huggingface/diffusers

Pattern Findings

12532 matches across 18 categories. Click a row to expand file-level details.

Cross-File Repetition1905 hits · 9525 pts

Severity	File	Line	Snippet
HIGH	CONTRIBUTING.md	0	output class for alt diffusion pipelines. args: images (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im
HIGH	docs/source/zh/conceptual/contribution.md	0	output class for alt diffusion pipelines. args: images (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im
HIGH	docs/source/ko/conceptual/contribution.md	0	output class for alt diffusion pipelines. args: images (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im
HIGH	docs/source/en/conceptual/contribution.md	0	output class for alt diffusion pipelines. args: images (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im
HIGH	…/pipelines/deprecated/alt_diffusion/pipeline_output.py	0	output class for alt diffusion pipelines. args: images (`list[pil.image.image]` or `np.ndarray`) list of denoised pil im
HIGH	tests/testing_utils.py	0	helper function for reproducible behavior during distributed training. see - https://pytorch.org/docs/stable/notes/rando
HIGH	src/diffusers/utils/testing_utils.py	0	helper function for reproducible behavior during distributed training. see - https://pytorch.org/docs/stable/notes/rando
HIGH	src/diffusers/utils/torch_utils.py	0	helper function for reproducible behavior during distributed training. see - https://pytorch.org/docs/stable/notes/rando
HIGH	…fusion_xl/test_modular_pipeline_stable_diffusion_xl.py	0	tests for ip-adapter. the following scenarios are tested: - single ip-adapter with scale=0 should produce same output as
HIGH	tests/pipelines/test_pipelines_common.py	0	tests for ip-adapter. the following scenarios are tested: - single ip-adapter with scale=0 should produce same output as
HIGH	tests/pipelines/test_pipelines_common.py	0	tests for ip-adapter. the following scenarios are tested: - single ip-adapter with scale=0 should produce same output as
HIGH	…/pipelines/stable_cascade/test_stable_cascade_prior.py	0	checks if the lora layers are correctly set with peft
HIGH	tests/models/test_modeling_common.py	0	checks if the lora layers are correctly set with peft
HIGH	tests/models/unets/test_models_unet_2d_condition.py	0	checks if the lora layers are correctly set with peft
HIGH	tests/lora/utils.py	0	checks if the lora layers are correctly set with peft
HIGH	tests/models/testing_utils/quantization.py	0	test that modules_to_not_convert parameter works correctly.
HIGH	tests/models/testing_utils/quantization.py	0	test that modules_to_not_convert parameter works correctly.
HIGH	tests/models/testing_utils/quantization.py	0	test that modules_to_not_convert parameter works correctly.
HIGH	tests/models/testing_utils/quantization.py	0	test that modules_to_not_convert parameter works correctly.
HIGH	tests/models/testing_utils/quantization.py	0	test that device_map='auto' works correctly with quantization.
HIGH	tests/models/testing_utils/quantization.py	0	test that device_map='auto' works correctly with quantization.
HIGH	tests/models/testing_utils/quantization.py	0	test that device_map='auto' works correctly with quantization.
HIGH	tests/models/testing_utils/quantization.py	0	test that device_map='auto' works correctly with quantization.
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.
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.
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.
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.
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
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
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
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
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
HIGH	tests/lora/utils.py	0	tests a simple inference with lora attached to text encoder and unet, then unloads the lora weights and makes sure it wo
HIGH	tests/lora/utils.py	0	tests a simple inference with lora attached to text encoder and unet, then unloads the lora weights and makes sure it wo
HIGH	tests/lora/utils.py	0	tests a simple inference with lora attached to text encoder and unet, then unloads the lora weights and makes sure it wo
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
HIGH	docs/source/zh/optimization/speed-memory-optims.md	0	the camera rushes from far to near in a low-angle shot, revealing a white ferret on a log. it plays, leaps into the wate
HIGH	docs/source/en/optimization/speed-memory-optims.md	0	the camera rushes from far to near in a low-angle shot, revealing a white ferret on a log. it plays, leaps into the wate
HIGH	docs/source/en/using-diffusers/text-img2vid.md	0	the camera rushes from far to near in a low-angle shot, revealing a white ferret on a log. it plays, leaps into the wate
HIGH	docs/source/en/using-diffusers/text-img2vid.md	0	the camera rushes from far to near in a low-angle shot, revealing a white ferret on a log. it plays, leaps into the wate
HIGH	docs/source/en/api/pipelines/wan.md	0	the camera rushes from far to near in a low-angle shot, revealing a white ferret on a log. it plays, leaps into the wate
1845 more matches not shown…

Hyper-Verbose Identifiers4333 hits · 3890 pts

Severity	File	Line	Snippet
LOW	tests/testing_utils.py	1522	def backend_reset_peak_memory_stats(device: str):
LOW	tests/testing_utils.py	1526	def backend_reset_max_memory_allocated(device: str):
LOW	tests/testing_utils.py	1530	def backend_max_memory_allocated(device: str):
LOW	tests/testing_utils.py	1536	def backend_supports_training(device: str):
LOW	tests/testing_utils.py	188	def numpy_cosine_similarity_distance(a, b):
LOW	tests/testing_utils.py	506	def require_torch_version_greater_equal(torch_version):
LOW	tests/testing_utils.py	519	def require_torch_version_greater(torch_version):
LOW	tests/testing_utils.py	536	def require_torch_cuda_compatibility(expected_compute_capability):
LOW	tests/testing_utils.py	550	def require_torch_accelerator(test_case):
LOW	tests/testing_utils.py	569	def require_torch_multi_accelerator(test_case):
LOW	tests/testing_utils.py	599	def require_big_gpu_with_torch_cuda(test_case):
LOW	tests/testing_utils.py	648	def require_torch_accelerator_with_training(test_case):
LOW	tests/testing_utils.py	748	def require_peft_version_greater(peft_version):
LOW	tests/testing_utils.py	765	def require_transformers_version_greater(transformers_version):
LOW	tests/testing_utils.py	783	def require_accelerate_version_greater(accelerate_version):
LOW	tests/testing_utils.py	796	def require_bitsandbytes_version_greater(bnb_version):
LOW	tests/testing_utils.py	808	def require_hf_hub_version_greater(hf_hub_version):
LOW	tests/testing_utils.py	821	def require_gguf_version_greater_or_equal(gguf_version):
LOW	tests/testing_utils.py	833	def require_torchao_version_greater_or_equal(torchao_version):
LOW	tests/testing_utils.py	845	def require_kernels_version_greater_or_equal(kernels_version):
LOW	tests/testing_utils.py	857	def require_modelopt_version_greater_or_equal(modelopt_version):
LOW	tests/testing_utils.py	867	def deprecate_after_peft_backend(test_case):
LOW	tests/testing_utils.py	1099	def pytest_terminal_summary_main(tr, id):
LOW	tests/testing_utils.py	1491	def _device_agnostic_dispatch(device: str, dispatch_table: dict[str, Callable], args, *kwargs):
LOW	tests/testing_utils.py	1641	def _get_expected_safetensors_files(
LOW	tests/testing_utils.py	1724	def _check_safetensors_serialization(
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	63	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	85	def test_single_file_components(self):
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	98	def test_single_file_components_local_files_only(self):
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	112	def test_single_file_components_with_original_config(self):
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	121	def test_single_file_components_with_original_config_local_files_only(self):
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	142	def test_single_file_components_with_diffusers_config(self):
LOW	…e_file/test_stable_diffusion_controlnet_single_file.py	151	def test_single_file_components_with_diffusers_config_local_files_only(self):
LOW	…ts/single_file/test_stable_diffusion_xl_single_file.py	52	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	tests/single_file/test_model_vae_single_file.py	52	def test_single_file_inference_same_as_pretrained(self):
LOW	tests/single_file/test_model_vae_single_file.py	71	def test_single_file_arguments(self):
LOW	…ngle_file/test_stable_diffusion_upscale_single_file.py	41	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	…ngle_file/test_stable_diffusion_upscale_single_file.py	75	def test_single_file_components_with_original_config(self):
LOW	…ngle_file/test_stable_diffusion_upscale_single_file.py	83	def test_single_file_components_with_original_config_local_files_only(self):
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	63	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	88	def test_single_file_components(self):
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	102	def test_single_file_components_local_files_only(self):
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	123	def test_single_file_components_with_original_config(self):
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	141	def test_single_file_components_with_original_config_local_files_only(self):
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	164	def test_single_file_components_with_diffusers_config(self):
LOW	…ile/test_stable_diffusion_xl_controlnet_single_file.py	175	def test_single_file_components_with_diffusers_config_local_files_only(self):
LOW	…ngle_file/test_stable_diffusion_inpaint_single_file.py	61	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	…ngle_file/test_stable_diffusion_inpaint_single_file.py	72	def test_single_file_components_with_original_config(self):
LOW	…ngle_file/test_stable_diffusion_inpaint_single_file.py	76	def test_single_file_components_with_original_config_local_files_only(self):
LOW	…ngle_file/test_stable_diffusion_inpaint_single_file.py	119	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	…e_file/test_stable_diffusion_xl_img2img_single_file.py	60	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	…e_file/test_stable_diffusion_xl_img2img_single_file.py	76	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	…s/single_file/test_model_autoencoder_dc_single_file.py	50	def test_single_file_inference_same_as_pretrained(self):
LOW	…s/single_file/test_model_autoencoder_dc_single_file.py	67	def test_single_file_in_type_variant_components(self):
LOW	…s/single_file/test_model_autoencoder_dc_single_file.py	86	def test_single_file_mix_type_variant_components(self):
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	70	def test_single_file_format_inference_is_same_as_pretrained(self):
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	89	def test_single_file_components(self):
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	102	def test_single_file_components_local_files_only(self):
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	117	def test_single_file_components_with_original_config(self):
LOW	…est_stable_diffusion_controlnet_inpaint_single_file.py	127	def test_single_file_components_with_original_config_local_files_only(self):
4273 more matches not shown…

Docstring Block Structure375 hits · 1875 pts

Severity	File	Line	Snippet
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
HIGH	examples/research_projects/anytext/anytext.py	1970	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	…_projects/promptdiffusion/pipeline_prompt_diffusion.py	938	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	…ch_projects/pixart/pipeline_pixart_alpha_controlnet.py	820	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/pipeline_zero1to3.py	624	Function invoked when calling the pipeline for generation. Args: input_imgs (`PIL` or `Lis
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
HIGH	examples/community/mod_controlnet_tile_sr_sdxl.py	1292	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	…mmunity/stable_diffusion_controlnet_inpaint_img2img.py	755	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	…les/community/pipeline_flux_kontext_multiple_images.py	851	Function invoked when calling the pipeline for generation. Args: image (`torch.Tensor`, `P
HIGH	…munity/pipeline_stable_diffusion_3_instruct_pix2pix.py	896	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	…/community/stable_diffusion_xl_controlnet_reference.py	375	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	examples/community/mixture_tiling.py	184	Function to run the diffusion pipeline with tiling support. Args: prompt: either a single
HIGH	examples/community/pipeline_stg_hunyuan_video.py	586	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	examples/community/pipeline_flux_with_cfg.py	632	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/pipeline_stable_diffusion_xl_ipex.py	759	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
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
HIGH	examples/community/stable_diffusion_repaint.py	633	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[str
HIGH	…/community/pipeline_hunyuandit_differential_img2img.py	770	The call function to the pipeline for generation with HunyuanDiT. Args: prompt (`str` or `
HIGH	examples/community/pipeline_stable_diffusion_boxdiff.py	1353	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
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
HIGH	examples/community/adaptive_mask_inpainting.py	884	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	examples/community/fresco_v2v.py	2082	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
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
HIGH	…line_stable_diffusion_xl_controlnet_adapter_inpaint.py	1240	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	…ty/pipeline_stable_diffusion_3_differential_img2img.py	699	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/pipeline_demofusion_sdxl.py	662	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/run_tensorrt_controlnet.py	651	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/pipeline_stg_ltx.py	589	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/pipeline_animatediff_ipex.py	598	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	…es/community/pipeline_faithdiff_stable_diffusion_xl.py	1838	Function invoked when calling the pipeline for generation. Args: lr_img (PipelineImageInpu
HIGH	examples/community/pipeline_stable_diffusion_pag.py	1126	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opti
HIGH	examples/community/stable_diffusion_reference.py	286	Check the validity of the input arguments for the diffusion model. Args: prompt (Optional[
HIGH	examples/community/stable_diffusion_reference.py	849	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
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
HIGH	…unity/pipeline_stable_diffusion_xl_attentive_eraser.py	1660	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	…les/community/stable_diffusion_controlnet_reference.py	135	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/stable_diffusion_xl_reference.py	317	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	…les/community/pipeline_controlnet_xl_kolors_img2img.py	995	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/pipeline_controlnet_xl_kolors.py	821	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	…y/pipeline_stable_diffusion_xl_differential_img2img.py	978	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/matryoshka.py	4278	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	…les/community/pipeline_z_image_differential_img2img.py	477	Function invoked when calling the pipeline for image-to-image generation. Args: prompt (`s
HIGH	examples/community/pipeline_stg_mochi.py	592	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
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
HIGH	examples/community/rerender_a_video.py	627	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
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
HIGH	examples/community/lpw_stable_diffusion_xl.py	1437	Function invoked when calling the pipeline for generation. Args: prompt (`str`):
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
HIGH	examples/community/pipeline_kolors_inpainting.py	1121	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/stable_diffusion_ipex.py	583	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/mixture_tiling_sdxl.py	803	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/gluegen.py	607	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	examples/community/instaflow_one_step.py	522	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	…mples/community/stable_diffusion_controlnet_inpaint.py	767	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	…ples/community/pipeline_kolors_differential_img2img.py	819	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
HIGH	examples/community/pipeline_fabric.py	521	The call function to the pipeline for generation. Generate a trajectory of images with binary feedback. The
HIGH	examples/community/pipeline_animatediff_controlnet.py	777	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`, *opt
HIGH	examples/community/pipeline_flux_semantic_guidance.py	825	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
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
HIGH	…ples/community/pipline_flux_fill_controlnet_Inpaint.py	865	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st
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Unused Imports2315 hits · 1618 pts

Severity	File	Line
LOW	tests/models/unets/test_unet_2d_blocks.py	17
LOW	tests/models/testing_utils/__init__.py	1
LOW	tests/models/testing_utils/__init__.py	1
LOW	tests/models/testing_utils/__init__.py	2
LOW	tests/models/testing_utils/__init__.py	2
LOW	tests/models/testing_utils/__init__.py	2
LOW	tests/models/testing_utils/__init__.py	2
LOW	tests/models/testing_utils/__init__.py	2
LOW	tests/models/testing_utils/__init__.py	2
LOW	tests/models/testing_utils/__init__.py	2
LOW	tests/models/testing_utils/__init__.py	11
LOW	tests/models/testing_utils/__init__.py	11
LOW	tests/models/testing_utils/__init__.py	12
LOW	tests/models/testing_utils/__init__.py	13
LOW	tests/models/testing_utils/__init__.py	14
LOW	tests/models/testing_utils/__init__.py	14
LOW	tests/models/testing_utils/__init__.py	15
LOW	tests/models/testing_utils/__init__.py	15
LOW	tests/models/testing_utils/__init__.py	15
LOW	tests/models/testing_utils/__init__.py	15
LOW	tests/models/testing_utils/__init__.py	16
LOW	tests/models/testing_utils/__init__.py	16
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	17
LOW	tests/models/testing_utils/__init__.py	36
LOW	tests/models/testing_utils/__init__.py	37
LOW	utils/check_forward_call_docstrings.py	45
LOW	…ples/reinforcement_learning/run_diffuser_locomotion.py	1
LOW	examples/server-async/utils/__init__.py	1
LOW	examples/server-async/utils/__init__.py	2
LOW	examples/inference/inpainting.py	3
LOW	examples/inference/image_to_image.py	3
LOW	examples/community/pipeline_prompt2prompt.py	15
LOW	scripts/convert_sana_to_diffusers.py	2
LOW	scripts/convert_sana_video_to_diffusers.py	2
LOW	scripts/convert_sana_controlnet_to_diffusers.py	2
LOW	src/diffusers/__init__.py	5
LOW	src/diffusers/__init__.py	936
LOW	src/diffusers/__init__.py	937
LOW	src/diffusers/__init__.py	945
LOW	src/diffusers/__init__.py	953
LOW	src/diffusers/__init__.py	961
LOW	src/diffusers/__init__.py	969
LOW	src/diffusers/__init__.py	977
LOW	src/diffusers/__init__.py	985
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Deep Nesting1414 hits · 1379 pts

Severity	File	Line
LOW	tests/testing_utils.py	880
LOW	tests/testing_utils.py	1099
LOW	tests/testing_utils.py	1641
LOW	…sts/modular_pipelines/test_modular_pipelines_common.py	328
LOW	…sts/modular_pipelines/test_modular_pipelines_common.py	418
LOW	tests/others/test_dependencies.py	25
LOW	tests/others/test_video_processor.py	31
LOW	tests/others/test_video_processor.py	76
LOW	tests/pipelines/test_pipelines_common.py	1433
LOW	tests/pipelines/test_pipelines_common.py	1627
LOW	tests/pipelines/test_pipelines_common.py	1802
LOW	tests/pipelines/test_pipelines_common.py	1904
LOW	tests/pipelines/test_pipelines_common.py	2072
LOW	tests/pipelines/test_pipelines_common.py	2129
LOW	…ble_diffusion_adapter/test_stable_diffusion_adapter.py	428
LOW	…ble_diffusion_adapter/test_stable_diffusion_adapter.py	492
LOW	…ble_diffusion_adapter/test_stable_diffusion_adapter.py	521
LOW	tests/pipelines/ltx2/test_ltx2_hdr.py	287
LOW	…elines/ip_adapters/test_ip_adapter_stable_diffusion.py	104
LOW	tests/pipelines/z_image/test_z_image_img2img.py	204
LOW	tests/pipelines/z_image/test_z_image_inpaint.py	213
LOW	tests/pipelines/z_image/test_z_image.py	197
LOW	…table_diffusion_xl/test_stable_diffusion_xl_adapter.py	458
LOW	…table_diffusion_xl/test_stable_diffusion_xl_adapter.py	520
LOW	…table_diffusion_xl/test_stable_diffusion_xl_adapter.py	549
LOW	…ts/pipelines/nucleusmoe_image/test_nucleusmoe_image.py	238
LOW	tests/models/test_modeling_common.py	169
LOW	tests/models/test_modeling_common.py	406
LOW	tests/models/test_modeling_common.py	1861
LOW	tests/models/test_modeling_common.py	2289
LOW	tests/models/unets/test_models_unet_2d_condition.py	95
LOW	tests/models/unets/test_models_unet_2d_condition.py	150
LOW	tests/models/unets/test_models_unet_2d_condition.py	250
LOW	tests/models/unets/test_models_unet_2d_condition.py	308
LOW	tests/models/testing_utils/memory.py	316
LOW	tests/models/testing_utils/quantization.py	243
LOW	tests/models/testing_utils/quantization.py	274
LOW	tests/models/testing_utils/cache.py	122
LOW	tests/models/testing_utils/common.py	60
LOW	tests/quantization/bnb/test_4bit.py	777
LOW	tests/lora/utils.py	1486
LOW	tests/lora/utils.py	1891
LOW	tests/schedulers/test_scheduler_dpm_single.py	179
LOW	tests/schedulers/test_scheduler_dpm_single.py	198
LOW	tests/schedulers/test_schedulers.py	672
LOW	tests/schedulers/test_scheduler_dpm_multi_inverse.py	146
LOW	tests/schedulers/test_scheduler_dpm_multi_inverse.py	165
LOW	…s/schedulers/test_scheduler_edm_dpmsolver_multistep.py	149
LOW	…s/schedulers/test_scheduler_edm_dpmsolver_multistep.py	170
LOW	tests/schedulers/test_scheduler_deis.py	168
LOW	tests/schedulers/test_scheduler_deis.py	187
LOW	tests/schedulers/test_scheduler_dpm_multi.py	180
LOW	tests/schedulers/test_scheduler_dpm_multi.py	199
LOW	tests/schedulers/test_scheduler_unipc.py	165
LOW	tests/schedulers/test_scheduler_unipc.py	235
LOW	utils/label_issues.py	72
LOW	utils/log_reports.py	17
LOW	utils/consolidated_test_report.py	24
LOW	utils/consolidated_test_report.py	92
LOW	utils/consolidated_test_report.py	136
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Over-Commented Block1348 hits · 1342 pts

Severity	File	Line	Snippet
LOW	setup.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	setup.py	161	#
LOW	tests/conftest.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	…/single_file/test_model_wan_autoencoder_single_file.py	1	# coding=utf-8
LOW	tests/single_file/test_lumina2_transformer.py	1	# coding=utf-8
LOW	…single_file/test_model_flux_transformer_single_file.py	1	# coding=utf-8
LOW	tests/single_file/test_model_vae_single_file.py	1	# coding=utf-8
LOW	…s/single_file/test_model_autoencoder_dc_single_file.py	1	# coding=utf-8
LOW	tests/single_file/test_model_controlnet_single_file.py	1	# coding=utf-8
LOW	…ingle_file/test_model_wan_transformer3d_single_file.py	1	# coding=utf-8
LOW	…/single_file/test_model_sd_cascade_unet_single_file.py	1	# coding=utf-8
LOW	…s/single_file/test_model_motion_adapter_single_file.py	1	# coding=utf-8
LOW	…/modular_pipelines/test_conditional_pipeline_blocks.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	…dular_pipelines/helios/test_modular_pipeline_helios.py	1	# coding=utf-8
LOW	…sts/modular_pipelines/ltx/test_modular_pipeline_ltx.py	1	# coding=utf-8
LOW	…s/modular_pipelines/flux/test_modular_pipeline_flux.py	1	# coding=utf-8
LOW	…modular_pipelines/flux2/test_modular_pipeline_flux2.py	1	# coding=utf-8
LOW	…r_pipelines/flux2/test_modular_pipeline_flux2_klein.py	1	# coding=utf-8
LOW	…elines/flux2/test_modular_pipeline_flux2_klein_base.py	1	# coding=utf-8
LOW	…modular_pipelines/anima/test_modular_pipeline_anima.py	1	# Copyright 2026 The HuggingFace Team.
LOW	…ular_pipelines/qwen/test_modular_pipeline_qwenimage.py	1	# coding=utf-8
LOW	…sts/modular_pipelines/wan/test_modular_pipeline_wan.py	1	# coding=utf-8
LOW	…lar_pipelines/z_image/test_modular_pipeline_z_image.py	1	# coding=utf-8
LOW	…iffusion_3/test_modular_pipeline_stable_diffusion_3.py	1	# coding=utf-8
LOW	…fusion_xl/test_modular_pipeline_stable_diffusion_xl.py	1	# coding=utf-8
LOW	…uan_video1_5/test_modular_pipeline_hunyuan_video1_5.py	1	# coding=utf-8
LOW	…lines/ernie_image/test_modular_pipeline_ernie_image.py	1	# coding=utf-8
LOW	tests/others/test_utils.py	1	# coding=utf-8
LOW	tests/others/test_ema.py	1	# coding=utf-8
LOW	tests/others/test_hub_utils.py	1	# coding=utf-8
LOW	tests/others/test_dependencies.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	tests/others/test_check_copies.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	tests/others/test_check_dummies.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	tests/others/test_flashpack.py	1	# coding=utf-8
LOW	tests/others/test_training.py	1	# coding=utf-8
LOW	tests/others/test_image_processor.py	1	# coding=utf-8
LOW	tests/others/test_config.py	1	# coding=utf-8
LOW	tests/others/test_video_processor.py	1	# coding=utf-8
LOW	tests/pipelines/test_pipelines.py	1	# coding=utf-8
LOW	tests/pipelines/test_pipelines_combined.py	1	# coding=utf-8
LOW	tests/pipelines/test_pipelines_auto.py	1	# coding=utf-8
LOW	…ble_diffusion_adapter/test_stable_diffusion_adapter.py	1	# coding=utf-8
LOW	tests/pipelines/qwenimage/test_qwenimage_controlnet.py	1	# Copyright 2025 The HuggingFace Team.
LOW	tests/pipelines/qwenimage/test_qwenimage_edit.py	1	# Copyright 2025 The HuggingFace Team.
LOW	tests/pipelines/qwenimage/test_qwenimage_inpaint.py	1	# Copyright 2025 The HuggingFace Team.
LOW	tests/pipelines/qwenimage/test_qwenimage_edit_plus.py	1	# Copyright 2025 The HuggingFace Team.
LOW	tests/pipelines/qwenimage/test_qwenimage.py	1	# Copyright 2025 The HuggingFace Team.
LOW	tests/pipelines/mochi/test_mochi.py	1	# Copyright 2025 The HuggingFace Team.
LOW	tests/pipelines/helios/test_helios.py	1	# Copyright 2025 The HuggingFace Team.
LOW	tests/pipelines/kolors/test_kolors.py	1	# coding=utf-8
LOW	tests/pipelines/kolors/test_kolors_img2img.py	1	# coding=utf-8
LOW	tests/pipelines/kandinsky/test_kandinsky_img2img.py	1	# coding=utf-8
LOW	tests/pipelines/kandinsky/test_kandinsky.py	1	# coding=utf-8
LOW	tests/pipelines/kandinsky/test_kandinsky_combined.py	1	# coding=utf-8
LOW	tests/pipelines/kandinsky/test_kandinsky_prior.py	1	# coding=utf-8
LOW	tests/pipelines/kandinsky/test_kandinsky_inpaint.py	1	# coding=utf-8
LOW	tests/pipelines/motif_video/test_motif_video.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.
LOW	…/pipelines/motif_video/test_motif_video_image2video.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.
LOW	…ipelines/controlnet_sd3/test_controlnet_inpaint_sd3.py	1	# coding=utf-8
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Decorative Section Separators249 hits · 736 pts

Severity	File	Line	Snippet
MEDIUM	tests/pipelines/marigold/test_marigold_depth.py	15	# --------------------------------------------------------------------------
MEDIUM	tests/pipelines/marigold/test_marigold_depth.py	18	# --------------------------------------------------------------------------
MEDIUM	tests/pipelines/marigold/test_marigold_intrinsics.py	15	# --------------------------------------------------------------------------
MEDIUM	tests/pipelines/marigold/test_marigold_intrinsics.py	18	# --------------------------------------------------------------------------
MEDIUM	tests/pipelines/marigold/test_marigold_normals.py	15	# --------------------------------------------------------------------------
MEDIUM	tests/pipelines/marigold/test_marigold_normals.py	18	# --------------------------------------------------------------------------
MEDIUM	…sts/models/autoencoders/test_models_autoencoder_rae.py	45	# ---------------------------------------------------------------------------
MEDIUM	…sts/models/autoencoders/test_models_autoencoder_rae.py	47	# ---------------------------------------------------------------------------
MEDIUM	…sts/models/autoencoders/test_models_autoencoder_rae.py	86	# ---------------------------------------------------------------------------
MEDIUM	…sts/models/autoencoders/test_models_autoencoder_rae.py	88	# ---------------------------------------------------------------------------
MEDIUM	tests/models/testing_utils/attention.py	34	# ---------------------------------------------------------------------------
MEDIUM	tests/models/testing_utils/attention.py	36	# ---------------------------------------------------------------------------
MEDIUM	docs/source/en/training/nemo_automodel.md	144	# ── Experiment tracking (optional) ──────────────────────────────────────────
MEDIUM	docs/source/en/training/nemo_automodel.md	152	# ── Model ───────────────────────────────────────────────────────────────────
MEDIUM	docs/source/en/training/nemo_automodel.md	159	# ── Training schedule ───────────────────────────────────────────────────────
MEDIUM	docs/source/en/training/nemo_automodel.md	169	# ── Data ────────────────────────────────────────────────────────────────────
MEDIUM	docs/source/en/training/nemo_automodel.md	186	# ── Optimizer ───────────────────────────────────────────────────────────────
MEDIUM	docs/source/en/training/nemo_automodel.md	195	# ── Learning rate scheduler ─────────────────────────────────────────────────
MEDIUM	docs/source/en/training/nemo_automodel.md	202	# ── Flow matching ───────────────────────────────────────────────────────────
MEDIUM	docs/source/en/training/nemo_automodel.md	219	# ── FSDP2 distributed training ──────────────────────────────────────────────
MEDIUM	docs/source/en/training/nemo_automodel.md	230	# ── Checkpointing ──────────────────────────────────────────────────────────
MEDIUM	docs/source/en/api/pipelines/control_flux_inpaint.md	47	# ---------------------------------------------------------------
MEDIUM	docs/source/en/api/pipelines/control_flux_inpaint.md	57	# ---------------------------------------------------------------
MEDIUM	…cts/onnxruntime/textual_inversion/textual_inversion.py	79	# ------------------------------------------------------------------------------
MEDIUM	…/intel_opts/textual_inversion_dfq/textual_inversion.py	46	# ------------------------------------------------------------------------------
MEDIUM	…intel_opts/textual_inversion/textual_inversion_bf16.py	49	# ------------------------------------------------------------------------------
MEDIUM	…cts/multi_token_textual_inversion/textual_inversion.py	74	# ------------------------------------------------------------------------------
MEDIUM	…ulti_token_textual_inversion/textual_inversion_flax.py	56	# ------------------------------------------------------------------------------
MEDIUM	examples/textual_inversion/textual_inversion.py	81	# ------------------------------------------------------------------------------
MEDIUM	examples/textual_inversion/textual_inversion_sdxl.py	76	# ------------------------------------------------------------------------------
MEDIUM	examples/textual_inversion/textual_inversion_flax.py	56	# ------------------------------------------------------------------------------
MEDIUM	examples/community/lpw_stable_diffusion.py	31	# ------------------------------------------------------------------------------
MEDIUM	examples/community/lpw_stable_diffusion_onnx.py	54	# ------------------------------------------------------------------------------
MEDIUM	…line_stable_diffusion_xl_controlnet_adapter_inpaint.py	1642	# ----------------------------------------------------------------
MEDIUM	examples/community/imagic_stable_diffusion.py	46	# ------------------------------------------------------------------------------
MEDIUM	examples/community/README.md	499	# ------------------------------------------------
MEDIUM	examples/community/README.md	504	# -------------------------------------------------
MEDIUM	examples/community/lpw_stable_diffusion_xl.py	1	## ----------------------------------------------------------
MEDIUM	examples/community/lpw_stable_diffusion_xl.py	7	## -----------------------------------------------------------
MEDIUM	examples/community/lpw_stable_diffusion_xl.py	467	# ----------------------------------------------------------------------------------------------------------------------
MEDIUM	examples/community/lpw_stable_diffusion_xl.py	469	# ----------------------------------------------------------------------------------------------------------------------
MEDIUM	examples/community/marigold_depth_estimation.py	14	# --------------------------------------------------------------------------
MEDIUM	examples/community/marigold_depth_estimation.py	18	# --------------------------------------------------------------------------
MEDIUM	examples/community/pipeline_stable_diffusion_xl_t5.py	144	# ------------------------------------------------------------------
MEDIUM	examples/community/pipeline_stable_diffusion_xl_t5.py	147	# ------------------------------------------------------------------
MEDIUM	scripts/convert_ace_step_to_diffusers.py	129	# =========================================================================
MEDIUM	scripts/convert_ace_step_to_diffusers.py	131	# =========================================================================
MEDIUM	scripts/convert_ace_step_to_diffusers.py	196	# =========================================================================
MEDIUM	scripts/convert_ace_step_to_diffusers.py	198	# =========================================================================
MEDIUM	scripts/convert_ace_step_to_diffusers.py	304	# =========================================================================
MEDIUM	scripts/convert_ace_step_to_diffusers.py	323	# =========================================================================
MEDIUM	scripts/convert_ace_step_to_diffusers.py	329	# =========================================================================
MEDIUM	src/diffusers/modular_pipelines/mellon_node_utils.py	298	# =========================================================================
MEDIUM	src/diffusers/modular_pipelines/mellon_node_utils.py	300	# =========================================================================
MEDIUM	src/diffusers/modular_pipelines/mellon_node_utils.py	390	# =========================================================================
MEDIUM	src/diffusers/modular_pipelines/mellon_node_utils.py	392	# =========================================================================
MEDIUM	…/diffusers/modular_pipelines/modular_pipeline_utils.py	357	# ======================================================
MEDIUM	…/diffusers/modular_pipelines/modular_pipeline_utils.py	359	# ======================================================
MEDIUM	…fusers/modular_pipelines/qwenimage/prompt_templates.py	25	# ============================================
MEDIUM	…fusers/modular_pipelines/qwenimage/prompt_templates.py	27	# ============================================
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Self-Referential Comments130 hits · 302 pts

Severity	File	Line	Snippet
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.
MEDIUM	tests/pipelines/ace_step/test_ace_step.py	160	# Create a tiny Qwen3Model for testing (matching the real Qwen3-Embedding-0.6B architecture)
MEDIUM	tests/pipelines/sana_video/test_sana_video_i2v.py	131	# Create a dummy image input (PIL Image)
MEDIUM	…ines/visualcloze/test_pipeline_visualcloze_combined.py	127	# Create an image list that conforms to the VisualCloze input format
MEDIUM	…es/visualcloze/test_pipeline_visualcloze_generation.py	129	# Create an image list that conforms to the VisualCloze input format
MEDIUM	tests/models/testing_utils/attention.py	213	# Create a dict of new processors
MEDIUM	tests/models/testing_utils/attention.py	235	# Create a dict with wrong number of processors
MEDIUM	utils/consolidated_test_report.py	503	# Create a list of failing tests for each module
MEDIUM	utils/consolidated_test_report.py	581	# Create a more compact summary section
MEDIUM	utils/consolidated_test_report.py	587	# Create the test suites table in markdown format
MEDIUM	utils/consolidated_test_report.py	621	# Create the Slack payload with character limit enforcement
MEDIUM	utils/check_support_list.py	68	# Define the checks we need to perform
MEDIUM	utils/tests_fetcher.py	938	# Create the map that will give us all impacted modules.
MEDIUM	utils/tests_fetcher.py	980	# Create a map that maps test categories to test files, i.e. `models/bert` -> [...test_modeling_bert.py, ...]
MEDIUM	utils/check_dummies.py	124	dummy_file = "# This file is autogenerated by the command `make fix-copies`, do not edit.\n"
MEDIUM	examples/instruct_pix2pix/train_instruct_pix2pix.py	1008	# Create the pipeline using the trained modules and save it.
MEDIUM	…amples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py	1219	# Create the pipeline using the trained modules and save it.
MEDIUM	examples/controlnet/train_controlnet_flux.py	1399	# Create the pipeline using using the trained modules and save it.
MEDIUM	examples/controlnet/train_controlnet_sdxl.py	1343	# Create the pipeline using using the trained modules and save it.
MEDIUM	examples/controlnet/train_controlnet.py	1156	# Create the pipeline using the trained modules and save it.
MEDIUM	examples/controlnet/train_controlnet_sd3.py	1434	# Create the pipeline using using the trained modules and save it.
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.
MEDIUM	examples/flux-control/train_control_lora_flux.py	1352	# Create the pipeline using using the trained modules and save it.
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.
MEDIUM	examples/flux-control/train_control_flux.py	1206	# Create the pipeline using using the trained modules and save it.
MEDIUM	…andinsky2_2/text_to_image/train_text_to_image_prior.py	913	# Create the pipeline using the trained modules and save it.
MEDIUM	…dinsky2_2/text_to_image/train_text_to_image_decoder.py	882	# Create the pipeline using the trained modules and save it.
MEDIUM	examples/t2i_adapter/train_t2i_adapter_sdxl.py	1301	# Create the pipeline using using the trained modules and save it.
MEDIUM	examples/research_projects/gligen/train_gligen_text.py	674	# Create the pipeline using using the trained modules and save it.
MEDIUM	…rch_projects/controlnet/train_controlnet_webdataset.py	1445	# Create the pipeline using using the trained modules and save it.
MEDIUM	…rojects/dreambooth_inpaint/train_dreambooth_inpaint.py	791	# Create the pipeline using using the trained modules and save it.
MEDIUM	…cts/onnxruntime/textual_inversion/textual_inversion.py	920	# Create the pipeline using the trained modules and save it.
MEDIUM	…jects/onnxruntime/text_to_image/train_text_to_image.py	927	# Create the pipeline using the trained modules and save it.
MEDIUM	…ts/instructpix2pix_lora/train_instruct_pix2pix_lora.py	1116	# Create the pipeline using the trained modules and save it.
MEDIUM	…/wuerstchen/text_to_image/train_text_to_image_prior.py	886	# Create the pipeline using the trained modules and save it.
MEDIUM	…stchen/text_to_image/train_text_to_image_lora_prior.py	892	# Create the pipeline using the trained modules and save it.
MEDIUM	…research_projects/autoencoderkl/train_autoencoderkl.py	1023	# Create the pipeline using using the trained modules and save it.
MEDIUM	…ber_loss_training/text_to_image/train_text_to_image.py	1111	# Create the pipeline using the trained modules and save it.
MEDIUM	…led_huber_loss_training/dreambooth/train_dreambooth.py	1463	# Create the pipeline using the trained modules and save it.
MEDIUM	…i_subject_dreambooth/train_multi_subject_dreambooth.py	1171	# Create the pipeline using the trained modules and save it.
MEDIUM	…/intel_opts/textual_inversion_dfq/textual_inversion.py	935	# Create the pipeline using using the trained modules and save it.
MEDIUM	…intel_opts/textual_inversion/textual_inversion_bf16.py	612	# Create the pipeline using using the trained modules and save it.
MEDIUM	…cts/multi_token_textual_inversion/textual_inversion.py	905	# Create the pipeline using using the trained modules and save it.
MEDIUM	…ulti_token_textual_inversion/textual_inversion_flax.py	609	# Create the pipeline using using the trained modules and save it.
MEDIUM	…research_projects/sd3_lora_colab/compute_embeddings.py	87	# Create a DataFrame
MEDIUM	…_projects/flux_lora_quantization/compute_embeddings.py	82	# Create a DataFrame
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.
MEDIUM	examples/cogview4-control/train_control_cogview4.py	1199	# Create the pipeline using using the trained modules and save it.
MEDIUM	…s/consistency_distillation/train_lcm_distill_sd_wds.py	1412	# Create the pipeline using using the trained modules and save it.
MEDIUM	…onsistency_distillation/train_lcm_distill_lora_sdxl.py	1441	# Create the pipeline using using the trained modules and save it.
MEDIUM	…sistency_distillation/train_lcm_distill_lora_sd_wds.py	1447	# Create the pipeline using using the trained modules and save it.
MEDIUM	…stency_distillation/train_lcm_distill_lora_sdxl_wds.py	1510	# Create the pipeline using using the trained modules and save it.
MEDIUM	…consistency_distillation/train_lcm_distill_sdxl_wds.py	1515	# Create the pipeline using using the trained modules and save it.
MEDIUM	examples/model_search/pipeline_easy.py	785	# Initialize additional variables with default values
MEDIUM	examples/textual_inversion/textual_inversion.py	977	# Create the pipeline using the trained modules and save it.
MEDIUM	examples/textual_inversion/textual_inversion_sdxl.py	1066	# Create the pipeline using the trained modules and save it.
MEDIUM	examples/textual_inversion/textual_inversion_flax.py	636	# Create the pipeline using using the trained modules and save it.
MEDIUM	examples/text_to_image/train_text_to_image.py	1118	# Create the pipeline using the trained modules and save it.
MEDIUM	examples/text_to_image/train_text_to_image_flax.py	582	# Create the pipeline using using the trained modules and save it.
MEDIUM	examples/dreambooth/train_dreambooth_flax.py	630	# Create the pipeline using the trained modules and save it.
70 more matches not shown…

Excessive Try-Catch Wrapping161 hits · 169 pts

Severity	File	Line	Snippet
MEDIUM	tests/testing_utils.py	281	def parse_flag_from_env(key, default=False):
LOW	tests/testing_utils.py	1259	except Exception as err:
LOW	tests/testing_utils.py	1311	except Exception as e:
LOW	tests/testing_utils.py	1402	except Exception as e:
LOW	tests/testing_utils.py	1424	except Exception as e:
LOW	…sts/modular_pipelines/test_modular_pipelines_common.py	40	except Exception:
LOW	tests/others/test_dependencies.py	79	except Exception:
LOW	tests/pipelines/test_pipelines.py	135	except Exception:
LOW	tests/pipelines/prx/test_pipeline_prx.py	32	except Exception:
LOW	tests/pipelines/prx/test_pipeline_prx.py	130	except Exception:
LOW	tests/pipelines/prx/test_pipeline_prx.py	149	except Exception:
LOW	tests/models/test_modeling_common.py	133	except Exception:
LOW	tests/models/testing_utils/attention.py	337	except Exception as e:
LOW	tests/models/testing_utils/attention.py	405	except Exception as e:
LOW	tests/models/testing_utils/parallelism.py	104	except Exception as e:
LOW	tests/models/testing_utils/parallelism.py	162	except Exception as e:
LOW	tests/models/testing_utils/parallelism.py	221	except Exception as e:
LOW	utils/label_issues.py	118	except Exception:
MEDIUM	utils/label_issues.py	86	def main():
MEDIUM	utils/consolidated_test_report.py	88	print(f"Error parsing {file_path}: {e}")
MEDIUM	utils/consolidated_test_report.py	131	print(f"Error parsing durations file {file_path.replace('_stats.txt', '_durations.txt')}: {e}")
MEDIUM	utils/consolidated_test_report.py	235	print(f"Error parsing failures in {file_path}: {e}")
MEDIUM	utils/consolidated_test_report.py	301	print(f"Error parsing summary file: {e}")
MEDIUM	utils/consolidated_test_report.py	727	print(f"Error: Reports directory '{args.reports_dir}' does not exist.")
MEDIUM	utils/consolidated_test_report.py	784	print(f"Error sending report to Slack: {e}")
LOW	utils/consolidated_test_report.py	87	except Exception as e:
LOW	utils/consolidated_test_report.py	130	except Exception as e:
LOW	utils/consolidated_test_report.py	170	except Exception:
LOW	utils/consolidated_test_report.py	234	except Exception as e:
LOW	utils/consolidated_test_report.py	300	except Exception as e:
LOW	utils/consolidated_test_report.py	783	except Exception as e:
LOW	utils/tests_fetcher.py	1115	except Exception as e:
LOW	utils/modular_auto_docstring.py	92	except Exception as e:
LOW	utils/modular_auto_docstring.py	110	except Exception as e:
LOW	utils/modular_auto_docstring.py	230	except Exception as e:
MEDIUM	utils/generate_model_tests.py	560	print(f"Error: File not found: {args.model_filepath}", file=sys.stderr)
MEDIUM	utils/generate_model_tests.py	566	print(f"Error: No model classes found in {args.model_filepath}", file=sys.stderr)
MEDIUM	utils/generate_model_tests.py	573	print(f"Error: Class '{args.class_name}' not found. Available: {available}", file=sys.stderr)
LOW	utils/fetch_torch_cuda_pipeline_test_matrix.py	69	except Exception as e:
MEDIUM	utils/fetch_torch_cuda_pipeline_test_matrix.py	66	def fetch_pipeline_modules_to_test():
LOW	docs/source/en/optimization/attention_backends.md	112	except Exception as e:
LOW	docs/source/en/using-diffusers/create_a_server.md	48	except Exception as e:
LOW	…rch_projects/controlnet/train_controlnet_webdataset.py	189	except Exception:
MEDIUM	…rch_projects/controlnet/train_controlnet_webdataset.py	178	def __call__(self, x):
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	867	except Exception:
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1007	except Exception:
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1636	except Exception:
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1722	except Exception:
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1762	except Exception:
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1770	except Exception:
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1792	except Exception:
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1837	except Exception:
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1850	except Exception:
LOW	…_xla/training/text_to_image/train_text_to_image_xla.py	150	except Exception as e:
LOW	examples/research_projects/rdm/retriever.py	88	except Exception as e:
LOW	examples/research_projects/intel_opts/inference_bf16.py	38	except Exception:
LOW	…cts/multi_token_textual_inversion/textual_inversion.py	625	except Exception as e:
LOW	examples/cosmos/train_cosmos_predict25_lora.py	348	except Exception as e:
LOW	examples/cosmos/train_cosmos_predict25_lora.py	376	except Exception as e:
LOW	examples/cosmos/train_cosmos_predict25_lora.py	406	except Exception as e:
101 more matches not shown…

Redundant / Tautological Comments94 hits · 100 pts

Severity	File	Line	Snippet
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)
LOW	tests/pipelines/test_pipelines_common.py	2797	# Check if warning is raise when no attention_weight_callback is provided
LOW	tests/pipelines/test_pipelines_common.py	2804	# Check if error raised when unsupported tensor format used
LOW	tests/pipelines/test_pipelines_common.py	2880	# Check if faster_cache denoiser hook is attached
LOW	tests/pipelines/test_pipelines_common.py	2888	# Check if all blocks have faster_cache block hook attached
LOW	tests/models/test_modeling_common.py	1625	# Check if the variant is present as a substring in the checkpoints.
LOW	tests/models/test_modeling_common.py	1633	# Check if the sharded checkpoints were serialized in the right format.
LOW	tests/models/unets/test_models_unet_2d_condition.py	831	# Check if input and output shapes are the same
LOW	…ts/models/controlnets/test_models_controlnet_cosmos.py	190	# Set encoder_hidden_states to (text_context, None)
LOW	tests/models/testing_utils/attention.py	181	# Check if model has attention processors
LOW	tests/models/testing_utils/quantization.py	292	# Check if this module is in the exclusion list
LOW	tests/models/testing_utils/quantization.py	306	# Check if this module is NOT in the exclusion list
LOW	tests/models/testing_utils/common.py	520	# Check if the right number of shards exists
LOW	tests/models/testing_utils/common.py	560	# Check if the right number of shards exists
LOW	tests/models/testing_utils/common.py	601	# Check if the right number of shards exists
LOW	tests/quantization/bnb/test_mixed_int8.py	552	# Check if inference works.
LOW	tests/quantization/bnb/test_4bit.py	577	# Check if inference works.
LOW	utils/consolidated_test_report.py	145	# Check if it's a short stack format
LOW	utils/consolidated_test_report.py	733	# Check if we found any test results
LOW	utils/check_inits.py	100	# Check if the backend declaration is inside a try block:
LOW	utils/check_inits.py	159	# Check if the backend declaration is inside a try block:
LOW	utils/custom_init_isort.py	257	# Check if the block contains some `_import_structure`s thingy to sort.
LOW	…amples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py	813	# Set UNet to trainable.
LOW	examples/controlnet/train_controlnet_flux.py	1339	# Check if the gradient of each model parameter contains NaN
LOW	…andinsky2_2/text_to_image/train_text_to_image_prior.py	533	# Set prior to trainable.
LOW	…dinsky2_2/text_to_image/train_text_to_image_decoder.py	528	# Set unet to trainable.
LOW	…cts/onnxruntime/textual_inversion/textual_inversion.py	658	# Check if initializer_token is a single token or a sequence of tokens
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1463	# Check if we have a SDXL or SD model and initialize default pipeline
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
LOW	…es/research_projects/ip_adapter/tutorial_train_plus.py	138	# Check if the shapes are mismatched
LOW	…es/research_projects/ip_adapter/tutorial_train_plus.py	153	# Verify if the weights have changed
LOW	…earch_projects/ip_adapter/tutorial_train_ip-adapter.py	143	# Verify if the weights have changed
LOW	…/research_projects/ip_adapter/tutorial_train_faceid.py	141	# Verify if the weights have changed
LOW	…es/research_projects/ip_adapter/tutorial_train_sdxl.py	203	# Verify if the weights have changed
LOW	…/intel_opts/textual_inversion_dfq/textual_inversion.py	500	# Check if initializer_token is a single token or a sequence of tokens
LOW	…intel_opts/textual_inversion/textual_inversion_bf16.py	415	# Check if initializer_token is a single token or a sequence of tokens
LOW	…ulti_token_textual_inversion/textual_inversion_flax.py	396	# Check if initializer_token is a single token or a sequence of tokens
LOW	…ffusion_training/test_dreambooth_lora_flux_advanced.py	316	# Check if the metadata was properly serialized.
LOW	examples/server-async/Pipelines.py	73	# Check if model exists in PresetModels
LOW	examples/custom_diffusion/train_custom_diffusion.py	861	# Check if initializer_token is a single token or a sequence of tokens
LOW	examples/model_search/pipeline_easy.py	434	# Check if the keyword is an HTTP or HTTPS URL
LOW	examples/model_search/pipeline_easy.py	437	# Check if the keyword is a file
LOW	examples/model_search/pipeline_easy.py	443	# Check if the keyword is a directory
LOW	examples/model_search/pipeline_easy.py	451	# Check if the keyword is a Civitai URL
LOW	examples/model_search/pipeline_easy.py	457	# Check if the keyword starts with any valid URL prefixes
LOW	examples/model_search/pipeline_easy.py	469	# Check if the keyword matches a Hugging Face repository format
LOW	examples/model_search/pipeline_easy.py	527	# Check if the file already exists at the save path
LOW	examples/model_search/pipeline_easy.py	538	# Open the file in the appropriate mode (write or append)
LOW	examples/model_search/pipeline_easy.py	850	# Check if the file passes security scans and has a valid extension
LOW	examples/model_search/pipeline_easy.py	1030	# Check if tokenizer and text encoder are provided
LOW	examples/model_search/pipeline_easy.py	1047	# Check if token is already in tokenizer vocabulary
LOW	examples/textual_inversion/textual_inversion.py	685	# Check if initializer_token is a single token or a sequence of tokens
LOW	examples/textual_inversion/textual_inversion_sdxl.py	693	# Check if initializer_token is a single token or a sequence of tokens
LOW	examples/textual_inversion/textual_inversion_flax.py	409	# Check if initializer_token is a single token or a sequence of tokens
LOW	examples/dreambooth/test_dreambooth_lora_qwenimage.py	236	# Check if the metadata was properly serialized.
LOW	examples/dreambooth/test_dreambooth_lora_flux2_klein.py	250	# Check if the metadata was properly serialized.
LOW	examples/dreambooth/test_dreambooth_lora_flux2.py	250	# Check if the metadata was properly serialized.
LOW	examples/dreambooth/test_dreambooth_lora_sana.py	236	# Check if the metadata was properly serialized.
LOW	examples/dreambooth/test_dreambooth_lora_flux.py	269	# Check if the metadata was properly serialized.
LOW	…amples/dreambooth/test_dreambooth_lora_flux_kontext.py	269	# Check if the metadata was properly serialized.
34 more matches not shown…

Slop Phrases90 hits · 94 pts

Severity	File	Line	Snippet
MEDIUM	tests/pipelines/test_pipelines_auto.py	298	# make sure you can use pag with inpaint-specific pipeline
LOW	tests/pipelines/test_pipelines_auto.py	298	# make sure you can use pag with inpaint-specific pipeline
LOW	utils/release.py	128	# print("Cleaning main README, don't forget to run `make fix-copies`.")
LOW	utils/release.py	128	# print("Cleaning main README, don't forget to run `make fix-copies`.")
LOW	utils/release.py	148	# print("Cleaning main README, don't forget to run `make fix-copies`.")
LOW	utils/release.py	148	# print("Cleaning main README, don't forget to run `make fix-copies`.")
LOW	…/unconditional_image_generation/train_unconditional.py	331	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/instruct_pix2pix/train_instruct_pix2pix.py	560	# make sure to pop weight so that corresponding model is not saved again
LOW	…amples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py	616	# make sure to pop weight so that corresponding model is not saved again
LOW	…amples/cogvideo/train_cogvideox_image_to_video_lora.py	1119	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/cogvideo/train_cogvideox_lora.py	1140	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/flux-control/train_control_lora_flux.py	912	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/flux-control/train_control_flux.py	836	# make sure to pop weight so that corresponding model is not saved again
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
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
LOW	…/unconditional_image_generation/train_unconditional.py	322	# make sure to pop weight so that corresponding model is not saved again
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
LOW	…usion/convert_original_promptdiffusion_to_diffusers.py	1020	# make sure to remove all keys > 22
LOW	examples/research_projects/realfill/train_realfill.py	654	# make sure to pop weight so that corresponding model is not saved again
LOW	…ts/instructpix2pix_lora/train_instruct_pix2pix_lora.py	651	# make sure to pop weight so that corresponding model is not saved again
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
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
LOW	…/research_projects/sana/train_sana_sprint_diffusers.py	1151	# make sure to pop weight so that corresponding model is not saved again
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
LOW	…jects/diffusion_orpo/train_diffusion_orpo_sdxl_lora.py	664	# make sure to pop weight so that corresponding model is not saved again
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
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
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
LOW	…led_huber_loss_training/dreambooth/train_dreambooth.py	1003	# make sure to pop weight so that corresponding model is not saved again
LOW	…uber_loss_training/dreambooth/train_dreambooth_lora.py	1000	# make sure to pop weight so that corresponding model is not saved again
LOW	…loss_training/dreambooth/train_dreambooth_lora_sdxl.py	1311	# make sure to pop weight so that corresponding model is not saved again
LOW	…research_projects/pixart/train_pixart_controlnet_hf.py	679	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/research_projects/lpl/train_sdxl_lpl.py	882	# make sure to pop weight so that corresponding model is not saved again
LOW	…ects/consistency_training/train_cm_ct_unconditional.py	963	# make sure to pop weight so that corresponding model is not saved again
LOW	…npainting/train_multi_subject_dreambooth_inpainting.py	498	# make sure to pop weight so that corresponding model is not saved again
LOW	…rch_projects/diffusion_dpo/train_diffusion_dpo_sdxl.py	703	# make sure to pop weight so that corresponding model is not saved again
LOW	…research_projects/diffusion_dpo/train_diffusion_dpo.py	605	# make sure to pop weight so that corresponding model is not saved again
LOW	…/sd3_lora_colab/train_dreambooth_lora_sd3_miniature.py	746	# make sure to pop weight so that corresponding model is not saved again
LOW	…a_quantization/train_dreambooth_lora_flux_miniature.py	737	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/cogview4-control/train_control_cogview4.py	846	# make sure to pop weight so that corresponding model is not saved again
LOW	…fusion_training/train_dreambooth_lora_sd15_advanced.py	1350	# make sure to pop weight so that corresponding model is not saved again
LOW	…fusion_training/train_dreambooth_lora_flux_advanced.py	1626	# make sure to pop weight so that corresponding model is not saved again
LOW	…fusion_training/train_dreambooth_lora_sdxl_advanced.py	1670	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/amused/train_amused.py	531	# make sure to pop weight so that corresponding model is not saved again
LOW	…s/consistency_distillation/train_lcm_distill_sd_wds.py	1003	# make sure to pop weight so that corresponding model is not saved again
LOW	…onsistency_distillation/train_lcm_distill_lora_sdxl.py	897	# make sure to pop weight so that corresponding model is not saved again
LOW	…sistency_distillation/train_lcm_distill_lora_sd_wds.py	1055	# make sure to pop weight so that corresponding model is not saved again
LOW	…stency_distillation/train_lcm_distill_lora_sdxl_wds.py	1070	# make sure to pop weight so that corresponding model is not saved again
LOW	…consistency_distillation/train_lcm_distill_sdxl_wds.py	1063	# make sure to pop weight so that corresponding model is not saved again
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
LOW	examples/text_to_image/train_text_to_image.py	669	# make sure to pop weight so that corresponding model is not saved again
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
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
LOW	examples/dreambooth/train_dreambooth_lora_flux2.py	1330	# make sure to pop weight so that corresponding model is not saved again
LOW	…ples/dreambooth/train_dreambooth_lora_flux2_img2img.py	1280	# make sure to pop weight so that corresponding model is not saved again
LOW	…reambooth/train_dreambooth_lora_flux2_klein_img2img.py	1274	# make sure to pop weight so that corresponding model is not saved again
LOW	…mples/dreambooth/train_dreambooth_lora_flux_kontext.py	1474	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/dreambooth/train_dreambooth_lora_hidream.py	1192	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/dreambooth/train_dreambooth.py	960	# make sure to pop weight so that corresponding model is not saved again
LOW	examples/dreambooth/train_dreambooth_flux.py	1236	# make sure to pop weight so that corresponding model is not saved again
30 more matches not shown…

Magic Placeholder Names9 hits · 68 pts

Severity	File	Line	Snippet
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
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
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
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
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
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
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
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
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

Verbosity Indicators55 hits · 64 pts

Severity	File	Line	Snippet
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	256	# Step 1: Create an external model repo with custom code (requires trust_remote_code)
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	271	# Step 2: Create a custom block that references the external repo.
LOW	…ular_pipelines/test_modular_pipelines_custom_blocks.py	357	# Step 3: Load the pipeline from the saved directory.
LOW	tests/pipelines/glm_image/test_glm_image.py	299	# Step 1: Run with prompt only to get prior_token_ids from AR model
LOW	tests/pipelines/glm_image/test_glm_image.py	309	# Step 2: Run with both prompt and prior_token_ids — should not raise
LOW	tests/models/testing_utils/quantization.py	383	# Step 1: freeze all parameters
LOW	tests/models/testing_utils/quantization.py	390	# Step 2: add adapters to attention layers
LOW	tests/models/testing_utils/quantization.py	407	# Step 3: run forward and backward pass
LOW	tests/models/testing_utils/quantization.py	416	# Step 4: verify gradients are computed
LOW	tests/quantization/bnb/test_mixed_int8.py	390	# Step 1: freeze all parameters
LOW	tests/quantization/bnb/test_mixed_int8.py	397	# Step 2: add adapters
LOW	tests/quantization/bnb/test_mixed_int8.py	404	# Step 3: dummy batch
LOW	tests/quantization/bnb/test_mixed_int8.py	411	# Step 4: Check if the gradient is not None
LOW	tests/quantization/bnb/test_4bit.py	419	# Step 1: freeze all parameters
LOW	tests/quantization/bnb/test_4bit.py	426	# Step 2: add adapters
LOW	tests/quantization/bnb/test_4bit.py	433	# Step 3: dummy batch
LOW	tests/quantization/bnb/test_4bit.py	440	# Step 4: Check if the gradient is not None
LOW	tests/hooks/test_mag_cache.py	125	# Step 0: Input 10.0 -> Output 40.0 (2 blocks * 2x each)
LOW	tests/hooks/test_mag_cache.py	131	# Step 1: Input 11.0.
LOW	tests/hooks/test_mag_cache.py	160	# Step 1: Should COMPUTE (44.0) not SKIP (41.0) because of retention
LOW	tests/hooks/test_mag_cache.py	179	# Step 0: Compute. Input 10.0 -> Output 20.0 (1 block * 2x)
LOW	tests/hooks/test_mag_cache.py	186	# Step 1: Skip. Input 11.0.
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
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.
LOW	examples/community/checkpoint_merger.py	176	# Step 3:-
LOW	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	137	# Step 1: Collect model inputs
LOW	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	145	# Step 2: Update guider state
LOW	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	148	# Step 3: Prepare batched inputs
LOW	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	151	# Step 4: Run denoiser for each batch
LOW	…iffusers/modular_pipelines/hunyuan_video1_5/denoise.py	170	# Step 5: Combine predictions
LOW	…c/diffusers/pipelines/flux2/pipeline_flux2_klein_kv.py	794	# Step 0: include ref tokens, extract KV cache
LOW	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	741	# Step 1: Collect model inputs needed for the guidance method
LOW	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	750	# Step 2: Update guider's internal state for this denoising step
LOW	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	753	# Step 3: Prepare batched model inputs based on the guidance method
LOW	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	763	# Step 4: Run the denoiser for each batch
LOW	…ipelines/hunyuan_video1_5/pipeline_hunyuan_video1_5.py	790	# Step 5: Combine predictions using the guidance method
LOW	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	864	# Step 1: Collect model inputs needed for the guidance method
LOW	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	873	# Step 2: Update guider's internal state for this denoising step
LOW	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	876	# Step 3: Prepare batched model inputs based on the guidance method
LOW	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	886	# Step 4: Run the denoiser for each batch
LOW	…yuan_video1_5/pipeline_hunyuan_video1_5_image2video.py	914	# Step 5: Combine predictions using the guidance method
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	656	# Step 1: Collect model inputs needed for the guidance method
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	663	# Step 2: Update guider's internal state for this denoising step
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	666	# Step 3: Prepare batched model inputs based on the guidance method
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	677	# Step 4: Run the denoiser for each batch
LOW	…pelines/hunyuan_image/pipeline_hunyuanimage_refiner.py	704	# Step 5: Combine predictions using the guidance method
LOW	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	764	# Step 1: Collect model inputs needed for the guidance method
LOW	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	773	# Step 2: Update guider's internal state for this denoising step
LOW	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	776	# Step 3: Prepare batched model inputs based on the guidance method
LOW	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	786	# Step 4: Run the denoiser for each batch
LOW	…users/pipelines/hunyuan_image/pipeline_hunyuanimage.py	814	# Step 5: Combine predictions using the guidance method
LOW	src/diffusers/models/modeling_flax_utils.py	412	# Step 1: Get the pytorch file
LOW	src/diffusers/models/modeling_flax_utils.py	415	# Step 2: Convert the weights
LOW	src/diffusers/models/modeling_flax_pytorch_utils.py	108	# Step 1: Convert pytorch tensor to numpy
LOW	src/diffusers/models/modeling_flax_pytorch_utils.py	111	# Step 2: Since the model is stateless, get random Flax params

Hallucination Indicators7 hits · 50 pts

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

AI Slop Vocabulary35 hits · 46 pts

Severity	File	Line	Snippet
LOW	tests/single_file/single_file_testing_utils.py	212	# we just pass it in here otherwise this test will fail
LOW	tests/single_file/single_file_testing_utils.py	232	# we just pass it in here otherwise this test will fail
LOW	tests/single_file/single_file_testing_utils.py	400	# we just pass it in here otherwise this test will fail
LOW	tests/single_file/single_file_testing_utils.py	421	# we just pass it in here otherwise this test will fail
LOW	utils/consolidated_test_report.py	171	pass # If we can't read the line file, just use what we have
MEDIUM	utils/consolidated_test_report.py	351	"""Generate a comprehensive markdown report from consolidated data."""
LOW	utils/check_inits.py	71	# If this is a traditional init, just return.
LOW	…uber_loss_training/dreambooth/train_dreambooth_lora.py	912	# IF does not have a VAE so let's just set it to None
LOW	examples/research_projects/lpl/train_sdxl_lpl.py	1342	# If no SNR weighting, just use mean
MEDIUM	examples/research_projects/sdxl_flax/sdxl_single.py	1	# Show best practices for SDXL JAX
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
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	1753	else: # regular te training or regular pivotal for clip
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	1757	# pivotal tuning of clip & t5
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	1769	else: # regular pivotal tuning of clip & t5
MEDIUM	…fusion_training/train_dreambooth_lora_flux_advanced.py	2116	elif args.train_text_encoder_ti: # textual inversion / pivotal tuning
MEDIUM	…ffusion_training/test_dreambooth_lora_flux_advanced.py	146	# when performing pivotal tuning, all the parameters in the state dict should start
MEDIUM	…ffusion_training/test_dreambooth_lora_flux_advanced.py	189	# when performing pivotal tuning, all the parameters in the state dict should start
LOW	examples/dreambooth/train_dreambooth_lora_flux2.py	1236	# we never offload the transformer to CPU, so we can just use the accelerator device
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
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
LOW	examples/dreambooth/train_dreambooth_lora_hidream.py	1134	# we never offload the transformer to CPU, so we can just use the accelerator device
LOW	examples/dreambooth/train_dreambooth_lora.py	889	# IF does not have a VAE so let's just set it to None
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
LOW	…amples/dreambooth/train_dreambooth_lora_flux2_klein.py	1230	# we never offload the transformer to CPU, so we can just use the accelerator device
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
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:
MEDIUM	src/diffusers/modular_pipelines/components_manager.py	774	"""Get comprehensive information about a component.
LOW	src/diffusers/modular_pipelines/modular_pipeline.py	2106	# if it is not set yet, just set it and skip the process to check and warn below
MEDIUM	src/diffusers/pipelines/prx/pipeline_prx.py	129	"""Clean text using comprehensive text processing logic."""
MEDIUM	src/diffusers/utils/state_dict_utils.py	155	# This is not a comprehensive dict as kohya format requires replacing `.` with `_` in keys,
LOW	src/diffusers/models/attention_processor.py	593	# here we simply pass along all tensors to the selected processor class
MEDIUM	src/diffusers/models/modeling_utils.py	501	# If users want to apply layerwise casting on peft layers as well, they can utilize the
LOW	src/diffusers/models/autoencoders/vae.py	631	inds[inds >= self.used.shape[0]] = 0 # simply set to zero
MEDIUM	src/diffusers/loaders/lora_conversion_utils.py	338	# not utilize it yet.
LOW	…fusers/schedulers/scheduling_ltx_euler_ancestral_rf.py	320	# Already at the end; simply return the current sample.

Cross-Language Confusion5 hits · 18 pts

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

Dead Code4 hits · 8 pts

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

Example Usage Blocks3 hits · 4 pts

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

Score History

Severity Breakdown

Pattern Findings