools/dummy_loha.py	185	except Exception as e:	CODE
LOW⚡	tools/extract_model_difference.py	28	except Exception as e:	CODE
MEDIUM⚡	tools/extract_model_difference.py	29	print(f"Error loading base model: {e}")	CODE
LOW⚡	tools/extract_model_difference.py	36	except Exception as e:	CODE
MEDIUM⚡	tools/extract_model_difference.py	37	print(f"Error loading fine-tuned model: {e}")	CODE
LOW	tools/extract_model_difference.py	76	except Exception as e:	CODE
MEDIUM	tools/extract_model_difference.py	77	print(f"Error calculating difference for key '{key}': {e}")	CODE
LOW	tools/extract_model_difference.py	121	except Exception as e:	CODE
MEDIUM	tools/extract_model_difference.py	122	print(f"Error saving delta weights: {e}")	CODE
MEDIUM	tools/extract_model_difference.py	145	print(f"Error: Base model file not found at {args.base_model_path}")	CODE
MEDIUM	tools/extract_model_difference.py	148	print(f"Error: Fine-tuned model file not found at {args.finetuned_model_path}")	CODE
MEDIUM⚡	tools/extract_loha_from_model.py	404	print(f"Error saving to {output_path_to_save}: {e}"); traceback.print_exc()	CODE
MEDIUM⚡	tools/extract_loha_from_model.py	607	print(f"Error loading base model: {e}"); traceback.print_exc(); sys.exit(1)	CODE
MEDIUM⚡	tools/extract_loha_from_model.py	613	print(f"Error loading fine-tuned model: {e}"); traceback.print_exc(); sys.exit(1)	CODE
MEDIUM⚡	tools/extract_loha_from_model.py	1015	print(f"Error: Base model not found: {parsed_args.base_model_path}"); sys.exit(1)	CODE
MEDIUM⚡	tools/extract_loha_from_model.py	1017	print(f"Error: FT model not found: {parsed_args.ft_model_path}"); sys.exit(1)	CODE
MEDIUM⚡	tools/extract_loha_from_model.py	1023	print(f"Error creating directory {save_dir}: {e}"); sys.exit(1)	CODE
MEDIUM	tools/extract_loha_from_model.py	367	print("Error: Global args not set for saving metadata.")	CODE
LOW⚡	tools/extract_loha_from_model.py	403	except Exception as e:	CODE
LOW⚡	tools/extract_loha_from_model.py	606	except Exception as e:	CODE
LOW⚡	tools/extract_loha_from_model.py	612	except Exception as e:	CODE
LOW	tools/extract_loha_from_model.py	159	except Exception as e:	CODE
LOW	tools/extract_loha_from_model.py	461	except Exception as e:	CODE
LOW	tools/extract_loha_from_model.py	497	except Exception as e:	CODE
LOW	tools/extract_loha_from_model.py	530	except Exception as e:	CODE
LOW	tools/extract_loha_from_model.py	928	except Exception as e_c: tqdm.write(f" Warn: Pre-opt loss check failed for {loha_key_prefix}: {e_	CODE
LOW	tools/analyse_loha.py	69	except Exception as e:	CODE
LOW	tools/analyse_loha.py	91	except Exception as e:	CODE
LOW	tools/analyse_loha.py	112	except Exception as e:	CODE
LOW	tools/analyse_loha.py	115	except Exception as e:	CODE
LOW	tools/analyse_loha.py	139	except Exception as e:	CODE
LOW	kohya_gui/wd14_caption_gui.py	114	except Exception as exc: # import can fail for many ABI reasons	CODE
LOW	kohya_gui/class_tensorboard.py	15	except Exception:	CODE
LOW	kohya_gui/class_tensorboard.py	88	except Exception as e:	CODE
LOW	kohya_gui/class_tensorboard.py	109	except Exception as e:	CODE
MEDIUM	kohya_gui/class_tensorboard.py	9	def check_avx_support():	CODE
MEDIUM⚡	kohya_gui/common_gui.py	1516	print(f"Error: Could not write to file - {e}")	CODE
MEDIUM⚡	kohya_gui/common_gui.py	1518	print(f"Error: Could not create 'logs' directory - {e}")	CODE
LOW⚡	kohya_gui/common_gui.py	857	except Exception as e:	CODE
LOW⚡	kohya_gui/common_gui.py	955	except Exception as e:	CODE
26 more matches not shown…

Redundant / Tautological Comments79 hits · 117 pts

Severity	File	Line	Snippet	Context
LOW	setup.sh	59	# Check if RUNPOD variable should be set	COMMENT
LOW	setup.sh	182	# Check if the symlink exists	COMMENT
LOW	setup.sh	184	# Check if the linked file exists and points to the expected file	COMMENT
LOW	setup.sh	208	if [ "$PYTHON_CMD" == "python" ]; then # Check if get_python_command returned the fallback	CODE
LOW	setup.sh	217	# Check if conda environment is already activated	COMMENT
LOW	setup.sh	485	# Check if root or sudo	COMMENT
LOW⚡	gui.sh	16	# Check if the directory exists	COMMENT
LOW⚡	gui.sh	18	# Check if LD_LIBRARY_PATH is already set	COMMENT
LOW	gui.sh	45	# Check if conda environment is already activated	COMMENT
LOW	gui.sh	58	# Check if LD_LIBRARY_PATH environment variable exists	COMMENT
LOW	setup-runpod.sh	14	# Check if the venv folder doesn't exist	COMMENT
LOW	gui-uv.sh	28	# Check if --quiet is in the arguments	COMMENT
LOW⚡	tools/convert_images_to_webp.py	41	# Iterate over the list of files	COMMENT
LOW⚡	tools/convert_images_to_webp.py	51	# Check if the output file already exists	COMMENT
LOW	tools/create_txt_from_images.py	12	# Check if the file is an image file (webp, jpg, png)	COMMENT
LOW⚡	tools/convert_images_to_hq_jpg.py	28	# Iterate over the list of files	COMMENT
LOW⚡	tools/convert_images_to_hq_jpg.py	36	# Check if the output file already exists	COMMENT
LOW	tools/crop_images_to_n_buckets.py	114	# Check if the input image is a valid numpy array with at least two dimensions	COMMENT
LOW⚡	tools/crop_images_to_n_buckets.py	168	# Check if the file has the same base name as the input image	COMMENT
LOW	tools/caption.py	20	# Check if a text file with the same name as the current file exists in the folder	COMMENT
LOW	tools/caption_from_filename.py	45	# Check if the file is an image	COMMENT
LOW	tools/rename_depth_mask.py	16	# Check if the file has the expected format	COMMENT
LOW	tools/analyse_loha.py	64	# Check if value is float and format if it is	COMMENT
LOW	kohya_gui/lora_gui.py	781	# Check if the file exists before opening it	COMMENT
LOW	kohya_gui/basic_caption_gui.py	48	# Check if images_dir and caption_ext are provided	COMMENT
LOW	kohya_gui/basic_caption_gui.py	93	# Check if overwrite option is enabled	COMMENT
LOW	kohya_gui/extract_lycoris_locon_gui.py	55	# Check if source model exist	COMMENT
LOW	kohya_gui/convert_model_gui.py	34	# Check if source model exist	COMMENT
LOW	kohya_gui/convert_model_gui.py	43	# Check if source model exist	COMMENT
LOW	kohya_gui/convert_model_gui.py	60	# Check if v1 models	COMMENT
LOW	kohya_gui/dataset_balancing_gui.py	27	# Check if folder exist	COMMENT
LOW	kohya_gui/dataset_balancing_gui.py	56	# Check if the subdirectory name starts with a number inside braces,	COMMENT
LOW	kohya_gui/dataset_balancing_gui.py	75	# Check if the subdirectory name already has a number at the beginning	COMMENT
LOW	kohya_gui/dataset_balancing_gui.py	86	# Check if the new folder name already exists	COMMENT
LOW	kohya_gui/extract_lora_gui.py	53	# Check if source model exist	COMMENT
LOW	kohya_gui/flux_extract_lora_gui.py	44	# Check if source models exist	COMMENT
LOW	kohya_gui/class_basic_training.py	361	step=1, # Increment value by 1	CODE
LOW	kohya_gui/svd_merge_lora_gui.py	41	# Check if the output file already exists	COMMENT
LOW	kohya_gui/svd_merge_lora_gui.py	46	# Check if the ratio total is equal to one. If not normalise to 1	COMMENT
LOW	kohya_gui/finetune_gui.py	573	# Check if we are "applying" a preset or a config	COMMENT
LOW⚡	kohya_gui/common_gui.py	842	# Iterate over the list of image files	COMMENT
LOW⚡	kohya_gui/common_gui.py	849	# Check if the caption file does not exist	COMMENT
LOW⚡	kohya_gui/common_gui.py	937	# Check if the caption file extension is one of the supported extensions	COMMENT
LOW⚡	kohya_gui/common_gui.py	945	# Check if the folder path exists	COMMENT
LOW⚡	kohya_gui/common_gui.py	959	# Iterate over the list of caption files	COMMENT
LOW	kohya_gui/common_gui.py	564	# Open the file dialog and capture the selected file path	COMMENT
LOW	kohya_gui/common_gui.py	624	# Open the file dialog and capture the selected file path	COMMENT
LOW	kohya_gui/common_gui.py	690	# Check if the current environment is not macOS and if the environment variables do not match the exclusion list	COMMENT
LOW	kohya_gui/common_gui.py	765	# Check if the current environment is not macOS and if the environment variables do not match the exclusion list	COMMENT
LOW	kohya_gui/common_gui.py	778	# Open the file dialog and capture the selected file path	COMMENT
LOW	kohya_gui/common_gui.py	1047	# Check if the given pretrained_model_name_or_path is in the list of SDXL models	COMMENT
LOW	kohya_gui/common_gui.py	1070	# Check if the given pretrained_model_name_or_path is in the list of V2 base models	COMMENT
LOW	kohya_gui/common_gui.py	1093	# Check if the given pretrained_model_name_or_path is in the list of V parameterization models	COMMENT
LOW	kohya_gui/common_gui.py	1118	# Check if the given pretrained_model_name_or_path is in the list of V1 models	COMMENT
LOW	kohya_gui/common_gui.py	1141	# Check if the model_list is set to 'custom'	COMMENT
LOW	kohya_gui/common_gui.py	1309	# Check if the retrieved value is already a string.	COMMENT
LOW	kohya_gui/common_gui.py	1455	# Check if the folder path for the file_path is valid	COMMENT
LOW	kohya_gui/common_gui.py	1459	# Check if the folder exists	COMMENT
LOW	kohya_gui/common_gui.py	1555	# Check if the extension is in the list of image extensions	COMMENT
LOW	kohya_gui/common_gui.py	1560	# Check if the filename is already in the dictionary	COMMENT
19 more matches not shown…

Self-Referential Comments34 hits · 111 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	gui.sh	13	# Define the directory path for WSL2	COMMENT
MEDIUM	kohya_gui.py	74	# Create the main Gradio Blocks interface (no analytics)	COMMENT
MEDIUM	tools/convert_html_to_md.py	23	# Create a session object	COMMENT
MEDIUM	tools/convert_html_to_md.py	29	# Create a BeautifulSoup object and specify the parser	COMMENT
MEDIUM	tools/convert_images_to_webp.py	18	# Define the command-line arguments	COMMENT
MEDIUM⚡	tools/convert_images_to_webp.py	35	# Create the file pattern string using the input file extension	COMMENT
MEDIUM⚡	tools/convert_images_to_webp.py	47	# Create a new file path with the output file extension	COMMENT
MEDIUM⚡	tools/convert_images_to_hq_jpg.py	22	# Create the file pattern string using the input file extension	COMMENT
MEDIUM⚡	tools/convert_images_to_hq_jpg.py	33	# Create a new file path with the output file extension	COMMENT
MEDIUM	tools/convert_images_to_hq_jpg.py	51	# Define the command-line arguments	COMMENT
MEDIUM	tools/crop_images_to_n_buckets.py	157	# Create the output directory if it does not exist	COMMENT
MEDIUM	tools/caption.py	48	# Create a mutually exclusive group for the caption_text and caption_file arguments	COMMENT
MEDIUM	tools/caption.py	56	# Create the caption files	COMMENT
MEDIUM	tools/caption_from_filename.py	47	# Create a text file with the same name as the image file and increment the counter if successful	COMMENT
MEDIUM	tools/caption_from_filename.py	83	# Create an argument parser	COMMENT
MEDIUM	tools/rename_depth_mask.py	4	# Define the command line arguments	COMMENT
MEDIUM	kohya_gui/lora_gui.py	433	# Create the destination directory if it doesn't exist	COMMENT
MEDIUM	kohya_gui/lora_gui.py	2591	# Define a dictionary of parameters	COMMENT
MEDIUM	kohya_gui/class_folders.py	42	# Create the GUI for folder selection	COMMENT
MEDIUM	kohya_gui/class_advanced_training.py	55	# Define the behavior for changing noise offset type.	COMMENT
MEDIUM	kohya_gui/extract_lycoris_locon_gui.py	155	# Create a list of possible mode values	COMMENT
MEDIUM	kohya_gui/class_sample_images.py	75	# # Create the prompt file and get its path	COMMENT
MEDIUM	kohya_gui/class_sd3.py	50	# Define the behavior for changing noise offset type.	COMMENT
MEDIUM	kohya_gui/class_basic_training.py	86	# Create a row for the training controls	COMMENT
MEDIUM	kohya_gui/finetune_gui.py	331	# Create the destination directory if it doesn't exist	COMMENT
MEDIUM	kohya_gui/finetune_gui.py	920	# Define the command components	COMMENT
MEDIUM	kohya_gui/textual_inversion_gui.py	231	# Create the destination directory if it doesn't exist	COMMENT
MEDIUM⚡	kohya_gui/common_gui.py	851	# Create a new caption file with the specified prefix and/or postfix	COMMENT
MEDIUM	kohya_gui/common_gui.py	260	# Define the refresh function that will be triggered upon clicking the refresh button.	COMMENT
MEDIUM	kohya_gui/common_gui.py	279	# Create a refresh button with the specified label (via refresh_symbol), ID, and classes.	COMMENT
MEDIUM	kohya_gui/common_gui.py	826	# Define the image file extensions to filter	COMMENT
MEDIUM	kohya_gui/dreambooth_gui.py	280	# Create the destination directory if it doesn't exist	COMMENT
MEDIUM	kohya_gui/class_flux1.py	24	# Define the behavior for changing noise offset type.	COMMENT
MEDIUM	kohya_gui/class_source_model.py	107	# Define the input elements	COMMENT

Deep Nesting67 hits · 60 pts

Severity	File	Line	Context
LOW	tools/convert_html_to_md.py	22	CODE
LOW	tools/cleanup_captions.py	17	CODE
LOW	tools/extract_lora_from_models-new.py	50	CODE
LOW	tools/extract_lora_from_models-new.py	245	CODE
LOW	tools/extract_lora_from_models-new.py	340	CODE
LOW	tools/group_images.py	27	CODE
LOW	tools/group_images_recommended_size.py	18	CODE
LOW	tools/lycoris_utils.py	22	CODE
LOW	tools/lycoris_utils.py	67	CODE
LOW	tools/lycoris_utils.py	111	CODE
LOW	tools/lycoris_utils.py	312	CODE
LOW	tools/lycoris_utils.py	368	CODE
LOW	tools/lycoris_utils.py	428	CODE
LOW	tools/lycoris_utils.py	138	CODE
LOW	tools/lycoris_utils.py	451	CODE
LOW	tools/resize_lora.py	184	CODE
LOW	tools/extract_model_difference.py	7	CODE
LOW	tools/extract_loha_from_model.py	56	CODE
LOW	tools/extract_loha_from_model.py	137	CODE
LOW	tools/extract_loha_from_model.py	206	CODE
LOW	tools/extract_loha_from_model.py	438	CODE
LOW	tools/extract_loha_from_model.py	467	CODE
LOW	tools/extract_loha_from_model.py	540	CODE
LOW	tools/extract_loha_from_model.py	616	CODE
LOW	tools/extract_loha_from_model.py	845	CODE
LOW	tools/analyse_loha.py	25	CODE
LOW	kohya_gui/lora_gui.py	1132	CODE
LOW	kohya_gui/lora_gui.py	2630	CODE
LOW	kohya_gui/extract_lycoris_locon_gui.py	26	CODE
LOW	kohya_gui/dataset_balancing_gui.py	18	CODE
LOW	kohya_gui/finetune_gui.py	610	CODE
LOW	kohya_gui/finetune_gui.py	1501	CODE
LOW	kohya_gui/textual_inversion_gui.py	968	CODE
LOW	kohya_gui/common_gui.py	170	CODE
LOW	kohya_gui/common_gui.py	379	CODE
LOW	kohya_gui/common_gui.py	804	CODE
LOW	kohya_gui/common_gui.py	1521	CODE
LOW	kohya_gui/anima_lllite_gui.py	777	CODE
LOW	kohya_gui/dreambooth_folder_creation_gui.py	84	CODE
LOW	kohya_gui/kontext_manual_caption_gui.py	165	CODE
LOW	kohya_gui/kontext_manual_caption_gui.py	215	CODE
LOW	kohya_gui/kontext_manual_caption_gui.py	383	CODE
LOW	kohya_gui/kontext_manual_caption_gui.py	452	CODE
LOW	kohya_gui/kontext_manual_caption_gui.py	524	CODE
LOW	kohya_gui/blip2_caption_gui.py	255	CODE
LOW	kohya_gui/class_command_executor.py	40	CODE
LOW	kohya_gui/dreambooth_gui.py	1219	CODE
LOW	kohya_gui/class_flux1.py	10	CODE
LOW	kohya_gui/sd_modeltype.py	18	CODE
LOW	kohya_gui/manual_caption_gui.py	116	CODE
LOW	kohya_gui/manual_caption_gui.py	184	CODE
LOW	kohya_gui/manual_caption_gui.py	239	CODE
LOW	kohya_gui/class_source_model.py	34	CODE
LOW	kohya_gui/class_accelerate_launch.py	13	CODE
LOW	kohya_gui/leco_gui.py	574	CODE
LOW	setup/validate_requirements.py	69	CODE
LOW	setup/setup_windows.py	18	CODE
LOW	setup/setup_windows.py	188	CODE
LOW	setup/setup_common.py	193	CODE
LOW	setup/setup_common.py	632	CODE
7 more matches not shown…

Unused Imports35 hits · 35 pts

Severity	File	Line	Context
LOW	tools/extract_lora_from_models-new.py	7	CODE
LOW	tools/caption_from_filename.py	2	CODE
LOW	tools/caption_from_filename.py	59	CODE
LOW	tools/lycoris_utils.py	1	CODE
LOW	tools/lycoris_utils.py	7	CODE
LOW	kohya_gui/lora_gui.py	6	CODE
LOW	kohya_gui/class_huggingface.py	2	CODE
LOW	kohya_gui/offline_assets.py	7	CODE
LOW	kohya_gui/wd14_caption_gui.py	113	CODE
LOW	kohya_gui/class_sample_images.py	3	CODE
LOW	kohya_gui/class_sd3.py	3	CODE
LOW	kohya_gui/class_sd3.py	3	CODE
LOW	kohya_gui/class_sd3.py	3	CODE
LOW	kohya_gui/class_sd3.py	3	CODE
LOW	kohya_gui/finetune_gui.py	8	CODE
LOW	kohya_gui/textual_inversion_gui.py	5	CODE
LOW	kohya_gui/anima_lllite_gui.py	12	CODE
LOW	kohya_gui/kontext_manual_caption_gui.py	7	CODE
LOW	kohya_gui/dreambooth_gui.py	6	CODE
LOW	kohya_gui/dreambooth_gui.py	7	CODE
LOW	kohya_gui/manual_caption_gui.py	2	CODE
LOW	kohya_gui/manual_caption_gui.py	6	CODE
LOW	kohya_gui/leco_gui.py	5	CODE
LOW	kohya_gui/class_gui_config.py	2	CODE
LOW	setup/docker_setup.py	1	CODE
LOW	setup/setup_common.py	820	CODE
LOW	setup/setup_common.py	825	CODE
LOW	tests/test_security_dependency_pins.py	12	CODE
LOW	tests/test_info_tooltip_gradio6.py	9	CODE
LOW	tests/test_wd14_caption_gui.py	12	CODE
LOW	tests/test_resize_lora_model.py	10	CODE
LOW	tests/test_resize_lora_gui.py	8	CODE
LOW	tests/test_xpu_requirements.py	8	CODE
LOW	tests/test_gradio_pin_policy.py	9	CODE
LOW	tests/test_tkinter_preflight.py	7	CODE

Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet	Context
HIGH	tools/cleanup_captions.py	check if a path is a valid directory and that it can be written to.	STRING
HIGH	tools/convert_images_to_webp.py	check if a path is a valid directory and that it can be written to.	STRING
HIGH	tools/convert_images_to_hq_jpg.py	check if a path is a valid directory and that it can be written to.	STRING
HIGH	tools/caption.py	check if a path is a valid directory and that it can be written to.	STRING
HIGH	tests/test_dreambooth_gui.py	gh #3543 m3: train/save/load buttons resolve args by component identity.	STRING
HIGH	tests/test_finetune_gui.py	gh #3543 m3: train/save/load buttons resolve args by component identity.	STRING
HIGH	tests/test_textual_inversion_gui.py	gh #3543 m3: train/save/load buttons resolve args by component identity.	STRING

Docstring Block Structure6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	tools/crop_images_to_n_buckets.py	46	Create groups of images from a sorted list of images. This function takes a sorted list of images and a group	STRING
HIGH	tools/crop_images_to_n_buckets.py	99	Crop the input image to the target aspect ratio. The function calculates the crop region for the input image based	STRING
HIGH	kohya_gui/common_gui.py	520	Opens a file dialog to select a file, allowing the user to navigate and choose a file with a specific extension.	STRING
HIGH	kohya_gui/common_gui.py	583	Opens a file dialog to select any file, allowing the user to navigate and choose a file. If no file is selected	STRING
HIGH	kohya_gui/common_gui.py	645	Opens a folder dialog to select a folder, allowing the user to navigate and choose a folder. If no folder is se	STRING
HIGH	kohya_gui/common_gui.py	742	Opens a file dialog to select a file name for saving, allowing the user to specify a file name and location. If	STRING

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	setup.sh	561	# create_symlinks "$libnvinfer_plugin_symlink" "$libnvinfer_plugin_target"	COMMENT
LOW	requirements_linux_ipex.txt	1	# Legacy filename kept for older docs/scripts that pass this path explicitly.	COMMENT
LOW	local_train.py	61	# 4. Clone kohya_ss	COMMENT
LOW	gui-uv.sh	61	# Ensure you have the necessary build tools (like CUDA toolkit for cuda11x).	COMMENT
LOW	gui-uv.sh	81	# # Assuming uv environment is active or will be activated by the main command:	COMMENT
LOW	tools/dummy_loha.py	101		COMMENT
LOW	tools/dummy_loha.py	201	# for the layers defined in EXAMPLE_LAYERS_CONFIG.	COMMENT
LOW	kohya_gui/extract_lycoris_locon_gui.py	141	###	COMMENT
LOW	kohya_gui/class_sample_images.py	41		COMMENT
LOW	kohya_gui/class_sample_images.py	61	# str: The command string for sampling images.	COMMENT
LOW	kohya_gui/class_sample_images.py	81	# # Append the sampler with proper quoting for safety against special characters	COMMENT
LOW	setup/tkinter_preflight.sh	1	#!/usr/bin/env bash	COMMENT
LOW	assets/js/info_tooltip.js	1	// Positions revealed `info=` hint text as a viewport-fixed tooltip anchored	COMMENT

AI Structural Patterns3 hits · 2 pts

Severity	File	Line	Context
LOW	tools/extract_lora_from_models-new.py	340	CODE
LOW	tools/extract_loha_from_model.py	616	CODE
LOW	kohya_gui/blip2_caption_gui.py	112	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/extract_lora_from_models-new.py	30	logger = logging.getLogger(__name__) # Get logger for this module	CODE
LOW	tools/lcm_convert.py	11	logger = logging.getLogger(__name__)	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings