huggingface/diffusers

22.1

Adjusted Score

22.1

Raw Score

100%

Time Factor

2026-07-14

Last Push

34.1K

Stars

Python

Language

1.1M

Lines of Code

2.7K

Files

14.4K

Pattern Hits

2026-07-14

Scan Date

0.94

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 7HIGH 2550MEDIUM 466LOW 11418

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 14441 distinct pattern matches across 24 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.

Cross-File Repetition2156 hits · 10780 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	docs/source/zh/conceptual/contribution.md	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	docs/source/ko/conceptual/contribution.md	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	docs/source/en/conceptual/contribution.md	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	…/pipelines/deprecated/alt_diffusion/pipeline_output.py	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	src/diffusers/pipelines/ledits_pp/pipeline_output.py	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	…iffusers/pipelines/stable_diffusion/pipeline_output.py	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	…eprecated/semantic_stable_diffusion/pipeline_output.py	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	…ble_diffusion_ldm3d/pipeline_stable_diffusion_ldm3d.py	0	output class for stable diffusion pipelines. args: rgb (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im	STRING
HIGH	tests/testing_utils.py	0	helper function for reproducible behavior during distributed training. see - https://pytorch.org/docs/stable/notes/rando	STRING
HIGH	src/diffusers/utils/testing_utils.py	0	helper function for reproducible behavior during distributed training. see - https://pytorch.org/docs/stable/notes/rando	STRING
HIGH	src/diffusers/utils/torch_utils.py	0	helper function for reproducible behavior during distributed training. see - https://pytorch.org/docs/stable/notes/rando	STRING
HIGH	…sts/models/transformers/test_models_transformer_wan.py	0	bitsandbytes quantization tests for wan animate transformer 3d.	STRING
HIGH	…odels/transformers/test_models_transformer_wan_vace.py	0	bitsandbytes quantization tests for wan animate transformer 3d.	STRING
HIGH	…ls/transformers/test_models_transformer_wan_animate.py	0	bitsandbytes quantization tests for wan animate transformer 3d.	STRING
HIGH	…sts/models/transformers/test_models_transformer_wan.py	0	override to provide inputs matching the tiny wan animate model dimensions.	STRING
HIGH	…odels/transformers/test_models_transformer_wan_vace.py	0	override to provide inputs matching the tiny wan animate model dimensions.	STRING
HIGH	…ls/transformers/test_models_transformer_wan_animate.py	0	override to provide inputs matching the tiny wan animate model dimensions.	STRING
HIGH	tests/quantization/gguf/test_gguf.py	0	a simple tests to check if the modules under `_keep_in_fp32_modules` are kept in fp32. also ensures if inference works.	STRING
HIGH	tests/quantization/bnb/test_mixed_int8.py	0	a simple tests to check if the modules under `_keep_in_fp32_modules` are kept in fp32. also ensures if inference works.	STRING
HIGH	tests/quantization/bnb/test_4bit.py	0	a simple tests to check if the modules under `_keep_in_fp32_modules` are kept in fp32. also ensures if inference works.	STRING
HIGH	tests/quantization/quanto/test_quanto.py	0	a simple tests to check if the modules under `_keep_in_fp32_modules` are kept in fp32. also ensures if inference works.	STRING
HIGH	tests/quantization/bnb/test_mixed_int8.py	0	a simple test to check if the model conversion has been done correctly by checking on the memory footprint of the conver	STRING
HIGH	tests/quantization/bnb/test_4bit.py	0	a simple test to check if the model conversion has been done correctly by checking on the memory footprint of the conver	STRING
HIGH	tests/quantization/torchao/test_torchao.py	0	a simple test to check if the model conversion has been done correctly by checking on the memory footprint of the conver	STRING
HIGH	docs/source/pt/stable_diffusion.md	0	cinematic film still of a cat sipping a margarita in a pool in palm springs, california highly detailed, high budget hol	STRING
HIGH	docs/source/zh/optimization/speed-memory-optims.md	0	cinematic film still of a cat sipping a margarita in a pool in palm springs, california highly detailed, high budget hol	STRING
HIGH	docs/source/en/stable_diffusion.md	0	cinematic film still of a cat sipping a margarita in a pool in palm springs, california highly detailed, high budget hol	STRING
HIGH	docs/source/en/quicktour.md	0	cinematic film still of a cat sipping a margarita in a pool in palm springs, california highly detailed, high budget hol	STRING
HIGH	docs/source/en/optimization/attention_backends.md	0	cinematic film still of a cat sipping a margarita in a pool in palm springs, california highly detailed, high budget hol	STRING
HIGH	docs/source/en/optimization/speed-memory-optims.md	0	cinematic film still of a cat sipping a margarita in a pool in palm springs, california highly detailed, high budget hol	STRING
HIGH	docs/source/en/training/distributed_inference.md	0	cinematic film still of a cat sipping a margarita in a pool in palm springs, california highly detailed, high budget hol	STRING
HIGH	docs/source/en/using-diffusers/loading.md	0	cinematic film still of a cat sipping a margarita in a pool in palm springs, california highly detailed, high budget hol	STRING
HIGH	docs/source/zh/optimization/speed-memory-optims.md	0	steamboat willie style, golden era animation, the camera rushes from far to near in a low-angle shot, revealing a white	STRING
HIGH	docs/source/en/optimization/speed-memory-optims.md	0	steamboat willie style, golden era animation, the camera rushes from far to near in a low-angle shot, revealing a white	STRING
HIGH	docs/source/en/using-diffusers/text-img2vid.md	0	steamboat willie style, golden era animation, the camera rushes from far to near in a low-angle shot, revealing a white	STRING
HIGH	docs/source/en/api/pipelines/wan.md	0	steamboat willie style, golden era animation, the camera rushes from far to near in a low-angle shot, revealing a white	STRING
HIGH	docs/source/zh/optimization/speed-memory-optims.md	0	bright tones, overexposed, static, blurred details, subtitles, style, works, paintings, images, static, overall gray, wo	STRING
HIGH	docs/source/en/optimization/speed-memory-optims.md	0	bright tones, overexposed, static, blurred details, subtitles, style, works, paintings, images, static, overall gray, wo	STRING
HIGH	docs/source/en/using-diffusers/text-img2vid.md	0	bright tones, overexposed, static, blurred details, subtitles, style, works, paintings, images, static, overall gray, wo	STRING
HIGH	docs/source/en/api/pipelines/wan.md	0	bright tones, overexposed, static, blurred details, subtitles, style, works, paintings, images, static, overall gray, wo	STRING
HIGH	docs/source/en/api/pipelines/helios.md	0	bright tones, overexposed, static, blurred details, subtitles, style, works, paintings, images, static, overall gray, wo	STRING
HIGH	…/unconditional_image_generation/train_unconditional.py	0	extract values from a 1-d numpy array for a batch of indices. :param arr: the 1-d numpy array. :param timesteps: a tenso	STRING
HIGH	…/unconditional_image_generation/train_unconditional.py	0	extract values from a 1-d numpy array for a batch of indices. :param arr: the 1-d numpy array. :param timesteps: a tenso	STRING
HIGH	…ects/consistency_training/train_cm_ct_unconditional.py	0	extract values from a 1-d numpy array for a batch of indices. :param arr: the 1-d numpy array. :param timesteps: a tenso	STRING
HIGH	examples/controlnet/train_controlnet_flux.py	0	# cogview4-control-{repo_id} these are control weights trained on {base_model} with new type of conditioning. {img_str}	STRING
HIGH	examples/flux-control/train_control_lora_flux.py	0	# cogview4-control-{repo_id} these are control weights trained on {base_model} with new type of conditioning. {img_str}	STRING
HIGH	examples/flux-control/train_control_flux.py	0	# cogview4-control-{repo_id} these are control weights trained on {base_model} with new type of conditioning. {img_str}	STRING
HIGH	examples/cogview4-control/train_control_cogview4.py	0	# cogview4-control-{repo_id} these are control weights trained on {base_model} with new type of conditioning. {img_str}	STRING
HIGH	examples/controlnet/train_controlnet_sdxl.py	0	# controlnet-{repo_id} these are controlnet weights trained on {base_model} with new type of conditioning. {img_str}	STRING
HIGH	examples/controlnet/train_controlnet.py	0	# controlnet-{repo_id} these are controlnet weights trained on {base_model} with new type of conditioning. {img_str}	STRING
HIGH	…rch_projects/controlnet/train_controlnet_webdataset.py	0	# controlnet-{repo_id} these are controlnet weights trained on {base_model} with new type of conditioning. {img_str}	STRING
HIGH	…research_projects/pixart/train_pixart_controlnet_hf.py	0	# controlnet-{repo_id} these are controlnet weights trained on {base_model} with new type of conditioning. {img_str}	STRING
HIGH	…andinsky2_2/text_to_image/train_text_to_image_prior.py	0	more information on all the cli arguments and the environment are available on your [`wandb` run page]({wandb_run_url}).	STRING
HIGH	…dinsky2_2/text_to_image/train_text_to_image_decoder.py	0	more information on all the cli arguments and the environment are available on your [`wandb` run page]({wandb_run_url}).	STRING
HIGH	…/wuerstchen/text_to_image/train_text_to_image_prior.py	0	more information on all the cli arguments and the environment are available on your [`wandb` run page]({wandb_run_url}).	STRING
HIGH	…stchen/text_to_image/train_text_to_image_lora_prior.py	0	more information on all the cli arguments and the environment are available on your [`wandb` run page]({wandb_run_url}).	STRING
HIGH	…ber_loss_training/text_to_image/train_text_to_image.py	0	more information on all the cli arguments and the environment are available on your [`wandb` run page]({wandb_run_url}).	STRING
HIGH	examples/text_to_image/train_text_to_image.py	0	more information on all the cli arguments and the environment are available on your [`wandb` run page]({wandb_run_url}).	STRING
HIGH	…andinsky2_2/text_to_image/train_text_to_image_prior.py	0	returns either a context list that includes one that will disable zero.init or an empty context list	STRING
2096 more matches not shown…

Hyper-Verbose Identifiers4346 hits · 3914 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/testing_utils.py	1566	def backend_reset_peak_memory_stats(device: str):	CODE
LOW⚡	tests/testing_utils.py	1570	def backend_reset_max_memory_allocated(device: str):	CODE
LOW⚡	tests/testing_utils.py	1574	def backend_max_memory_allocated(device: str):	CODE
LOW⚡	tests/testing_utils.py	1580	def backend_supports_training(device: str):	CODE
LOW	tests/testing_utils.py	203	def numpy_cosine_similarity_distance(a, b):	CODE
LOW	tests/testing_utils.py	513	def require_torch_version_greater_equal(torch_version):	CODE
LOW	tests/testing_utils.py	526	def require_torch_version_greater(torch_version):	CODE
LOW	tests/testing_utils.py	543	def require_torch_cuda_compatibility(expected_compute_capability):	CODE
LOW	tests/testing_utils.py	557	def require_torch_accelerator(test_case):	CODE
LOW	tests/testing_utils.py	584	def require_torch_multi_accelerator(test_case):	CODE
LOW	tests/testing_utils.py	614	def require_big_gpu_with_torch_cuda(test_case):	CODE
LOW	tests/testing_utils.py	663	def require_torch_accelerator_with_training(test_case):	CODE
LOW	tests/testing_utils.py	763	def require_peft_version_greater(peft_version):	CODE
LOW	tests/testing_utils.py	780	def require_transformers_version_greater(transformers_version):	CODE
LOW	tests/testing_utils.py	798	def require_accelerate_version_greater(accelerate_version):	CODE
LOW	tests/testing_utils.py	811	def require_bitsandbytes_version_greater(bnb_version):	CODE
LOW	tests/testing_utils.py	823	def require_hf_hub_version_greater(hf_hub_version):	CODE
LOW	tests/testing_utils.py	836	def require_gguf_version_greater_or_equal(gguf_version):	CODE
LOW	tests/testing_utils.py	848	def require_torchao_version_greater_or_equal(torchao_version):	CODE
LOW	tests/testing_utils.py	860	def require_auto_round_version_greater_or_equal(auto_round_version):	CODE
LOW	tests/testing_utils.py	873	def require_kernels_version_greater_or_equal(kernels_version):	CODE
LOW	tests/testing_utils.py	885	def require_modelopt_version_greater_or_equal(modelopt_version):	CODE
LOW	tests/testing_utils.py	895	def deprecate_after_peft_backend(test_case):	CODE
LOW	tests/testing_utils.py	1127	def pytest_terminal_summary_main(tr, id):	CODE
LOW	tests/testing_utils.py	1538	def _device_agnostic_dispatch(device: str, dispatch_table: dict[str, Callable], args, *kwargs):	CODE
LOW	tests/testing_utils.py	1685	def _get_expected_safetensors_files(	CODE
LOW	tests/testing_utils.py	1768	def _check_safetensors_serialization(	CODE
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	63	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	85	def test_single_file_components(self):	CODE
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	98	def test_single_file_components_local_files_only(self):	CODE
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	112	def test_single_file_components_with_original_config(self):	CODE
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	121	def test_single_file_components_with_original_config_local_files_only(self):	CODE
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	142	def test_single_file_components_with_diffusers_config(self):	CODE
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	151	def test_single_file_components_with_diffusers_config_local_files_only(self):	CODE
LOW	…ts/single_file/test_stable_diffusion_xl_single_file.py	52	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	tests/single_file/test_model_vae_single_file.py	52	def test_single_file_inference_same_as_pretrained(self):	CODE
LOW	tests/single_file/test_model_vae_single_file.py	71	def test_single_file_arguments(self):	CODE
LOW	…ngle_file/test_stable_diffusion_upscale_single_file.py	41	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	…ngle_file/test_stable_diffusion_upscale_single_file.py	75	def test_single_file_components_with_original_config(self):	CODE
LOW	…ngle_file/test_stable_diffusion_upscale_single_file.py	83	def test_single_file_components_with_original_config_local_files_only(self):	CODE
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	63	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	88	def test_single_file_components(self):	CODE
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	102	def test_single_file_components_local_files_only(self):	CODE
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	123	def test_single_file_components_with_original_config(self):	CODE
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	141	def test_single_file_components_with_original_config_local_files_only(self):	CODE
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	164	def test_single_file_components_with_diffusers_config(self):	CODE
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	175	def test_single_file_components_with_diffusers_config_local_files_only(self):	CODE
LOW	…ngle_file/test_stable_diffusion_inpaint_single_file.py	61	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	…ngle_file/test_stable_diffusion_inpaint_single_file.py	72	def test_single_file_components_with_original_config(self):	CODE
LOW	…ngle_file/test_stable_diffusion_inpaint_single_file.py	76	def test_single_file_components_with_original_config_local_files_only(self):	CODE
LOW	…ngle_file/test_stable_diffusion_inpaint_single_file.py	119	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	…e_file/test_stable_diffusion_xl_img2img_single_file.py	60	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	…e_file/test_stable_diffusion_xl_img2img_single_file.py	76	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	…s/single_file/test_model_autoencoder_dc_single_file.py	50	def test_single_file_inference_same_as_pretrained(self):	CODE
LOW	…s/single_file/test_model_autoencoder_dc_single_file.py	67	def test_single_file_in_type_variant_components(self):	CODE
LOW	…s/single_file/test_model_autoencoder_dc_single_file.py	86	def test_single_file_mix_type_variant_components(self):	CODE
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	70	def test_single_file_format_inference_is_same_as_pretrained(self):	CODE
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	89	def test_single_file_components(self):	CODE
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	102	def test_single_file_components_local_files_only(self):	CODE
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	117	def test_single_file_components_with_original_config(self):	CODE
4286 more matches not shown…

Docstring Block Structure380 hits · 1900 pts

Severity	File	Line	Snippet	Context
HIGH	utils/check_forward_call_docstrings.py	15	Check that arguments of ``forward()`` (for models) and ``__call__()`` (for pipelines) match the method's docstring exac	STRING
HIGH	examples/research_projects/anytext/anytext.py	1970	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	…_projects/promptdiffusion/pipeline_prompt_diffusion.py	938	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	…ch_projects/pixart/pipeline_pixart_alpha_controlnet.py	820	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/pipeline_zero1to3.py	624	Function invoked when calling the pipeline for generation. Args: input_imgs (`PIL` or `Lis	STRING
HIGH	examples/community/mod_controlnet_tile_sr_sdxl.py	1084	Calculates the number of tiles needed to cover an image, choosing the appropriate formula based on the	STRING
HIGH	examples/community/mod_controlnet_tile_sr_sdxl.py	1292	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…mmunity/stable_diffusion_controlnet_inpaint_img2img.py	755	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…les/community/pipeline_flux_kontext_multiple_images.py	851	Function invoked when calling the pipeline for generation. Args: image (`torch.Tensor`, `P	STRING
HIGH	…munity/pipeline_stable_diffusion_3_instruct_pix2pix.py	896	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…/community/stable_diffusion_xl_controlnet_reference.py	375	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	examples/community/mixture_tiling.py	184	Function to run the diffusion pipeline with tiling support. Args: prompt: either a single	STRING
HIGH	examples/community/pipeline_stg_hunyuan_video.py	586	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	examples/community/pipeline_flux_with_cfg.py	632	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/pipeline_stable_diffusion_xl_ipex.py	759	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/stable_diffusion_repaint.py	43	Prepares a pair (image, mask) to be consumed by the Stable Diffusion pipeline. This means that those inputs will be	STRING
HIGH	examples/community/stable_diffusion_repaint.py	633	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[str	STRING
HIGH	…/community/pipeline_hunyuandit_differential_img2img.py	770	The call function to the pipeline for generation with HunyuanDiT. Args: prompt (`str` or `	STRING
HIGH	examples/community/pipeline_stable_diffusion_boxdiff.py	1353	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	examples/community/adaptive_mask_inpainting.py	206	Prepares a pair (image, mask) to be consumed by the Stable Diffusion pipeline. This means that those inputs will be	STRING
HIGH	examples/community/adaptive_mask_inpainting.py	884	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	examples/community/fresco_v2v.py	2082	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	…line_stable_diffusion_xl_controlnet_adapter_inpaint.py	175	Prepares a pair (image, mask) to be consumed by the Stable Diffusion pipeline. This means that those inputs will be	STRING
HIGH	…line_stable_diffusion_xl_controlnet_adapter_inpaint.py	1240	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…ty/pipeline_stable_diffusion_3_differential_img2img.py	699	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/pipeline_demofusion_sdxl.py	662	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/run_tensorrt_controlnet.py	651	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/pipeline_stg_ltx.py	589	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/pipeline_animatediff_ipex.py	598	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	…es/community/pipeline_faithdiff_stable_diffusion_xl.py	1838	Function invoked when calling the pipeline for generation. Args: lr_img (PipelineImageInpu	STRING
HIGH	examples/community/pipeline_stable_diffusion_pag.py	1126	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opti	STRING
HIGH	examples/community/stable_diffusion_reference.py	286	Check the validity of the input arguments for the diffusion model. Args: prompt (Optional[	STRING
HIGH	examples/community/stable_diffusion_reference.py	849	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…unity/pipeline_stable_diffusion_xl_attentive_eraser.py	326	Prepares a pair (image, mask) to be consumed by the Stable Diffusion pipeline. This means that those inputs will be	STRING
HIGH	…unity/pipeline_stable_diffusion_xl_attentive_eraser.py	1660	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…les/community/stable_diffusion_controlnet_reference.py	135	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/stable_diffusion_xl_reference.py	317	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…les/community/pipeline_controlnet_xl_kolors_img2img.py	995	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/pipeline_controlnet_xl_kolors.py	821	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…y/pipeline_stable_diffusion_xl_differential_img2img.py	978	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/matryoshka.py	4278	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	…les/community/pipeline_z_image_differential_img2img.py	477	Function invoked when calling the pipeline for image-to-image generation. Args: prompt (`s	STRING
HIGH	examples/community/pipeline_stg_mochi.py	592	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…s/community/pipeline_stable_diffusion_upscale_ldm3d.py	533	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	examples/community/rerender_a_video.py	627	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…es/community/pipeline_stable_diffusion_xl_instantid.py	586	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	examples/community/lpw_stable_diffusion_xl.py	1437	Function invoked when calling the pipeline for generation. Args: prompt (`str`):	STRING
HIGH	examples/community/pipeline_kolors_inpainting.py	123	Prepares a pair (image, mask) to be consumed by the Stable Diffusion pipeline. This means that those inputs will be	STRING
HIGH	examples/community/pipeline_kolors_inpainting.py	1121	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/stable_diffusion_ipex.py	583	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/mixture_tiling_sdxl.py	803	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/gluegen.py	607	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	examples/community/instaflow_one_step.py	522	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	…mples/community/stable_diffusion_controlnet_inpaint.py	767	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…ples/community/pipeline_kolors_differential_img2img.py	819	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	examples/community/pipeline_fabric.py	521	The call function to the pipeline for generation. Generate a trajectory of images with binary feedback. The	STRING
HIGH	examples/community/pipeline_animatediff_controlnet.py	777	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	examples/community/pipeline_flux_semantic_guidance.py	825	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…nity/pipeline_stable_diffusion_xl_instandid_img2img.py	590	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt	STRING
HIGH	…ples/community/pipline_flux_fill_controlnet_Inpaint.py	865	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
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Unused Imports2424 hits · 1690 pts

Severity	File	Line	Context
LOW	tests/models/unets/test_unet_2d_blocks.py	17	CODE
LOW	tests/models/testing_utils/__init__.py	1	CODE
LOW	tests/models/testing_utils/__init__.py	1	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	2	CODE
LOW	tests/models/testing_utils/__init__.py	15	CODE
LOW	tests/models/testing_utils/__init__.py	15	CODE
LOW	tests/models/testing_utils/__init__.py	16	CODE
LOW	tests/models/testing_utils/__init__.py	17	CODE
LOW	tests/models/testing_utils/__init__.py	18	CODE
LOW	tests/models/testing_utils/__init__.py	18	CODE
LOW	tests/models/testing_utils/__init__.py	19	CODE
LOW	tests/models/testing_utils/__init__.py	19	CODE
LOW	tests/models/testing_utils/__init__.py	19	CODE
LOW	tests/models/testing_utils/__init__.py	19	CODE
LOW	tests/models/testing_utils/__init__.py	20	CODE
LOW	tests/models/testing_utils/__init__.py	20	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	21	CODE
LOW	tests/models/testing_utils/__init__.py	46	CODE
LOW	tests/models/testing_utils/__init__.py	47	CODE
LOW	utils/check_forward_call_docstrings.py	45	CODE
LOW	…ples/reinforcement_learning/run_diffuser_locomotion.py	1	CODE
LOW	examples/server-async/utils/__init__.py	1	CODE
LOW	examples/server-async/utils/__init__.py	2	CODE
LOW	examples/inference/inpainting.py	3	CODE
LOW	examples/inference/image_to_image.py	3	CODE
LOW	examples/dreambooth/train_dreambooth_lora_ideogram4.py	1163	CODE
LOW	examples/community/pipeline_prompt2prompt.py	15	CODE
LOW	scripts/convert_sana_to_diffusers.py	2	CODE
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Over-Commented Block1394 hits · 1387 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
LOW	setup.py	161	deps = {b: a for a, b in (re.findall(r"^(([^!=<>~]+)(?:[!=<>~].*)?$)", x)[0] for x in _deps)}	COMMENT
LOW	tests/conftest.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
LOW	…/single_file/test_model_wan_autoencoder_single_file.py	1	# coding=utf-8	COMMENT
LOW	tests/single_file/test_lumina2_transformer.py	1	# coding=utf-8	COMMENT
LOW	…single_file/test_model_flux_transformer_single_file.py	1	# coding=utf-8	COMMENT
LOW	tests/single_file/test_model_vae_single_file.py	1	# coding=utf-8	COMMENT
LOW	…s/single_file/test_model_autoencoder_dc_single_file.py	1	# coding=utf-8	COMMENT
LOW	tests/single_file/test_model_controlnet_single_file.py	1	# coding=utf-8	COMMENT
LOW	…ingle_file/test_model_wan_transformer3d_single_file.py	1	# coding=utf-8	COMMENT
LOW	…/single_file/test_model_sd_cascade_unet_single_file.py	1	# coding=utf-8	COMMENT
LOW	…s/single_file/test_model_motion_adapter_single_file.py	1	# coding=utf-8	COMMENT
LOW	…/modular_pipelines/test_conditional_pipeline_blocks.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
LOW	…dular_pipelines/helios/test_modular_pipeline_helios.py	1	# coding=utf-8	COMMENT
LOW	…sts/modular_pipelines/ltx/test_modular_pipeline_ltx.py	1	# coding=utf-8	COMMENT
LOW	…s/modular_pipelines/flux/test_modular_pipeline_flux.py	1	# coding=utf-8	COMMENT
LOW	…modular_pipelines/flux2/test_modular_pipeline_flux2.py	1	# coding=utf-8	COMMENT
LOW	…r_pipelines/flux2/test_modular_pipeline_flux2_klein.py	1	# coding=utf-8	COMMENT
LOW	…elines/flux2/test_modular_pipeline_flux2_klein_base.py	1	# coding=utf-8	COMMENT
LOW	…modular_pipelines/anima/test_modular_pipeline_anima.py	1	# Copyright 2026 The HuggingFace Team.	COMMENT
LOW	…ular_pipelines/cosmos/test_modular_pipeline_cosmos3.py	1	# coding=utf-8	COMMENT
LOW	…ular_pipelines/qwen/test_modular_pipeline_qwenimage.py	1	# coding=utf-8	COMMENT
LOW	…sts/modular_pipelines/wan/test_modular_pipeline_wan.py	1	# coding=utf-8	COMMENT
LOW	…lar_pipelines/z_image/test_modular_pipeline_z_image.py	1	# coding=utf-8	COMMENT
LOW	…iffusion_3/test_modular_pipeline_stable_diffusion_3.py	1	# coding=utf-8	COMMENT
LOW	…fusion_xl/test_modular_pipeline_stable_diffusion_xl.py	1	# coding=utf-8	COMMENT
LOW	…uan_video1_5/test_modular_pipeline_hunyuan_video1_5.py	1	# coding=utf-8	COMMENT
LOW	…lines/ernie_image/test_modular_pipeline_ernie_image.py	1	# coding=utf-8	COMMENT
LOW	tests/others/test_utils.py	1	# coding=utf-8	COMMENT
LOW	tests/others/test_ema.py	1	# coding=utf-8	COMMENT
LOW	tests/others/test_hub_utils.py	1	# coding=utf-8	COMMENT
LOW	tests/others/test_dependencies.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
LOW	tests/others/test_check_copies.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
LOW	tests/others/test_check_dummies.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
LOW	tests/others/test_flashpack.py	1	# coding=utf-8	COMMENT
LOW	tests/others/test_training.py	1	# coding=utf-8	COMMENT
LOW	tests/others/test_image_processor.py	1	# coding=utf-8	COMMENT
LOW	tests/others/test_config.py	1	# coding=utf-8	COMMENT
LOW	tests/others/test_video_processor.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/test_pipelines.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/test_pipelines_combined.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/test_pipelines_auto.py	1	# coding=utf-8	COMMENT
LOW	…ble_diffusion_adapter/test_stable_diffusion_adapter.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/qwenimage/test_qwenimage_controlnet.py	1	# Copyright 2025 The HuggingFace Team.	COMMENT
LOW	tests/pipelines/qwenimage/test_qwenimage_edit.py	1	# Copyright 2025 The HuggingFace Team.	COMMENT
LOW	tests/pipelines/qwenimage/test_qwenimage_inpaint.py	1	# Copyright 2025 The HuggingFace Team.	COMMENT
LOW	tests/pipelines/qwenimage/test_qwenimage_edit_plus.py	1	# Copyright 2025 The HuggingFace Team.	COMMENT
LOW	tests/pipelines/qwenimage/test_qwenimage.py	1	# Copyright 2025 The HuggingFace Team.	COMMENT
LOW	tests/pipelines/mochi/test_mochi.py	1	# Copyright 2025 The HuggingFace Team.	COMMENT
LOW	tests/pipelines/helios/test_helios.py	1	# Copyright 2025 The HuggingFace Team.	COMMENT
LOW	tests/pipelines/kolors/test_kolors.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/kolors/test_kolors_img2img.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/kandinsky/test_kandinsky_img2img.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/kandinsky/test_kandinsky.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/kandinsky/test_kandinsky_combined.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/kandinsky/test_kandinsky_prior.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/kandinsky/test_kandinsky_inpaint.py	1	# coding=utf-8	COMMENT
LOW	tests/pipelines/motif_video/test_motif_video.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
LOW	…/pipelines/motif_video/test_motif_video_image2video.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.	COMMENT
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Deep Nesting1424 hits · 1386 pts

Severity	File	Line	Context
LOW	tests/testing_utils.py	908	CODE
LOW	tests/testing_utils.py	1127	CODE
LOW	tests/testing_utils.py	1685	CODE
LOW	…sts/modular_pipelines/test_modular_pipelines_common.py	328	CODE
LOW	…sts/modular_pipelines/test_modular_pipelines_common.py	418	CODE
LOW	tests/others/test_dependencies.py	25	CODE
LOW	tests/others/test_video_processor.py	31	CODE
LOW	tests/others/test_video_processor.py	76	CODE
LOW	tests/pipelines/test_pipelines_common.py	1433	CODE
LOW	tests/pipelines/test_pipelines_common.py	1627	CODE
LOW	tests/pipelines/test_pipelines_common.py	1802	CODE
LOW	tests/pipelines/test_pipelines_common.py	1904	CODE
LOW	tests/pipelines/test_pipelines_common.py	2072	CODE
LOW	tests/pipelines/test_pipelines_common.py	2129	CODE
LOW	…ble_diffusion_adapter/test_stable_diffusion_adapter.py	432	CODE
LOW	…ble_diffusion_adapter/test_stable_diffusion_adapter.py	496	CODE
LOW	…ble_diffusion_adapter/test_stable_diffusion_adapter.py	525	CODE
LOW	tests/pipelines/ltx2/test_ltx2_hdr.py	287	CODE
LOW	…elines/ip_adapters/test_ip_adapter_stable_diffusion.py	104	CODE
LOW	tests/pipelines/z_image/test_z_image_img2img.py	204	CODE
LOW	tests/pipelines/z_image/test_z_image_inpaint.py	213	CODE
LOW	tests/pipelines/z_image/test_z_image.py	197	CODE
LOW	…table_diffusion_xl/test_stable_diffusion_xl_adapter.py	458	CODE
LOW	…table_diffusion_xl/test_stable_diffusion_xl_adapter.py	520	CODE
LOW	…table_diffusion_xl/test_stable_diffusion_xl_adapter.py	549	CODE
LOW	…ts/pipelines/nucleusmoe_image/test_nucleusmoe_image.py	238	CODE
LOW	tests/models/test_modeling_common.py	228	CODE
LOW	tests/models/unets/test_models_unet_2d_condition.py	73	CODE
LOW	tests/models/unets/test_models_unet_2d_condition.py	128	CODE
LOW	tests/models/unets/test_models_unet_2d_condition.py	228	CODE
LOW	tests/models/unets/test_models_unet_2d_condition.py	286	CODE
LOW	tests/models/testing_utils/memory.py	306	CODE
LOW	tests/models/testing_utils/quantization.py	255	CODE
LOW	tests/models/testing_utils/quantization.py	286	CODE
LOW	tests/models/testing_utils/cache.py	130	CODE
LOW	tests/models/testing_utils/common.py	64	CODE
LOW	tests/quantization/bnb/test_4bit.py	777	CODE
LOW	tests/lora/utils.py	1486	CODE
LOW	tests/lora/utils.py	1891	CODE
LOW	tests/schedulers/test_scheduler_dpm_single.py	179	CODE
LOW	tests/schedulers/test_scheduler_dpm_single.py	198	CODE
LOW	tests/schedulers/test_schedulers.py	672	CODE
LOW	tests/schedulers/test_scheduler_dpm_multi_inverse.py	146	CODE
LOW	tests/schedulers/test_scheduler_dpm_multi_inverse.py	165	CODE
LOW	…s/schedulers/test_scheduler_edm_dpmsolver_multistep.py	149	CODE
LOW	…s/schedulers/test_scheduler_edm_dpmsolver_multistep.py	170	CODE
LOW	tests/schedulers/test_scheduler_deis.py	168	CODE
LOW	tests/schedulers/test_scheduler_deis.py	187	CODE
LOW	tests/schedulers/test_scheduler_dpm_multi.py	180	CODE
LOW	tests/schedulers/test_scheduler_dpm_multi.py	199	CODE
LOW	tests/schedulers/test_scheduler_unipc.py	165	CODE
LOW	tests/schedulers/test_scheduler_unipc.py	235	CODE
LOW	utils/label_issues.py	72	CODE
LOW	utils/remind_link_issue.py	125	CODE
LOW	utils/log_reports.py	17	CODE
LOW	utils/consolidated_test_report.py	24	CODE
LOW	utils/consolidated_test_report.py	92	CODE
LOW	utils/consolidated_test_report.py	136	CODE
LOW	utils/consolidated_test_report.py	240	CODE
LOW	utils/consolidated_test_report.py	350	CODE
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AI Structural Patterns1281 hits · 1248 pts

Severity	File	Line	Context
LOW	…sts/modular_pipelines/test_modular_pipelines_common.py	505	CODE
LOW	tests/quantization/test_pipeline_level_quantization.py	301	CODE
LOW	…amples/cogvideo/train_cogvideox_image_to_video_lora.py	433	CODE
LOW	examples/cogvideo/train_cogvideox_lora.py	417	CODE
LOW	…amples/research_projects/anytext/anytext_controlnet.py	176	CODE
LOW	…amples/research_projects/anytext/anytext_controlnet.py	258	CODE
LOW	examples/research_projects/anytext/anytext.py	321	CODE
LOW	examples/research_projects/anytext/anytext.py	1658	CODE
LOW	examples/research_projects/anytext/anytext.py	1935	CODE
LOW	examples/research_projects/anytext/ocr_recog/RecSVTR.py	20	CODE
LOW	examples/research_projects/anytext/ocr_recog/RecSVTR.py	53	CODE
LOW	examples/research_projects/anytext/ocr_recog/RecSVTR.py	128	CODE
LOW	examples/research_projects/anytext/ocr_recog/RecSVTR.py	191	CODE
LOW	examples/research_projects/anytext/ocr_recog/RecSVTR.py	362	CODE
LOW	examples/research_projects/anytext/ocr_recog/RNN.py	102	CODE
LOW	examples/research_projects/anytext/ocr_recog/RNN.py	106	CODE
LOW	…rch_projects/controlnet/train_controlnet_webdataset.py	194	CODE
LOW	…cts/onnxruntime/textual_inversion/textual_inversion.py	480	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1258	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1927	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1980	CODE
LOW	…_projects/promptdiffusion/pipeline_prompt_diffusion.py	908	CODE
LOW	…_projects/promptdiffusion/promptdiffusioncontrolnet.py	102	CODE
LOW	…_projects/promptdiffusion/promptdiffusioncontrolnet.py	182	CODE
LOW	…led_huber_loss_training/dreambooth/train_dreambooth.py	637	CODE
LOW	…uber_loss_training/dreambooth/train_dreambooth_lora.py	577	CODE
LOW	examples/research_projects/rdm/retriever.py	41	CODE
LOW	examples/research_projects/rdm/pipeline_rdm.py	155	CODE
LOW	…es/research_projects/pixart/controlnet_pixart_alpha.py	14	CODE
LOW	…es/research_projects/pixart/controlnet_pixart_alpha.py	153	CODE
LOW	…ch_projects/pixart/pipeline_pixart_alpha_controlnet.py	318	CODE
LOW	…ch_projects/pixart/pipeline_pixart_alpha_controlnet.py	789	CODE
LOW	…/intel_opts/textual_inversion_dfq/textual_inversion.py	331	CODE
LOW	…intel_opts/textual_inversion/textual_inversion_bf16.py	273	CODE
LOW	…cts/multi_token_textual_inversion/textual_inversion.py	458	CODE
LOW	…ulti_token_textual_inversion/textual_inversion_flax.py	243	CODE
LOW	…fusion_training/train_dreambooth_lora_sd15_advanced.py	96	CODE
LOW	…fusion_training/train_dreambooth_lora_flux_advanced.py	102	CODE
LOW	…fusion_training/train_dreambooth_lora_sdxl_advanced.py	117	CODE
LOW	examples/server-async/serverasync.py	125	CODE
LOW	examples/textual_inversion/textual_inversion.py	508	CODE
LOW	examples/textual_inversion/textual_inversion_sdxl.py	494	CODE
LOW	examples/textual_inversion/textual_inversion_flax.py	256	CODE
LOW	examples/dreambooth/train_dreambooth.py	617	CODE
LOW	examples/dreambooth/train_dreambooth_lora.py	578	CODE
LOW	examples/community/pipeline_zero1to3.py	600	CODE
LOW	examples/community/mod_controlnet_tile_sr_sdxl.py	395	CODE
LOW	examples/community/mod_controlnet_tile_sr_sdxl.py	1253	CODE
LOW	examples/community/pipeline_null_text_inversion.py	194	CODE
LOW	…mmunity/stable_diffusion_controlnet_inpaint_img2img.py	728	CODE
LOW	examples/community/stable_diffusion_comparison.py	88	CODE
LOW	examples/community/stable_diffusion_comparison.py	125	CODE
LOW	examples/community/stable_diffusion_comparison.py	162	CODE
LOW	examples/community/stable_diffusion_comparison.py	199	CODE
LOW	examples/community/stable_diffusion_comparison.py	236	CODE
LOW	examples/community/sd_text2img_k_diffusion.py	278	CODE
LOW	examples/community/multilingual_stable_diffusion.py	139	CODE
LOW	…les/community/pipeline_flux_kontext_multiple_images.py	500	CODE
LOW	…les/community/pipeline_flux_kontext_multiple_images.py	817	CODE
LOW	examples/community/unclip_image_interpolation.py	38	CODE
1221 more matches not shown…

Decorative Section Separators284 hits · 816 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/pipelines/marigold/test_marigold_depth.py	15	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tests/pipelines/marigold/test_marigold_depth.py	18	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tests/pipelines/marigold/test_marigold_intrinsics.py	15	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tests/pipelines/marigold/test_marigold_intrinsics.py	18	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tests/pipelines/marigold/test_marigold_normals.py	15	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tests/pipelines/marigold/test_marigold_normals.py	18	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…sts/models/autoencoders/test_models_autoencoder_rae.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…sts/models/autoencoders/test_models_autoencoder_rae.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…sts/models/autoencoders/test_models_autoencoder_rae.py	86	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…sts/models/autoencoders/test_models_autoencoder_rae.py	88	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/models/testing_utils/attention.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/models/testing_utils/attention.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docs/source/en/training/nemo_automodel.md	144	# ── Experiment tracking (optional) ──────────────────────────────────────────	COMMENT
MEDIUM⚡	docs/source/en/training/nemo_automodel.md	152	# ── Model ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	docs/source/en/training/nemo_automodel.md	159	# ── Training schedule ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	docs/source/en/training/nemo_automodel.md	169	# ── Data ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	docs/source/en/training/nemo_automodel.md	186	# ── Optimizer ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	docs/source/en/training/nemo_automodel.md	195	# ── Learning rate scheduler ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	docs/source/en/training/nemo_automodel.md	202	# ── Flow matching ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/source/en/training/nemo_automodel.md	219	# ── FSDP2 distributed training ──────────────────────────────────────────────	COMMENT
MEDIUM	docs/source/en/training/nemo_automodel.md	230	# ── Checkpointing ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/source/en/api/pipelines/control_flux_inpaint.md	47	# ---------------------------------------------------------------	COMMENT
MEDIUM	docs/source/en/api/pipelines/control_flux_inpaint.md	57	# ---------------------------------------------------------------	COMMENT
MEDIUM	…cts/onnxruntime/textual_inversion/textual_inversion.py	79	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…/intel_opts/textual_inversion_dfq/textual_inversion.py	46	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…intel_opts/textual_inversion/textual_inversion_bf16.py	49	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…cts/multi_token_textual_inversion/textual_inversion.py	74	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…ulti_token_textual_inversion/textual_inversion_flax.py	56	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	examples/textual_inversion/textual_inversion.py	81	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	examples/textual_inversion/textual_inversion_sdxl.py	76	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	examples/textual_inversion/textual_inversion_flax.py	56	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	examples/community/lpw_stable_diffusion.py	31	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	examples/community/lpw_stable_diffusion_onnx.py	54	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…line_stable_diffusion_xl_controlnet_adapter_inpaint.py	1642	# ----------------------------------------------------------------	STRING
MEDIUM	examples/community/imagic_stable_diffusion.py	46	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	examples/community/README.md	499	# ------------------------------------------------	COMMENT
MEDIUM	examples/community/README.md	504	# -------------------------------------------------	COMMENT
MEDIUM	examples/community/lpw_stable_diffusion_xl.py	1	## ----------------------------------------------------------	COMMENT
MEDIUM	examples/community/lpw_stable_diffusion_xl.py	7	## -----------------------------------------------------------	COMMENT
MEDIUM	examples/community/lpw_stable_diffusion_xl.py	467	# ----------------------------------------------------------------------------------------------------------------------	STRING
MEDIUM	examples/community/lpw_stable_diffusion_xl.py	469	# ----------------------------------------------------------------------------------------------------------------------	STRING
MEDIUM	examples/community/marigold_depth_estimation.py	14	# --------------------------------------------------------------------------	COMMENT
MEDIUM	examples/community/marigold_depth_estimation.py	18	# --------------------------------------------------------------------------	COMMENT
MEDIUM	examples/community/pipeline_stable_diffusion_xl_t5.py	144	# ------------------------------------------------------------------	COMMENT
MEDIUM	examples/community/pipeline_stable_diffusion_xl_t5.py	147	# ------------------------------------------------------------------	COMMENT
MEDIUM	scripts/convert_prx_to_diffusers.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/convert_prx_to_diffusers.py	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/convert_prx_to_diffusers.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/convert_prx_to_diffusers.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/convert_prx_to_diffusers.py	209	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/convert_prx_to_diffusers.py	211	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/convert_ace_step_to_diffusers.py	129	# =========================================================================	COMMENT
MEDIUM	scripts/convert_ace_step_to_diffusers.py	131	# =========================================================================	COMMENT
MEDIUM	scripts/convert_ace_step_to_diffusers.py	196	# =========================================================================	COMMENT
MEDIUM	scripts/convert_ace_step_to_diffusers.py	198	# =========================================================================	COMMENT
MEDIUM	scripts/convert_ace_step_to_diffusers.py	304	# =========================================================================	COMMENT
MEDIUM	scripts/convert_ace_step_to_diffusers.py	323	# =========================================================================	COMMENT
MEDIUM	scripts/convert_ace_step_to_diffusers.py	329	# =========================================================================	COMMENT
MEDIUM	src/diffusers/modular_pipelines/mellon_node_utils.py	298	# =========================================================================	COMMENT
MEDIUM	src/diffusers/modular_pipelines/mellon_node_utils.py	300	# =========================================================================	COMMENT
224 more matches not shown…

Self-Referential Comments129 hits · 298 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/others/test_check_dummies.py	96	expected_dummy_pytorch_file = """# This file is autogenerated by the command `make fix-copies`, do not edit.	STRING
MEDIUM	tests/pipelines/ace_step/test_ace_step.py	160	# Create a tiny Qwen3Model for testing (matching the real Qwen3-Embedding-0.6B architecture)	COMMENT
MEDIUM	tests/pipelines/sana_video/test_sana_video_i2v.py	131	# Create a dummy image input (PIL Image)	COMMENT
MEDIUM	…ines/visualcloze/test_pipeline_visualcloze_combined.py	127	# Create an image list that conforms to the VisualCloze input format	COMMENT
MEDIUM	…es/visualcloze/test_pipeline_visualcloze_generation.py	129	# Create an image list that conforms to the VisualCloze input format	COMMENT
MEDIUM	tests/models/testing_utils/attention.py	243	# Create a dict of new processors	COMMENT
MEDIUM	tests/models/testing_utils/attention.py	265	# Create a dict with wrong number of processors	COMMENT
MEDIUM	utils/consolidated_test_report.py	503	# Create a list of failing tests for each module	COMMENT
MEDIUM	utils/consolidated_test_report.py	581	# Create a more compact summary section	COMMENT
MEDIUM	utils/consolidated_test_report.py	587	# Create the test suites table in markdown format	COMMENT
MEDIUM	utils/consolidated_test_report.py	621	# Create the Slack payload with character limit enforcement	COMMENT
MEDIUM	utils/check_support_list.py	68	# Define the checks we need to perform	COMMENT
MEDIUM	utils/tests_fetcher.py	938	# Create the map that will give us all impacted modules.	COMMENT
MEDIUM	utils/tests_fetcher.py	980	# Create a map that maps test categories to test files, i.e. `models/bert` -> [...test_modeling_bert.py, ...]	COMMENT
MEDIUM	utils/check_dummies.py	124	dummy_file = "# This file is autogenerated by the command `make fix-copies`, do not edit.\n"	CODE
MEDIUM	examples/instruct_pix2pix/train_instruct_pix2pix.py	1008	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM	…amples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py	1219	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM	examples/controlnet/train_controlnet_flux.py	1399	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	examples/controlnet/train_controlnet_sdxl.py	1343	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	examples/controlnet/train_controlnet.py	1156	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	examples/controlnet/train_controlnet_sd3.py	1434	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	examples/flux-control/train_control_lora_flux.py	1111	# Create a pipeline for text encoding. We will move this pipeline to GPU/CPU as needed.	STRING
MEDIUM	examples/flux-control/train_control_lora_flux.py	1352	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	examples/flux-control/train_control_flux.py	966	# Create a pipeline for text encoding. We will move this pipeline to GPU/CPU as needed.	STRING
MEDIUM	examples/flux-control/train_control_flux.py	1206	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	…andinsky2_2/text_to_image/train_text_to_image_prior.py	913	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	…dinsky2_2/text_to_image/train_text_to_image_decoder.py	882	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	examples/t2i_adapter/train_t2i_adapter_sdxl.py	1301	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	examples/research_projects/gligen/train_gligen_text.py	674	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…rch_projects/controlnet/train_controlnet_webdataset.py	1445	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	…rojects/dreambooth_inpaint/train_dreambooth_inpaint.py	791	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…cts/onnxruntime/textual_inversion/textual_inversion.py	920	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	…jects/onnxruntime/text_to_image/train_text_to_image.py	927	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM	…ts/instructpix2pix_lora/train_instruct_pix2pix_lora.py	1116	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	…/wuerstchen/text_to_image/train_text_to_image_prior.py	886	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	…stchen/text_to_image/train_text_to_image_lora_prior.py	892	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	…research_projects/autoencoderkl/train_autoencoderkl.py	1023	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	…ber_loss_training/text_to_image/train_text_to_image.py	1111	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	…led_huber_loss_training/dreambooth/train_dreambooth.py	1463	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM	…i_subject_dreambooth/train_multi_subject_dreambooth.py	1171	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM	…/intel_opts/textual_inversion_dfq/textual_inversion.py	935	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	…intel_opts/textual_inversion/textual_inversion_bf16.py	612	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…cts/multi_token_textual_inversion/textual_inversion.py	905	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…ulti_token_textual_inversion/textual_inversion_flax.py	609	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…research_projects/sd3_lora_colab/compute_embeddings.py	87	# Create a DataFrame	COMMENT
MEDIUM	…_projects/flux_lora_quantization/compute_embeddings.py	82	# Create a DataFrame	COMMENT
MEDIUM	examples/cogview4-control/train_control_cogview4.py	976	# Create a pipeline for text encoding. We will move this pipeline to GPU/CPU as needed.	STRING
MEDIUM	examples/cogview4-control/train_control_cogview4.py	1199	# Create the pipeline using using the trained modules and save it.	STRING
MEDIUM	…s/consistency_distillation/train_lcm_distill_sd_wds.py	1412	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…onsistency_distillation/train_lcm_distill_lora_sdxl.py	1441	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…sistency_distillation/train_lcm_distill_lora_sd_wds.py	1447	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…stency_distillation/train_lcm_distill_lora_sdxl_wds.py	1510	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	…consistency_distillation/train_lcm_distill_sdxl_wds.py	1515	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	examples/model_search/pipeline_easy.py	785	# Initialize additional variables with default values	STRING
MEDIUM	examples/textual_inversion/textual_inversion.py	977	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	examples/textual_inversion/textual_inversion_sdxl.py	1066	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	examples/textual_inversion/textual_inversion_flax.py	636	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	examples/text_to_image/train_text_to_image.py	1118	# Create the pipeline using the trained modules and save it.	STRING
MEDIUM	examples/text_to_image/train_text_to_image_flax.py	582	# Create the pipeline using using the trained modules and save it.	COMMENT
MEDIUM	examples/dreambooth/train_dreambooth_flax.py	630	# Create the pipeline using the trained modules and save it.	COMMENT
69 more matches not shown…

Excessive Try-Catch Wrapping164 hits · 173 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/testing_utils.py	296	def parse_flag_from_env(key, default=False):	CODE
LOW	tests/testing_utils.py	1287	except Exception as err:	CODE
LOW	tests/testing_utils.py	1339	except Exception as e:	CODE
LOW	tests/testing_utils.py	1430	except Exception as e:	CODE
LOW	tests/testing_utils.py	1452	except Exception as e:	CODE
LOW	…sts/modular_pipelines/test_modular_pipelines_common.py	40	except Exception:	CODE
LOW	tests/others/test_dependencies.py	81	except Exception:	CODE
LOW	tests/pipelines/test_pipelines.py	135	except Exception:	CODE
LOW	tests/pipelines/diffusion_gemma/test_diffusion_gemma.py	70	except Exception as e: # noqa: BLE001 - offline / hub errors should skip, not fail	CODE
MEDIUM	tests/pipelines/diffusion_gemma/test_diffusion_gemma.py	62	def _load_pipeline(test):	CODE
LOW	tests/pipelines/prx/test_pipeline_prx.py	32	except Exception:	CODE
LOW	tests/pipelines/prx/test_pipeline_prx.py	130	except Exception:	CODE
LOW	tests/pipelines/prx/test_pipeline_prx.py	149	except Exception:	CODE
LOW	tests/models/testing_utils/attention.py	373	except Exception as e:	CODE
LOW	tests/models/testing_utils/attention.py	443	except Exception as e:	CODE
LOW	tests/models/testing_utils/parallelism.py	118	except Exception as e:	CODE
LOW	tests/models/testing_utils/parallelism.py	176	except Exception as e:	CODE
LOW	tests/models/testing_utils/parallelism.py	235	except Exception as e:	CODE
LOW	utils/label_issues.py	118	except Exception:	CODE
MEDIUM	utils/label_issues.py	86	def main():	CODE
LOW	utils/remind_link_issue.py	106	except Exception as e:	CODE
LOW	utils/remind_link_issue.py	162	except Exception as e:	CODE
LOW	utils/remind_link_issue.py	165	except Exception as e:	CODE
MEDIUM	utils/consolidated_test_report.py	88	print(f"Error parsing {file_path}: {e}")	CODE
MEDIUM	utils/consolidated_test_report.py	131	print(f"Error parsing durations file {file_path.replace('_stats.txt', '_durations.txt')}: {e}")	CODE
MEDIUM	utils/consolidated_test_report.py	235	print(f"Error parsing failures in {file_path}: {e}")	CODE
MEDIUM	utils/consolidated_test_report.py	301	print(f"Error parsing summary file: {e}")	CODE
MEDIUM	utils/consolidated_test_report.py	727	print(f"Error: Reports directory '{args.reports_dir}' does not exist.")	CODE
MEDIUM	utils/consolidated_test_report.py	784	print(f"Error sending report to Slack: {e}")	CODE
LOW	utils/consolidated_test_report.py	87	except Exception as e:	CODE
LOW	utils/consolidated_test_report.py	130	except Exception as e:	CODE
LOW	utils/consolidated_test_report.py	170	except Exception:	CODE
LOW	utils/consolidated_test_report.py	234	except Exception as e:	CODE
LOW	utils/consolidated_test_report.py	300	except Exception as e:	CODE
LOW	utils/consolidated_test_report.py	783	except Exception as e:	CODE
LOW	utils/tests_fetcher.py	1115	except Exception as e:	CODE
LOW	utils/modular_auto_docstring.py	92	except Exception as e:	CODE
LOW	utils/modular_auto_docstring.py	110	except Exception as e:	CODE
LOW	utils/modular_auto_docstring.py	230	except Exception as e:	CODE
MEDIUM⚡	utils/generate_model_tests.py	560	print(f"Error: File not found: {args.model_filepath}", file=sys.stderr)	CODE
MEDIUM⚡	utils/generate_model_tests.py	566	print(f"Error: No model classes found in {args.model_filepath}", file=sys.stderr)	CODE
MEDIUM⚡	utils/generate_model_tests.py	573	print(f"Error: Class '{args.class_name}' not found. Available: {available}", file=sys.stderr)	CODE
LOW	utils/fetch_torch_cuda_pipeline_test_matrix.py	69	except Exception as e:	CODE
MEDIUM	utils/fetch_torch_cuda_pipeline_test_matrix.py	66	def fetch_pipeline_modules_to_test():	CODE
LOW	docs/source/en/optimization/attention_backends.md	112	except Exception as e:	STRING
LOW	docs/source/en/using-diffusers/create_a_server.md	48	except Exception as e:	CODE
LOW	…rch_projects/controlnet/train_controlnet_webdataset.py	189	except Exception:	CODE
MEDIUM	…rch_projects/controlnet/train_controlnet_webdataset.py	178	def __call__(self, x):	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	867	except Exception:	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1007	except Exception:	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1636	except Exception:	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1722	except Exception:	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1762	except Exception:	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1770	except Exception:	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1792	except Exception:	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1837	except Exception:	CODE
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1850	except Exception:	CODE
LOW	…_xla/training/text_to_image/train_text_to_image_xla.py	150	except Exception as e:	STRING
LOW	examples/research_projects/rdm/retriever.py	88	except Exception as e:	CODE
LOW	examples/research_projects/intel_opts/inference_bf16.py	38	except Exception:	CODE
104 more matches not shown…

Redundant / Tautological Comments91 hits · 96 pts

Severity	File	Line	Snippet	Context
LOW	…sts/modular_pipelines/test_modular_pipelines_common.py	290	# Check if cosine similarity is NaN (which can happen if vectors are zero or very small)	COMMENT
LOW⚡	tests/pipelines/test_pipelines_common.py	2802	# Check if warning is raise when no attention_weight_callback is provided	COMMENT
LOW⚡	tests/pipelines/test_pipelines_common.py	2809	# Check if error raised when unsupported tensor format used	COMMENT
LOW	tests/pipelines/test_pipelines_common.py	2885	# Check if faster_cache denoiser hook is attached	COMMENT
LOW	tests/pipelines/test_pipelines_common.py	2893	# Check if all blocks have faster_cache block hook attached	COMMENT
LOW	tests/models/unets/test_models_unet_2d_condition.py	559	# Check if input and output shapes are the same	COMMENT
LOW	tests/models/testing_utils/attention.py	211	# Check if model has attention processors	COMMENT
LOW	tests/models/testing_utils/quantization.py	304	# Check if this module is in the exclusion list	COMMENT
LOW	tests/models/testing_utils/quantization.py	318	# Check if this module is NOT in the exclusion list	COMMENT
LOW	tests/models/testing_utils/common.py	599	# Check if the right number of shards exists	COMMENT
LOW	tests/models/testing_utils/common.py	635	# Check if the right number of shards exists	COMMENT
LOW	tests/models/testing_utils/common.py	676	# Check if the right number of shards exists	COMMENT
LOW	tests/quantization/bnb/test_mixed_int8.py	552	# Check if inference works.	STRING
LOW	tests/quantization/bnb/test_4bit.py	577	# Check if inference works.	STRING
LOW	utils/consolidated_test_report.py	145	# Check if it's a short stack format	COMMENT
LOW	utils/consolidated_test_report.py	733	# Check if we found any test results	COMMENT
LOW	utils/check_inits.py	100	# Check if the backend declaration is inside a try block:	COMMENT
LOW	utils/check_inits.py	159	# Check if the backend declaration is inside a try block:	COMMENT
LOW	utils/custom_init_isort.py	257	# Check if the block contains some `_import_structure`s thingy to sort.	COMMENT
LOW	…amples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py	813	# Set UNet to trainable.	COMMENT
LOW	examples/controlnet/train_controlnet_flux.py	1339	# Check if the gradient of each model parameter contains NaN	STRING
LOW	…andinsky2_2/text_to_image/train_text_to_image_prior.py	533	# Set prior to trainable.	STRING
LOW	…dinsky2_2/text_to_image/train_text_to_image_decoder.py	528	# Set unet to trainable.	STRING
LOW	…cts/onnxruntime/textual_inversion/textual_inversion.py	658	# Check if initializer_token is a single token or a sequence of tokens	STRING
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1463	# Check if we have a SDXL or SD model and initialize default pipeline	COMMENT
LOW	…es/research_projects/ip_adapter/tutorial_train_plus.py	135	# Check if 'latents' exists in both the saved state_dict and the current model's state_dict	COMMENT
LOW	…es/research_projects/ip_adapter/tutorial_train_plus.py	138	# Check if the shapes are mismatched	COMMENT
LOW	…es/research_projects/ip_adapter/tutorial_train_plus.py	153	# Verify if the weights have changed	COMMENT
LOW	…earch_projects/ip_adapter/tutorial_train_ip-adapter.py	143	# Verify if the weights have changed	COMMENT
LOW	…/research_projects/ip_adapter/tutorial_train_faceid.py	141	# Verify if the weights have changed	COMMENT
LOW	…es/research_projects/ip_adapter/tutorial_train_sdxl.py	203	# Verify if the weights have changed	COMMENT
LOW	…/intel_opts/textual_inversion_dfq/textual_inversion.py	500	# Check if initializer_token is a single token or a sequence of tokens	STRING
LOW	…intel_opts/textual_inversion/textual_inversion_bf16.py	415	# Check if initializer_token is a single token or a sequence of tokens	COMMENT
LOW	…ulti_token_textual_inversion/textual_inversion_flax.py	396	# Check if initializer_token is a single token or a sequence of tokens	COMMENT
LOW	…ffusion_training/test_dreambooth_lora_flux_advanced.py	316	# Check if the metadata was properly serialized.	STRING
LOW	examples/server-async/Pipelines.py	73	# Check if model exists in PresetModels	COMMENT
LOW	examples/custom_diffusion/train_custom_diffusion.py	861	# Check if initializer_token is a single token or a sequence of tokens	COMMENT
LOW⚡	examples/model_search/pipeline_easy.py	434	# Check if the keyword is an HTTP or HTTPS URL	STRING
LOW⚡	examples/model_search/pipeline_easy.py	437	# Check if the keyword is a file	STRING
LOW⚡	examples/model_search/pipeline_easy.py	443	# Check if the keyword is a directory	STRING
LOW⚡	examples/model_search/pipeline_easy.py	451	# Check if the keyword is a Civitai URL	STRING
LOW⚡	examples/model_search/pipeline_easy.py	457	# Check if the keyword starts with any valid URL prefixes	STRING
LOW	examples/model_search/pipeline_easy.py	469	# Check if the keyword matches a Hugging Face repository format	STRING
LOW	examples/model_search/pipeline_easy.py	527	# Check if the file already exists at the save path	STRING
LOW	examples/model_search/pipeline_easy.py	538	# Open the file in the appropriate mode (write or append)	STRING
LOW	examples/model_search/pipeline_easy.py	850	# Check if the file passes security scans and has a valid extension	STRING
LOW	examples/model_search/pipeline_easy.py	1030	# Check if tokenizer and text encoder are provided	STRING
LOW	examples/model_search/pipeline_easy.py	1047	# Check if token is already in tokenizer vocabulary	STRING
LOW	examples/textual_inversion/textual_inversion.py	685	# Check if initializer_token is a single token or a sequence of tokens	STRING
LOW	examples/textual_inversion/textual_inversion_sdxl.py	693	# Check if initializer_token is a single token or a sequence of tokens	STRING
LOW	examples/textual_inversion/textual_inversion_flax.py	409	# Check if initializer_token is a single token or a sequence of tokens	COMMENT
LOW	examples/dreambooth/test_dreambooth_lora_qwenimage.py	236	# Check if the metadata was properly serialized.	STRING
LOW	examples/dreambooth/test_dreambooth_lora_flux2_klein.py	250	# Check if the metadata was properly serialized.	STRING
LOW	examples/dreambooth/test_dreambooth_lora_flux2.py	250	# Check if the metadata was properly serialized.	STRING
LOW	examples/dreambooth/test_dreambooth_lora_sana.py	236	# Check if the metadata was properly serialized.	STRING
LOW	examples/dreambooth/test_dreambooth_lora_flux.py	269	# Check if the metadata was properly serialized.	STRING
LOW	…amples/dreambooth/test_dreambooth_lora_flux_kontext.py	269	# Check if the metadata was properly serialized.	STRING
LOW	…unity/pipeline_stable_diffusion_xl_attentive_eraser.py	116	>>> prompt = "" # Set prompt to null	CODE
LOW	examples/community/dps_pipeline.py	345	# Assign weight to each pixel in the field of view. A matrix whose horizontal dim is the output pixe	STRING
LOW	examples/community/marigold_depth_estimation.py	184	# Check if denoising step is reasonable	COMMENT
31 more matches not shown…

Slop Phrases92 hits · 95 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/pipelines/test_pipelines_auto.py	304	# make sure you can use pag with inpaint-specific pipeline	COMMENT
LOW⚡	tests/pipelines/test_pipelines_auto.py	304	# make sure you can use pag with inpaint-specific pipeline	COMMENT
LOW	utils/release.py	128	# print("Cleaning main README, don't forget to run `make fix-copies`.")	COMMENT
LOW	utils/release.py	128	# print("Cleaning main README, don't forget to run `make fix-copies`.")	COMMENT
LOW	utils/release.py	148	# print("Cleaning main README, don't forget to run `make fix-copies`.")	COMMENT
LOW	utils/release.py	148	# print("Cleaning main README, don't forget to run `make fix-copies`.")	COMMENT
LOW	…/unconditional_image_generation/train_unconditional.py	331	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	examples/instruct_pix2pix/train_instruct_pix2pix.py	560	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…amples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py	616	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…amples/cogvideo/train_cogvideox_image_to_video_lora.py	1119	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/cogvideo/train_cogvideox_lora.py	1140	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/flux-control/train_control_lora_flux.py	912	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/flux-control/train_control_flux.py	836	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…andinsky2_2/text_to_image/train_text_to_image_prior.py	552	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…dinsky2_2/text_to_image/train_text_to_image_decoder.py	559	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…/unconditional_image_generation/train_unconditional.py	322	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…jects/onnxruntime/text_to_image/train_text_to_image.py	549	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1020	# make sure to remove all keys > 22	COMMENT
LOW	examples/research_projects/realfill/train_realfill.py	654	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…ts/instructpix2pix_lora/train_instruct_pix2pix_lora.py	651	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…/wuerstchen/text_to_image/train_text_to_image_prior.py	551	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…stchen/text_to_image/train_text_to_image_lora_prior.py	565	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…/research_projects/sana/train_sana_sprint_diffusers.py	1151	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…s/diffusion_orpo/train_diffusion_orpo_sdxl_lora_wds.py	771	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…jects/diffusion_orpo/train_diffusion_orpo_sdxl_lora.py	664	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…ber_loss_training/text_to_image/train_text_to_image.py	676	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…oss_training/text_to_image/train_text_to_image_sdxl.py	780	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…raining/text_to_image/train_text_to_image_lora_sdxl.py	724	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…led_huber_loss_training/dreambooth/train_dreambooth.py	1003	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…uber_loss_training/dreambooth/train_dreambooth_lora.py	1000	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…loss_training/dreambooth/train_dreambooth_lora_sdxl.py	1311	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…research_projects/pixart/train_pixart_controlnet_hf.py	679	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/research_projects/lpl/train_sdxl_lpl.py	882	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…ects/consistency_training/train_cm_ct_unconditional.py	963	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…npainting/train_multi_subject_dreambooth_inpainting.py	498	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…rch_projects/diffusion_dpo/train_diffusion_dpo_sdxl.py	703	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…research_projects/diffusion_dpo/train_diffusion_dpo.py	605	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…/sd3_lora_colab/train_dreambooth_lora_sd3_miniature.py	746	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…a_quantization/train_dreambooth_lora_flux_miniature.py	737	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/cogview4-control/train_control_cogview4.py	846	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…fusion_training/train_dreambooth_lora_sd15_advanced.py	1350	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…fusion_training/train_dreambooth_lora_flux_advanced.py	1626	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…fusion_training/train_dreambooth_lora_sdxl_advanced.py	1670	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	examples/amused/train_amused.py	531	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…s/consistency_distillation/train_lcm_distill_sd_wds.py	1003	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…onsistency_distillation/train_lcm_distill_lora_sdxl.py	897	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…sistency_distillation/train_lcm_distill_lora_sd_wds.py	1055	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…stency_distillation/train_lcm_distill_lora_sdxl_wds.py	1070	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…consistency_distillation/train_lcm_distill_sdxl_wds.py	1063	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	examples/text_to_image/train_text_to_image_lora.py	726	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/text_to_image/train_text_to_image.py	669	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/text_to_image/train_text_to_image_sdxl.py	766	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/text_to_image/train_text_to_image_lora_sdxl.py	750	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/dreambooth/train_dreambooth_lora_flux2.py	1329	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…ples/dreambooth/train_dreambooth_lora_flux2_img2img.py	1280	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…reambooth/train_dreambooth_lora_flux2_klein_img2img.py	1274	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	…mples/dreambooth/train_dreambooth_lora_flux_kontext.py	1474	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/dreambooth/train_dreambooth_lora_hidream.py	1192	# make sure to pop weight so that corresponding model is not saved again	STRING
LOW	examples/dreambooth/train_dreambooth.py	960	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	examples/dreambooth/train_dreambooth_flux.py	1236	# make sure to pop weight so that corresponding model is not saved again	STRING
32 more matches not shown…

Structural Annotation Overuse63 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	256	# Step 1: Create an external model repo with custom code (requires trust_remote_code)	COMMENT
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	271	# Step 2: Create a custom block that references the external repo.	COMMENT
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	357	# Step 3: Load the pipeline from the saved directory.	COMMENT
LOW⚡	tests/pipelines/glm_image/test_glm_image.py	299	# Step 1: Run with prompt only to get prior_token_ids from AR model	COMMENT
LOW⚡	tests/pipelines/glm_image/test_glm_image.py	309	# Step 2: Run with both prompt and prior_token_ids — should not raise	COMMENT
LOW⚡	tests/models/testing_utils/quantization.py	395	# Step 1: freeze all parameters	COMMENT
LOW⚡	tests/models/testing_utils/quantization.py	402	# Step 2: add adapters to attention layers	COMMENT
LOW⚡	tests/models/testing_utils/quantization.py	419	# Step 3: run forward and backward pass	COMMENT
LOW⚡	tests/models/testing_utils/quantization.py	428	# Step 4: verify gradients are computed	COMMENT
LOW⚡	tests/quantization/bnb/test_mixed_int8.py	390	# Step 1: freeze all parameters	STRING
LOW⚡	tests/quantization/bnb/test_mixed_int8.py	397	# Step 2: add adapters	STRING
LOW⚡	tests/quantization/bnb/test_mixed_int8.py	404	# Step 3: dummy batch	STRING
LOW⚡	tests/quantization/bnb/test_mixed_int8.py	411	# Step 4: Check if the gradient is not None	STRING
LOW⚡	tests/quantization/bnb/test_4bit.py	419	# Step 1: freeze all parameters	STRING
LOW⚡	tests/quantization/bnb/test_4bit.py	426	# Step 2: add adapters	STRING
LOW⚡	tests/quantization/bnb/test_4bit.py	433	# Step 3: dummy batch	STRING
LOW⚡	tests/quantization/bnb/test_4bit.py	440	# Step 4: Check if the gradient is not None	STRING
LOW⚡	tests/hooks/test_mag_cache.py	128	# Step 0: Input 10.0 -> Output 40.0 (2 blocks * 2x each)	COMMENT
LOW⚡	tests/hooks/test_mag_cache.py	134	# Step 1: Input 11.0.	COMMENT
LOW⚡	tests/hooks/test_mag_cache.py	162	# Step 1: Should COMPUTE (44.0) not SKIP (41.0) because of retention	COMMENT
LOW⚡	tests/hooks/test_mag_cache.py	181	# Step 0: Compute. Input 10.0 -> Output 20.0 (1 block * 2x)	COMMENT
LOW⚡	tests/hooks/test_mag_cache.py	188	# Step 1: Skip. Input 11.0.	COMMENT
LOW	examples/research_projects/ip_adapter/README.md	194	# Step 1: Project the image features	COMMENT
LOW	examples/research_projects/ip_adapter/README.md	197	# Step 2: Pass the projected features through the IP Adapter	COMMENT
LOW	examples/profiling/README.md	124	### Step 3: Known Sync Issues to Validate	COMMENT
LOW⚡	examples/community/README.md	1341	# Step 1: Resize input image for CLIPSeg (224x224)	STRING
LOW⚡	examples/community/README.md	1344	# Step 2: Generate segmentation mask	STRING
LOW⚡	examples/community/README.md	1354	# Step 3: Resize input image for Stable Diffusion	STRING
LOW⚡	examples/community/README.md	1357	# Step 4: Run inpainting with Stable Diffusion	STRING
LOW	examples/community/checkpoint_merger.py	124	# Step 1: Load the model config and compare the checkpoints. We'll compare the model_index.json first while igno	COMMENT
LOW	examples/community/checkpoint_merger.py	144	# Step 2: Basic Validation has succeeded. Let's download the models and save them into our local files.	COMMENT
LOW	scripts/convert_dcae_to_diffusers.py	31	# NOTE: The below two lines work because scales in the available configs only have a tuple length of 1	COMMENT
LOW⚡	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	137	# Step 1: Collect model inputs	COMMENT
LOW⚡	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	145	# Step 2: Update guider state	COMMENT
LOW⚡	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	148	# Step 3: Prepare batched inputs	COMMENT
LOW⚡	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	151	# Step 4: Run denoiser for each batch	COMMENT
LOW	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	170	# Step 5: Combine predictions	COMMENT
LOW	…c/diffusers/pipelines/flux2/pipeline_flux2_klein_kv.py	794	# Step 0: include ref tokens, extract KV cache	STRING
LOW⚡	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	741	# Step 1: Collect model inputs needed for the guidance method	STRING
LOW⚡	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	750	# Step 2: Update guider's internal state for this denoising step	STRING
LOW⚡	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	753	# Step 3: Prepare batched model inputs based on the guidance method	STRING
LOW⚡	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	763	# Step 4: Run the denoiser for each batch	STRING
LOW	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	790	# Step 5: Combine predictions using the guidance method	STRING
LOW⚡	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	864	# Step 1: Collect model inputs needed for the guidance method	STRING
LOW⚡	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	873	# Step 2: Update guider's internal state for this denoising step	STRING
LOW⚡	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	876	# Step 3: Prepare batched model inputs based on the guidance method	STRING
LOW⚡	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	886	# Step 4: Run the denoiser for each batch	STRING
LOW	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	914	# Step 5: Combine predictions using the guidance method	STRING
LOW⚡	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	656	# Step 1: Collect model inputs needed for the guidance method	STRING
LOW⚡	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	663	# Step 2: Update guider's internal state for this denoising step	STRING
LOW⚡	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	666	# Step 3: Prepare batched model inputs based on the guidance method	STRING
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	677	# Step 4: Run the denoiser for each batch	STRING
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	704	# Step 5: Combine predictions using the guidance method	STRING
LOW⚡	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	764	# Step 1: Collect model inputs needed for the guidance method	STRING
LOW⚡	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	773	# Step 2: Update guider's internal state for this denoising step	STRING
LOW⚡	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	776	# Step 3: Prepare batched model inputs based on the guidance method	STRING
LOW⚡	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	786	# Step 4: Run the denoiser for each batch	STRING
LOW	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	814	# Step 5: Combine predictions using the guidance method	STRING
LOW⚡	src/diffusers/models/modeling_flax_utils.py	412	# Step 1: Get the pytorch file	STRING
LOW⚡	src/diffusers/models/modeling_flax_utils.py	415	# Step 2: Convert the weights	STRING
3 more matches not shown…

Modern Structural Boilerplate82 hits · 73 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/models/testing_utils/attention.py	31	logger = logging.getLogger(__name__)	CODE
LOW	tests/models/testing_utils/__init__.py	50	__all__ = [	CODE
LOW	utils/remind_link_issue.py	37	logger = logging.getLogger(__name__)	CODE
LOW	utils/fetch_torch_cuda_pipeline_test_matrix.py	26	logger = logging.getLogger(__name__)	CODE
LOW	examples/controlnet/train_controlnet_flax.py	66	logger = logging.getLogger(__name__)	CODE
LOW	…ulti_token_textual_inversion/textual_inversion_flax.py	61	logger = logging.getLogger(__name__)	CODE
LOW	examples/cosmos/train_cosmos_predict25_lora.py	316	def _setup_caption_format(self) -> None:	CODE
LOW	examples/server/server.py	19	logger = logging.getLogger(__name__)	CODE
LOW	examples/server-async/Pipelines.py	12	logger = logging.getLogger(__name__)	CODE
LOW	examples/server-async/utils/utils.py	10	logger = logging.getLogger(__name__)	CODE
LOW	examples/profiling/profiling_utils.py	13	logger = logging.getLogger(__name__)	CODE
LOW	examples/profiling/profiling_pipelines.py	26	logger = logging.getLogger(__name__)	CODE
LOW	examples/textual_inversion/textual_inversion_flax.py	61	logger = logging.getLogger(__name__)	CODE
LOW	examples/text_to_image/train_text_to_image_flax.py	54	logger = logging.getLogger(__name__)	CODE
LOW	examples/dreambooth/train_dreambooth_flax.py	43	logger = logging.getLogger(__name__)	CODE
LOW	benchmarks/benchmarking_utils.py	20	logger = logging.getLogger(__name__)	CODE
LOW	benchmarks/run_all.py	10	logger = logging.getLogger(__name__)	CODE
LOW	scripts/convert_ltx2_to_diffusers.py	134	def update_state_dict_inplace(state_dict: dict[str, Any], old_key: str, new_key: str) -> None:	CODE
LOW	scripts/convert_hunyuan_image_to_diffusers.py	10	logger = logging.getLogger(__name__) # pylint: disable=invalid-name	CODE
LOW	scripts/convert_anyflow_to_diffusers.py	51	logger = logging.getLogger(__name__)	CODE
LOW	scripts/convert_flux2_to_diffusers.py	383	def update_state_dict(state_dict: Dict[str, Any], old_key: str, new_key: str) -> None:	CODE
LOW	src/diffusers/modular_pipelines/mellon_node_utils.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/diffusers/quantizers/nunchaku/utils.py	323	def _set_submodule(model: nn.Module, path: str, module: nn.Module) -> None:	CODE
LOW	src/diffusers/guiders/guider_utils.py	100	def set_state(self, step: int, num_inference_steps: int, timestep: torch.LongTensor) -> None:	CODE
LOW⚡	src/diffusers/pipelines/pipeline_utils.py	2028	def set_use_memory_efficient_attention_xformers(self, valid: bool, attention_op: Callable \| None = None) -> None:	STRING
LOW	src/diffusers/pipelines/ddim/pipeline_ddim.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/diffusers/pipelines/llada2/pipeline_llada2.py	563	__all__ = ["LLaDA2Pipeline", "LLaDA2PipelineOutput"]	CODE
LOW	…/pipelines/diffusion_gemma/pipeline_diffusion_gemma.py	460	__all__ = ["DiffusionGemmaPipeline", "DiffusionGemmaPipelineOutput"]	CODE
LOW	src/diffusers/utils/logging.py	167	def set_verbosity(verbosity: int) -> None:	CODE
LOW⚡	src/diffusers/utils/logging.py	186	def set_verbosity_info() -> None:	CODE
LOW⚡	src/diffusers/utils/logging.py	191	def set_verbosity_warning() -> None:	CODE
LOW⚡	src/diffusers/utils/logging.py	196	def set_verbosity_debug() -> None:	CODE
LOW⚡	src/diffusers/utils/logging.py	201	def set_verbosity_error() -> None:	CODE
LOW	src/diffusers/models/attention.py	127	def set_processor(self, processor: AttentionProcessor) -> None:	STRING
LOW	src/diffusers/models/attention.py	171	def set_use_npu_flash_attention(self, use_npu_flash_attention: bool) -> None:	STRING
LOW	src/diffusers/models/attention.py	340	def set_attention_slice(self, slice_size: int) -> None:	STRING
LOW	src/diffusers/models/attention.py	1551	def set_chunk_feed_forward(self, chunk_size: int \| None, dim: int = 0) -> None:	STRING
LOW	src/diffusers/models/attention_processor.py	344	def set_use_npu_flash_attention(self, use_npu_flash_attention: bool) -> None:	STRING
LOW	src/diffusers/models/attention_processor.py	507	def set_attention_slice(self, slice_size: int) -> None:	STRING
LOW	src/diffusers/models/attention_processor.py	535	def set_processor(self, processor: "AttnProcessor") -> None:	STRING
LOW⚡	src/diffusers/models/modeling_utils.py	323	def set_use_npu_flash_attention(self, valid: bool) -> None:	STRING
LOW⚡	src/diffusers/models/modeling_utils.py	382	def set_use_memory_efficient_attention_xformers(self, valid: bool, attention_op: Callable \| None = None) -> None:	STRING
LOW	src/diffusers/models/modeling_utils.py	588	def set_attention_backend(self, backend: str) -> None:	STRING
LOW	src/diffusers/models/unets/unet_motion_model.py	1801	def set_default_attn_processor(self) -> None:	STRING
LOW	src/diffusers/models/unets/unet_3d_condition.py	290	def set_attention_slice(self, slice_size: str \| int \| list[int]) -> None:	STRING
LOW	src/diffusers/models/unets/unet_dreamlite.py	2032	__all__ = [	STRING
LOW	src/diffusers/models/controlnets/controlnet.py	537	def set_attention_slice(self, slice_size: str \| int \| list[int]) -> None:	STRING
LOW	…/diffusers/models/controlnets/controlnet_sparsectrl.py	469	def set_attention_slice(self, slice_size: str \| int \| list[int]) -> None:	STRING
LOW	src/diffusers/models/controlnets/controlnet_union.py	476	def set_attention_slice(self, slice_size: str \| int \| list[int]) -> None:	STRING
LOW	src/diffusers/hooks/hooks.py	49	def set_context(self, name: str) -> None:	CODE
LOW	src/diffusers/hooks/hooks.py	135	def _set_context(self, module: torch.nn.Module, name: str) -> None:	STRING
LOW	src/diffusers/hooks/hooks.py	268	def _set_context(self, name: str \| None = None) -> None:	STRING
LOW	src/diffusers/loaders/peft.py	546	def set_adapter(self, adapter_name: str \| list[str]) -> None:	STRING
LOW	src/diffusers/loaders/lora_base.py	938	def set_lora_device(self, adapter_names: list[str], device: torch.device \| str \| int) -> None:	STRING
LOW	src/diffusers/loaders/single_file_utils.py	3916	def update_state_dict(state_dict: dict[str, object], old_key: str, new_key: str) -> None:	CODE
LOW	src/diffusers/loaders/single_file_utils.py	3976	def update_state_dict(state_dict: dict[str, object], old_key: str, new_key: str) -> None:	CODE
LOW	src/diffusers/loaders/single_file_utils.py	4040	def update_state_dict_inplace(state_dict, old_key: str, new_key: str) -> None:	CODE
LOW	src/diffusers/loaders/single_file_utils.py	4119	def update_state_dict_inplace(state_dict, old_key: str, new_key: str) -> None:	CODE
LOW	src/diffusers/loaders/single_file_utils.py	4159	def update_state_dict_inplace(state_dict, old_key: str, new_key: str) -> None:	CODE
LOW	src/diffusers/loaders/ip_adapter.py	1066	def set_ip_adapter_scale(self, scale: float) -> None:	CODE
22 more matches not shown…

Verbosity Indicators55 hits · 70 pts

Severity	File	Line	Snippet	Context
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	256	# Step 1: Create an external model repo with custom code (requires trust_remote_code)	COMMENT
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	271	# Step 2: Create a custom block that references the external repo.	COMMENT
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	357	# Step 3: Load the pipeline from the saved directory.	COMMENT
LOW⚡	tests/pipelines/glm_image/test_glm_image.py	299	# Step 1: Run with prompt only to get prior_token_ids from AR model	COMMENT
LOW⚡	tests/pipelines/glm_image/test_glm_image.py	309	# Step 2: Run with both prompt and prior_token_ids — should not raise	COMMENT
LOW⚡	tests/models/testing_utils/quantization.py	395	# Step 1: freeze all parameters	COMMENT
LOW⚡	tests/models/testing_utils/quantization.py	402	# Step 2: add adapters to attention layers	COMMENT
LOW⚡	tests/models/testing_utils/quantization.py	419	# Step 3: run forward and backward pass	COMMENT
LOW⚡	tests/models/testing_utils/quantization.py	428	# Step 4: verify gradients are computed	COMMENT
LOW⚡	tests/quantization/bnb/test_mixed_int8.py	390	# Step 1: freeze all parameters	STRING
LOW⚡	tests/quantization/bnb/test_mixed_int8.py	397	# Step 2: add adapters	STRING
LOW⚡	tests/quantization/bnb/test_mixed_int8.py	404	# Step 3: dummy batch	STRING
LOW⚡	tests/quantization/bnb/test_mixed_int8.py	411	# Step 4: Check if the gradient is not None	STRING
LOW⚡	tests/quantization/bnb/test_4bit.py	419	# Step 1: freeze all parameters	STRING
LOW⚡	tests/quantization/bnb/test_4bit.py	426	# Step 2: add adapters	STRING
LOW⚡	tests/quantization/bnb/test_4bit.py	433	# Step 3: dummy batch	STRING
LOW⚡	tests/quantization/bnb/test_4bit.py	440	# Step 4: Check if the gradient is not None	STRING
LOW⚡	tests/hooks/test_mag_cache.py	128	# Step 0: Input 10.0 -> Output 40.0 (2 blocks * 2x each)	COMMENT
LOW⚡	tests/hooks/test_mag_cache.py	134	# Step 1: Input 11.0.	COMMENT
LOW⚡	tests/hooks/test_mag_cache.py	162	# Step 1: Should COMPUTE (44.0) not SKIP (41.0) because of retention	COMMENT
LOW⚡	tests/hooks/test_mag_cache.py	181	# Step 0: Compute. Input 10.0 -> Output 20.0 (1 block * 2x)	COMMENT
LOW⚡	tests/hooks/test_mag_cache.py	188	# Step 1: Skip. Input 11.0.	COMMENT
LOW	examples/community/checkpoint_merger.py	124	# Step 1: Load the model config and compare the checkpoints. We'll compare the model_index.json first while igno	COMMENT
LOW	examples/community/checkpoint_merger.py	144	# Step 2: Basic Validation has succeeded. Let's download the models and save them into our local files.	COMMENT
LOW	examples/community/checkpoint_merger.py	176	# Step 3:-	COMMENT
LOW⚡	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	137	# Step 1: Collect model inputs	COMMENT
LOW⚡	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	145	# Step 2: Update guider state	COMMENT
LOW⚡	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	148	# Step 3: Prepare batched inputs	COMMENT
LOW⚡	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	151	# Step 4: Run denoiser for each batch	COMMENT
LOW	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	170	# Step 5: Combine predictions	COMMENT
LOW	…c/diffusers/pipelines/flux2/pipeline_flux2_klein_kv.py	794	# Step 0: include ref tokens, extract KV cache	STRING
LOW⚡	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	741	# Step 1: Collect model inputs needed for the guidance method	STRING
LOW⚡	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	750	# Step 2: Update guider's internal state for this denoising step	STRING
LOW⚡	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	753	# Step 3: Prepare batched model inputs based on the guidance method	STRING
LOW⚡	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	763	# Step 4: Run the denoiser for each batch	STRING
LOW	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	790	# Step 5: Combine predictions using the guidance method	STRING
LOW⚡	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	864	# Step 1: Collect model inputs needed for the guidance method	STRING
LOW⚡	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	873	# Step 2: Update guider's internal state for this denoising step	STRING
LOW⚡	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	876	# Step 3: Prepare batched model inputs based on the guidance method	STRING
LOW⚡	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	886	# Step 4: Run the denoiser for each batch	STRING
LOW	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	914	# Step 5: Combine predictions using the guidance method	STRING
LOW⚡	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	656	# Step 1: Collect model inputs needed for the guidance method	STRING
LOW⚡	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	663	# Step 2: Update guider's internal state for this denoising step	STRING
LOW⚡	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	666	# Step 3: Prepare batched model inputs based on the guidance method	STRING
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	677	# Step 4: Run the denoiser for each batch	STRING
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	704	# Step 5: Combine predictions using the guidance method	STRING
LOW⚡	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	764	# Step 1: Collect model inputs needed for the guidance method	STRING
LOW⚡	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	773	# Step 2: Update guider's internal state for this denoising step	STRING
LOW⚡	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	776	# Step 3: Prepare batched model inputs based on the guidance method	STRING
LOW⚡	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	786	# Step 4: Run the denoiser for each batch	STRING
LOW	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	814	# Step 5: Combine predictions using the guidance method	STRING
LOW⚡	src/diffusers/models/modeling_flax_utils.py	412	# Step 1: Get the pytorch file	STRING
LOW⚡	src/diffusers/models/modeling_flax_utils.py	415	# Step 2: Convert the weights	STRING
LOW⚡	src/diffusers/models/modeling_flax_pytorch_utils.py	108	# Step 1: Convert pytorch tensor to numpy	COMMENT
LOW⚡	src/diffusers/models/modeling_flax_pytorch_utils.py	111	# Step 2: Since the model is stateless, get random Flax params	COMMENT

Magic Placeholder Names9 hits · 68 pts

Severity	File	Line	Snippet	Context
HIGH	examples/dreambooth/README_qwen.md	109	* `report_to="wandb` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use it	COMMENT
HIGH	examples/dreambooth/README_flux2.md	261	* `report_to="wandb` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use it	COMMENT
HIGH	examples/dreambooth/README_lumina2.md	109	* `report_to="wandb` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use it	COMMENT
HIGH	examples/dreambooth/README_flux.md	121	* `report_to="wandb` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use it	COMMENT
HIGH	examples/dreambooth/README_sana.md	109	* `report_to="wandb` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use it	COMMENT
HIGH	examples/dreambooth/README_sdxl.md	102	* `report_to="wandb` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use it	COMMENT
HIGH	examples/dreambooth/README_hidream.md	103	* `report_to="wandb` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use it	COMMENT
HIGH	examples/dreambooth/README_sd3.md	108	* `report_to="wandb` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use it	COMMENT
HIGH	examples/dreambooth/README_z_image.md	156	* `report_to="wandb"` will ensure the training runs are tracked on [Weights and Biases](https://wandb.ai/site). To use i	COMMENT

Hallucination Indicators7 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	utils/check_repo.py	673	model_types = list(diffusers.models.auto.configuration_auto.MODEL_NAMES_MAPPING.keys())	CODE
CRITICAL	src/diffusers/models/lora.py	124	w_up = self.lora_linear_layer.up.weight.data.float()	CODE
CRITICAL	src/diffusers/models/lora.py	125	w_down = self.lora_linear_layer.down.weight.data.float()	CODE
CRITICAL	src/diffusers/models/lora.py	322	w_up = self.lora_layer.up.weight.data.float()	STRING
CRITICAL	src/diffusers/models/lora.py	323	w_down = self.lora_layer.down.weight.data.float()	STRING
CRITICAL	src/diffusers/models/lora.py	408	w_up = self.lora_layer.up.weight.data.float()	STRING
CRITICAL	src/diffusers/models/lora.py	409	w_down = self.lora_layer.down.weight.data.float()	STRING

AI Slop Vocabulary37 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	tests/single_file/single_file_testing_utils.py	212	# we just pass it in here otherwise this test will fail	COMMENT
LOW	tests/single_file/single_file_testing_utils.py	232	# we just pass it in here otherwise this test will fail	COMMENT
LOW	tests/single_file/single_file_testing_utils.py	400	# we just pass it in here otherwise this test will fail	COMMENT
LOW	tests/single_file/single_file_testing_utils.py	421	# we just pass it in here otherwise this test will fail	COMMENT
LOW	utils/consolidated_test_report.py	171	pass # If we can't read the line file, just use what we have	CODE
MEDIUM	utils/consolidated_test_report.py	351	"""Generate a comprehensive markdown report from consolidated data."""	STRING
LOW	utils/check_inits.py	71	# If this is a traditional init, just return.	COMMENT
LOW	…uber_loss_training/dreambooth/train_dreambooth_lora.py	912	# IF does not have a VAE so let's just set it to None	COMMENT
LOW	examples/research_projects/lpl/train_sdxl_lpl.py	1342	# If no SNR weighting, just use mean	STRING
MEDIUM	examples/research_projects/sdxl_flax/sdxl_single.py	1	# Show best practices for SDXL JAX	COMMENT
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	1718	if args.enable_t5_ti: # whether to do pivotal tuning/textual inversion for T5 as well	STRING
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	1753	else: # regular te training or regular pivotal for clip	STRING
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	1757	# pivotal tuning of clip & t5	STRING
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	1769	else: # regular pivotal tuning of clip & t5	STRING
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	2116	elif args.train_text_encoder_ti: # textual inversion / pivotal tuning	STRING
MEDIUM	…ffusion_training/test_dreambooth_lora_flux_advanced.py	146	# when performing pivotal tuning, all the parameters in the state dict should start	STRING
MEDIUM	…ffusion_training/test_dreambooth_lora_flux_advanced.py	189	# when performing pivotal tuning, all the parameters in the state dict should start	STRING
LOW	examples/dreambooth/train_dreambooth_lora_flux2.py	1235	# we never offload the transformer to CPU, so we can just use the accelerator device	STRING
LOW	…ples/dreambooth/train_dreambooth_lora_flux2_img2img.py	1186	# we never offload the transformer to CPU, so we can just use the accelerator device	STRING
LOW	…reambooth/train_dreambooth_lora_flux2_klein_img2img.py	1181	# we never offload the transformer to CPU, so we can just use the accelerator device	STRING
LOW	examples/dreambooth/train_dreambooth_lora_hidream.py	1134	# we never offload the transformer to CPU, so we can just use the accelerator device	STRING
LOW	examples/dreambooth/train_dreambooth_lora.py	893	# IF does not have a VAE so let's just set it to None	COMMENT
LOW	examples/dreambooth/train_dreambooth_lora_z_image.py	1224	# we never offload the transformer to CPU, so we can just use the accelerator device	STRING
LOW	examples/dreambooth/train_dreambooth_lora_ideogram4.py	1390	# we never offload the transformer to CPU, so we can just use the accelerator device.	STRING
LOW	…amples/dreambooth/train_dreambooth_lora_flux2_klein.py	1229	# we never offload the transformer to CPU, so we can just use the accelerator device	STRING
LOW	examples/dreambooth/train_dreambooth_lora_krea2.py	1202	# we never offload the transformer to CPU, so we can just use the accelerator device	STRING
LOW	examples/dreambooth/train_dreambooth_lora_qwen_image.py	1138	# we never offload the transformer to CPU, so we can just use the accelerator device	COMMENT
MEDIUM⚡	scripts/convert_diffusers_sdxl_lora_to_webui.py	13	# Dreambooth Advanced Training Script - state of the art techniques such as pivotal tuning and prodigy optimizer:	COMMENT
MEDIUM	src/diffusers/modular_pipelines/components_manager.py	774	"""Get comprehensive information about a component.	STRING
LOW	src/diffusers/modular_pipelines/modular_pipeline.py	2108	# if it is not set yet, just set it and skip the process to check and warn below	COMMENT
MEDIUM	src/diffusers/pipelines/prx/pipeline_prx.py	129	"""Clean text using comprehensive text processing logic."""	STRING
MEDIUM	src/diffusers/utils/state_dict_utils.py	155	# This is not a comprehensive dict as kohya format requires replacing `.` with `_` in keys,	COMMENT
LOW	src/diffusers/models/attention_processor.py	593	# here we simply pass along all tensors to the selected processor class	STRING
MEDIUM	src/diffusers/models/modeling_utils.py	501	# If users want to apply layerwise casting on peft layers as well, they can utilize the	STRING
LOW	src/diffusers/models/autoencoders/vae.py	631	inds[inds >= self.used.shape[0]] = 0 # simply set to zero	CODE
MEDIUM	src/diffusers/loaders/lora_conversion_utils.py	363	# not utilize it yet.	COMMENT
LOW	…fusers/schedulers/scheduling_ltx_euler_ancestral_rf.py	320	# Already at the end; simply return the current sample.	COMMENT

Cross-Language Confusion5 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	setup.py	51	python setup.py bdist_wheel && python setup.py sdist	STRING
HIGH	setup.py	64	pip install diffusers && pip uninstall diffusers	STRING
HIGH	tests/quantization/test_pipeline_level_quantization.py	281	"llm_int8_skip_modules": null,	CODE
HIGH	utils/label_issues.py	43	Example: {"labels": ["bug", "models", "needs-code-example"], "model_name": null}	CODE
HIGH	src/diffusers/pipelines/ace_step/pipeline_ace_step.py	1171	# Batched guidance: stack (cond, null) on batch dim and run the DiT once.	STRING

Modern AI Meta-Vocabulary6 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTING.md	590	### AI-assisted and agentic contributions	COMMENT
MEDIUM	docs/source/en/conceptual/contribution.md	590	### AI-assisted and agentic contributions	COMMENT
MEDIUM	scripts/convert_original_audioldm2_to_diffusers.py	637	# extract state dict for CLAP text embedding model, discarding the audio component	COMMENT
MEDIUM	scripts/convert_original_audioldm_to_diffusers.py	612	# extract state dict for CLAP text embedding model, discarding the audio component	COMMENT
MEDIUM	scripts/convert_original_musicldm_to_diffusers.py	617	# extract state dict for CLAP text embedding model, discarding the audio component	COMMENT
MEDIUM	src/diffusers/pipelines/dreamlite/pipeline_dreamlite.py	215	# (system + chat-template scaffolding) that must be dropped from the encoder hidden states so the cross-	STRING

Dead Code4 hits · 8 pts

Severity	File	Line	Context
MEDIUM	…research_projects/pixart/train_pixart_controlnet_hf.py	686	CODE
MEDIUM	…rs/modular_pipelines/z_image/modular_blocks_z_image.py	260	CODE
MEDIUM	…rs/modular_pipelines/z_image/modular_blocks_z_image.py	261	CODE
MEDIUM	…rs/modular_pipelines/z_image/modular_blocks_z_image.py	262	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	examples/profiling/run_profiling.sh	4	# Usage:	COMMENT
LOW	scripts/convert_longcat_audio_dit_to_diffusers.py	16	# Usage:	COMMENT
LOW	scripts/convert_ace_step_to_diffusers.py	3	# Usage:	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…_gligen/pipeline_stable_diffusion_gligen_text_image.py	144	... "placeholder",	CODE
LOW	…elines/deprecated/unidiffuser/modeling_text_decoder.py	153	dummy_token = self.get_dummy_token(input_ids.shape[0], input_ids.device)	CODE
LOW	…elines/deprecated/unidiffuser/modeling_text_decoder.py	154	labels = torch.cat((dummy_token, input_ids), dim=1)	CODE

TODO Padding2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/diffusers/modular_pipelines/flux/inputs.py	102	# TODO: consider adding negative embeddings?	COMMENT
LOW	src/diffusers/models/transformers/transformer_ltx2.py	1023	# TODO: consider implementing this as a utility and reuse in `connectors.py`.	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings