# Diffusers

## Docs

- [Diffusers](https://huggingface.co/docs/diffusers/main/index.md)
- [Quickstart](https://huggingface.co/docs/diffusers/main/quicktour.md)
- [Basic performance](https://huggingface.co/docs/diffusers/main/stable_diffusion.md)
- [Community Projects](https://huggingface.co/docs/diffusers/main/community_projects.md)
- [Installation](https://huggingface.co/docs/diffusers/main/installation.md)
- [Hybrid Inference](https://huggingface.co/docs/diffusers/main/hybrid_inference/overview.md)
- [Getting Started: VAE Decode with Hybrid Inference](https://huggingface.co/docs/diffusers/main/hybrid_inference/vae_decode.md)
- [Getting Started: VAE Encode with Hybrid Inference](https://huggingface.co/docs/diffusers/main/hybrid_inference/vae_encode.md)
- [Hybrid Inference API Reference](https://huggingface.co/docs/diffusers/main/hybrid_inference/api_reference.md)
- [Getting started](https://huggingface.co/docs/diffusers/main/quantization/overview.md)
- [GGUF](https://huggingface.co/docs/diffusers/main/quantization/gguf.md)
- [bitsandbytes](https://huggingface.co/docs/diffusers/main/quantization/bitsandbytes.md)
- [Quanto](https://huggingface.co/docs/diffusers/main/quantization/quanto.md)
- [NVIDIA ModelOpt](https://huggingface.co/docs/diffusers/main/quantization/modelopt.md)
- [torchao](https://huggingface.co/docs/diffusers/main/quantization/torchao.md)
- [AutoPipeline](https://huggingface.co/docs/diffusers/main/tutorials/autopipeline.md)
- [Train a diffusion model](https://huggingface.co/docs/diffusers/main/tutorials/basic_training.md)
- [LoRA](https://huggingface.co/docs/diffusers/main/tutorials/using_peft_for_inference.md)
- [Marigold Computer Vision](https://huggingface.co/docs/diffusers/main/using-diffusers/marigold_usage.md)
- [Text-to-image](https://huggingface.co/docs/diffusers/main/using-diffusers/conditional_image_generation.md)
- [Textual Inversion](https://huggingface.co/docs/diffusers/main/using-diffusers/textual_inversion_inference.md)
- [Community pipelines and components](https://huggingface.co/docs/diffusers/main/using-diffusers/custom_pipeline_overview.md)
- [DiffusionPipeline](https://huggingface.co/docs/diffusers/main/using-diffusers/loading.md)
- [Image-to-image](https://huggingface.co/docs/diffusers/main/using-diffusers/img2img.md)
- [Text-guided depth-to-image generation](https://huggingface.co/docs/diffusers/main/using-diffusers/depth2img.md)
- [IP-Adapter](https://huggingface.co/docs/diffusers/main/using-diffusers/ip_adapter.md)
- [Stable Video Diffusion](https://huggingface.co/docs/diffusers/main/using-diffusers/svd.md)
- [Kandinsky](https://huggingface.co/docs/diffusers/main/using-diffusers/kandinsky.md)
- [DiffEdit](https://huggingface.co/docs/diffusers/main/using-diffusers/diffedit.md)
- [Shap-E](https://huggingface.co/docs/diffusers/main/using-diffusers/shap-e.md)
- [Sharing pipelines and models](https://huggingface.co/docs/diffusers/main/using-diffusers/push_to_hub.md)
- [AutoModel](https://huggingface.co/docs/diffusers/main/using-diffusers/automodel.md)
- [Inpainting](https://huggingface.co/docs/diffusers/main/using-diffusers/inpaint.md)
- [Stable Diffusion XL Turbo](https://huggingface.co/docs/diffusers/main/using-diffusers/sdxl_turbo.md)
- [Prompting](https://huggingface.co/docs/diffusers/main/using-diffusers/weighted_prompts.md)
- [ControlNet](https://huggingface.co/docs/diffusers/main/using-diffusers/controlnet.md)
- [Unconditional image generation](https://huggingface.co/docs/diffusers/main/using-diffusers/unconditional_image_generation.md)
- [Understanding pipelines, models and schedulers](https://huggingface.co/docs/diffusers/main/using-diffusers/write_own_pipeline.md)
- [Video generation](https://huggingface.co/docs/diffusers/main/using-diffusers/text-img2vid.md)
- [Perturbed-Attention Guidance](https://huggingface.co/docs/diffusers/main/using-diffusers/pag.md)
- [OmniGen](https://huggingface.co/docs/diffusers/main/using-diffusers/omnigen.md)
- [Stable Diffusion XL](https://huggingface.co/docs/diffusers/main/using-diffusers/sdxl.md)
- [Pipeline callbacks](https://huggingface.co/docs/diffusers/main/using-diffusers/callback.md)
- [FreeU](https://huggingface.co/docs/diffusers/main/using-diffusers/image_quality.md)
- [Controlled generation](https://huggingface.co/docs/diffusers/main/using-diffusers/controlling_generation.md)
- [Schedulers](https://huggingface.co/docs/diffusers/main/using-diffusers/schedulers.md)
- [Batch inference](https://huggingface.co/docs/diffusers/main/using-diffusers/batched_inference.md)
- [Trajectory Consistency Distillation-LoRA](https://huggingface.co/docs/diffusers/main/using-diffusers/inference_with_tcd_lora.md)
- [T2I-Adapter](https://huggingface.co/docs/diffusers/main/using-diffusers/t2i_adapter.md)
- [Create a server](https://huggingface.co/docs/diffusers/main/using-diffusers/create_a_server.md)
- [Model formats](https://huggingface.co/docs/diffusers/main/using-diffusers/other-formats.md)
- [Reproducibility](https://huggingface.co/docs/diffusers/main/using-diffusers/reusing_seeds.md)
- [ConsisID](https://huggingface.co/docs/diffusers/main/using-diffusers/consisid.md)
- [Latent Consistency Model](https://huggingface.co/docs/diffusers/main/using-diffusers/inference_with_lcm.md)
- [DreamBooth](https://huggingface.co/docs/diffusers/main/using-diffusers/dreambooth.md)
- [Outpainting](https://huggingface.co/docs/diffusers/main/advanced_inference/outpaint.md)
- [Overview](https://huggingface.co/docs/diffusers/main/modular_diffusers/overview.md)
- [ComponentsManager](https://huggingface.co/docs/diffusers/main/modular_diffusers/components_manager.md)
- [States](https://huggingface.co/docs/diffusers/main/modular_diffusers/modular_diffusers_states.md)
- [Building Custom Blocks](https://huggingface.co/docs/diffusers/main/modular_diffusers/custom_blocks.md)
- [AutoPipelineBlocks](https://huggingface.co/docs/diffusers/main/modular_diffusers/auto_pipeline_blocks.md)
- [ModularPipelineBlocks](https://huggingface.co/docs/diffusers/main/modular_diffusers/pipeline_block.md)
- [LoopSequentialPipelineBlocks](https://huggingface.co/docs/diffusers/main/modular_diffusers/loop_sequential_pipeline_blocks.md)
- [ModularPipeline](https://huggingface.co/docs/diffusers/main/modular_diffusers/modular_pipeline.md)
- [SequentialPipelineBlocks](https://huggingface.co/docs/diffusers/main/modular_diffusers/sequential_pipeline_blocks.md)
- [Guiders](https://huggingface.co/docs/diffusers/main/modular_diffusers/guiders.md)
- [Quickstart](https://huggingface.co/docs/diffusers/main/modular_diffusers/quickstart.md)
- [Logging](https://huggingface.co/docs/diffusers/main/api/logging.md)
- [Activation functions](https://huggingface.co/docs/diffusers/main/api/activations.md)
- [VAE Image Processor](https://huggingface.co/docs/diffusers/main/api/image_processor.md)
- [Video Processor](https://huggingface.co/docs/diffusers/main/api/video_processor.md)
- [Quantization](https://huggingface.co/docs/diffusers/main/api/quantization.md)
- [Configuration](https://huggingface.co/docs/diffusers/main/api/configuration.md)
- [Caching methods](https://huggingface.co/docs/diffusers/main/api/cache.md)
- [Attention Processor](https://huggingface.co/docs/diffusers/main/api/attnprocessor.md)
- [Overview](https://huggingface.co/docs/diffusers/main/api/internal_classes_overview.md)
- [Utilities](https://huggingface.co/docs/diffusers/main/api/utilities.md)
- [Parallelism](https://huggingface.co/docs/diffusers/main/api/parallel.md)
- [Outputs](https://huggingface.co/docs/diffusers/main/api/outputs.md)
- [Normalization layers](https://huggingface.co/docs/diffusers/main/api/normalization.md)
- [Models](https://huggingface.co/docs/diffusers/main/api/models/overview.md)
- [ConsisIDTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/consisid_transformer3d.md)
- [DiTTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/dit_transformer2d.md)
- [EasyAnimateTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/easyanimate_transformer3d.md)
- [AutoencoderKLHunyuanVideo](https://huggingface.co/docs/diffusers/main/api/models/autoencoder_kl_hunyuan_video.md)
- [AutoencoderKLMagvit](https://huggingface.co/docs/diffusers/main/api/models/autoencoderkl_magvit.md)
- [CogView3PlusTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/cogview3plus_transformer2d.md)
- [StableAudioDiTModel](https://huggingface.co/docs/diffusers/main/api/models/stable_audio_transformer.md)
- [FluxControlNetModel](https://huggingface.co/docs/diffusers/main/api/models/controlnet_flux.md)
- [UVit2DModel](https://huggingface.co/docs/diffusers/main/api/models/uvit2d.md)
- [Tiny AutoEncoder](https://huggingface.co/docs/diffusers/main/api/models/autoencoder_tiny.md)
- [Flux2Transformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/flux2_transformer.md)
- [UNet1DModel](https://huggingface.co/docs/diffusers/main/api/models/unet.md)
- [SparseControlNetModel](https://huggingface.co/docs/diffusers/main/api/models/controlnet_sparsectrl.md)
- [Transformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/transformer2d.md)
- [ControlNetUnionModel](https://huggingface.co/docs/diffusers/main/api/models/controlnet_union.md)
- [HunyuanImageTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/hunyuanimage_transformer_2d.md)
- [VQModel](https://huggingface.co/docs/diffusers/main/api/models/vq.md)
- [LatteTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/latte_transformer3d.md)
- [AutoencoderKLCogVideoX](https://huggingface.co/docs/diffusers/main/api/models/autoencoderkl_cogvideox.md)
- [AutoencoderKLHunyuanVideo15](https://huggingface.co/docs/diffusers/main/api/models/autoencoder_kl_hunyuan_video15.md)
- [SanaTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/sana_transformer2d.md)
- [SanaVideoTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/sana_video_transformer3d.md)
- [AuraFlowTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/aura_flow_transformer2d.md)
- [AutoencoderKLQwenImage](https://huggingface.co/docs/diffusers/main/api/models/autoencoderkl_qwenimage.md)
- [QwenImageTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/qwenimage_transformer2d.md)
- [StableCascadeUNet](https://huggingface.co/docs/diffusers/main/api/models/stable_cascade_unet.md)
- [MochiTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/mochi_transformer3d.md)
- [AutoencoderKLMochi](https://huggingface.co/docs/diffusers/main/api/models/autoencoderkl_mochi.md)
- [LuminaNextDiT2DModel](https://huggingface.co/docs/diffusers/main/api/models/lumina_nextdit2d.md)
- [Lumina2Transformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/lumina2_transformer2d.md)
- [AutoencoderKLWan](https://huggingface.co/docs/diffusers/main/api/models/autoencoder_kl_wan.md)
- [TransformerTemporalModel](https://huggingface.co/docs/diffusers/main/api/models/transformer_temporal.md)
- [HiDreamImageTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/hidream_image_transformer.md)
- [AutoencoderKLAllegro](https://huggingface.co/docs/diffusers/main/api/models/autoencoderkl_allegro.md)
- [HunyuanDiT2DModel](https://huggingface.co/docs/diffusers/main/api/models/hunyuan_transformer2d.md)
- [UNet3DConditionModel](https://huggingface.co/docs/diffusers/main/api/models/unet3d-cond.md)
- [AutoencoderDC](https://huggingface.co/docs/diffusers/main/api/models/autoencoder_dc.md)
- [HunyuanVideoTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/hunyuan_video_transformer_3d.md)
- [AutoencoderKLLTXVideo](https://huggingface.co/docs/diffusers/main/api/models/autoencoderkl_ltx_video.md)
- [OmniGenTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/omnigen_transformer.md)
- [AllegroTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/allegro_transformer3d.md)
- [CosmosTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/cosmos_transformer3d.md)
- [FluxTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/flux_transformer.md)
- [ControlNetModel](https://huggingface.co/docs/diffusers/main/api/models/controlnet.md)
- [SD3ControlNetModel](https://huggingface.co/docs/diffusers/main/api/models/controlnet_sd3.md)
- [AutoencoderKL](https://huggingface.co/docs/diffusers/main/api/models/autoencoderkl.md)
- [WanTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/wan_transformer_3d.md)
- [UNet2DConditionModel](https://huggingface.co/docs/diffusers/main/api/models/unet2d-cond.md)
- [SanaControlNetModel](https://huggingface.co/docs/diffusers/main/api/models/controlnet_sana.md)
- [UNet2DModel](https://huggingface.co/docs/diffusers/main/api/models/unet2d.md)
- [BriaTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/bria_transformer.md)
- [AutoencoderKLCosmos](https://huggingface.co/docs/diffusers/main/api/models/autoencoderkl_cosmos.md)
- [CogView4Transformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/cogview4_transformer2d.md)
- [OvisImageTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/ovisimage_transformer2d.md)
- [Consistency Decoder](https://huggingface.co/docs/diffusers/main/api/models/consistency_decoder_vae.md)
- [UNetMotionModel](https://huggingface.co/docs/diffusers/main/api/models/unet-motion.md)
- [AutoencoderOobleck](https://huggingface.co/docs/diffusers/main/api/models/autoencoder_oobleck.md)
- [LTXVideoTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/ltx_video_transformer3d.md)
- [AutoModel](https://huggingface.co/docs/diffusers/main/api/models/auto_model.md)
- [PixArtTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/pixart_transformer2d.md)
- [SD3 Transformer Model](https://huggingface.co/docs/diffusers/main/api/models/sd3_transformer2d.md)
- [HunyuanVideo15Transformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/hunyuan_video15_transformer_3d.md)
- [PriorTransformer](https://huggingface.co/docs/diffusers/main/api/models/prior_transformer.md)
- [AutoencoderKLHunyuanImageRefiner](https://huggingface.co/docs/diffusers/main/api/models/autoencoder_kl_hunyuanimage_refiner.md)
- [AutoencoderKLHunyuanImage](https://huggingface.co/docs/diffusers/main/api/models/autoencoder_kl_hunyuanimage.md)
- [SkyReelsV2Transformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/skyreels_v2_transformer_3d.md)
- [HunyuanDiT2DControlNetModel](https://huggingface.co/docs/diffusers/main/api/models/controlnet_hunyuandit.md)
- [ChromaTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/chroma_transformer.md)
- [CogVideoXTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/cogvideox_transformer3d.md)
- [AsymmetricAutoencoderKL](https://huggingface.co/docs/diffusers/main/api/models/asymmetricautoencoderkl.md)
- [BriaFiboTransformer2DModel](https://huggingface.co/docs/diffusers/main/api/models/transformer_bria_fibo.md)
- [ChronoEditTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/chronoedit_transformer_3d.md)
- [WanAnimateTransformer3DModel](https://huggingface.co/docs/diffusers/main/api/models/wan_animate_transformer_3d.md)
- [Textual Inversion](https://huggingface.co/docs/diffusers/main/api/loaders/textual_inversion.md)
- [UNet](https://huggingface.co/docs/diffusers/main/api/loaders/unet.md)
- [Single files](https://huggingface.co/docs/diffusers/main/api/loaders/single_file.md)
- [PEFT](https://huggingface.co/docs/diffusers/main/api/loaders/peft.md)
- [LoRA](https://huggingface.co/docs/diffusers/main/api/loaders/lora.md)
- [IP-Adapter](https://huggingface.co/docs/diffusers/main/api/loaders/ip_adapter.md)
- [SD3Transformer2D](https://huggingface.co/docs/diffusers/main/api/loaders/transformer_sd3.md)
- [Pipeline](https://huggingface.co/docs/diffusers/main/api/modular_diffusers/pipeline.md)
- [Pipeline blocks](https://huggingface.co/docs/diffusers/main/api/modular_diffusers/pipeline_blocks.md)
- [Pipeline states](https://huggingface.co/docs/diffusers/main/api/modular_diffusers/pipeline_states.md)
- [Guiders](https://huggingface.co/docs/diffusers/main/api/modular_diffusers/guiders.md)
- [Components and configs](https://huggingface.co/docs/diffusers/main/api/modular_diffusers/pipeline_components.md)
- [Pipelines](https://huggingface.co/docs/diffusers/main/api/pipelines/overview.md)
- [Sana](https://huggingface.co/docs/diffusers/main/api/pipelines/sana.md)
- [Image-to-Video Generation with PIA (Personalized Image Animator)](https://huggingface.co/docs/diffusers/main/api/pipelines/pia.md)
- [Würstchen](https://huggingface.co/docs/diffusers/main/api/pipelines/wuerstchen.md)
- [Hunyuan Video](https://huggingface.co/docs/diffusers/main/api/pipelines/hunyuan_video.md)
- [Latent Consistency Models](https://huggingface.co/docs/diffusers/main/api/pipelines/latent_consistency_models.md)
- [MultiDiffusion](https://huggingface.co/docs/diffusers/main/api/pipelines/panorama.md)
- [ControlNet with Flux.1](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnet_flux.md)
- [Text-to-video](https://huggingface.co/docs/diffusers/main/api/pipelines/text_to_video.md)
- [Kolors: Effective Training of Diffusion Model for Photorealistic Text-to-Image Synthesis](https://huggingface.co/docs/diffusers/main/api/pipelines/kolors.md)
- [Ltx Video](https://huggingface.co/docs/diffusers/main/api/pipelines/ltx_video.md)
- [LEDITS++](https://huggingface.co/docs/diffusers/main/api/pipelines/ledits_pp.md)
- [UniDiffuser](https://huggingface.co/docs/diffusers/main/api/pipelines/unidiffuser.md)
- [Flux2](https://huggingface.co/docs/diffusers/main/api/pipelines/flux2.md)
- [ControlNetUnion](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnet_union.md)
- [Value-guided planning](https://huggingface.co/docs/diffusers/main/api/pipelines/value_guided_sampling.md)
- [Qwenimage](https://huggingface.co/docs/diffusers/main/api/pipelines/qwenimage.md)
- [Hunyuanimage21](https://huggingface.co/docs/diffusers/main/api/pipelines/hunyuanimage21.md)
- [AudioLDM](https://huggingface.co/docs/diffusers/main/api/pipelines/audioldm.md)
- [Skyreels V2](https://huggingface.co/docs/diffusers/main/api/pipelines/skyreels_v2.md)
- [Kandinsky 5.0 Video](https://huggingface.co/docs/diffusers/main/api/pipelines/kandinsky5_video.md)
- [Visualcloze](https://huggingface.co/docs/diffusers/main/api/pipelines/visualcloze.md)
- [Chroma](https://huggingface.co/docs/diffusers/main/api/pipelines/chroma.md)
- [unCLIP](https://huggingface.co/docs/diffusers/main/api/pipelines/unclip.md)
- [Cogview3](https://huggingface.co/docs/diffusers/main/api/pipelines/cogview3.md)
- [DeepFloyd IF](https://huggingface.co/docs/diffusers/main/api/pipelines/deepfloyd_if.md)
- [DiT](https://huggingface.co/docs/diffusers/main/api/pipelines/dit.md)
- [Shap-E](https://huggingface.co/docs/diffusers/main/api/pipelines/shap_e.md)
- [ControlNet with Stable Diffusion XL](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnet_sdxl.md)
- [Latte](https://huggingface.co/docs/diffusers/main/api/pipelines/latte.md)
- [Latent Diffusion](https://huggingface.co/docs/diffusers/main/api/pipelines/latent_diffusion.md)
- [Bria Fibo](https://huggingface.co/docs/diffusers/main/api/pipelines/bria_fibo.md)
- [Ovis-Image](https://huggingface.co/docs/diffusers/main/api/pipelines/ovis_image.md)
- [AutoPipeline](https://huggingface.co/docs/diffusers/main/api/pipelines/auto_pipeline.md)
- [Kandinsky 2.2](https://huggingface.co/docs/diffusers/main/api/pipelines/kandinsky_v22.md)
- [Wan](https://huggingface.co/docs/diffusers/main/api/pipelines/wan.md)
- [aMUSEd](https://huggingface.co/docs/diffusers/main/api/pipelines/amused.md)
- [MusicLDM](https://huggingface.co/docs/diffusers/main/api/pipelines/musicldm.md)
- [Chronoedit](https://huggingface.co/docs/diffusers/main/api/pipelines/chronoedit.md)
- [Kandinsky 2.1](https://huggingface.co/docs/diffusers/main/api/pipelines/kandinsky.md)
- [DiffEdit](https://huggingface.co/docs/diffusers/main/api/pipelines/diffedit.md)
- [Dance Diffusion](https://huggingface.co/docs/diffusers/main/api/pipelines/dance_diffusion.md)
- [Flux](https://huggingface.co/docs/diffusers/main/api/pipelines/flux.md)
- [Easyanimate](https://huggingface.co/docs/diffusers/main/api/pipelines/easyanimate.md)
- [Consistency Models](https://huggingface.co/docs/diffusers/main/api/pipelines/consistency_models.md)
- [Hunyuan Video15](https://huggingface.co/docs/diffusers/main/api/pipelines/hunyuan_video15.md)
- [Stable unCLIP](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_unclip.md)
- [Semantic Guidance](https://huggingface.co/docs/diffusers/main/api/pipelines/semantic_stable_diffusion.md)
- [Cogvideox](https://huggingface.co/docs/diffusers/main/api/pipelines/cogvideox.md)
- [Stable Cascade](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_cascade.md)
- [ControlNet-XS](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnetxs.md)
- [Lumina-T2X](https://huggingface.co/docs/diffusers/main/api/pipelines/lumina.md)
- [ControlNet](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnet.md)
- [DDIM](https://huggingface.co/docs/diffusers/main/api/pipelines/ddim.md)
- [ControlNet with Stable Diffusion 3](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnet_sd3.md)
- [Marigold Computer Vision](https://huggingface.co/docs/diffusers/main/api/pipelines/marigold.md)
- [Cosmos](https://huggingface.co/docs/diffusers/main/api/pipelines/cosmos.md)
- [PixArt-α](https://huggingface.co/docs/diffusers/main/api/pipelines/pixart.md)
- [AuraFlow](https://huggingface.co/docs/diffusers/main/api/pipelines/aura_flow.md)
- [Self-Attention Guidance](https://huggingface.co/docs/diffusers/main/api/pipelines/self_attention_guidance.md)
- [Framepack](https://huggingface.co/docs/diffusers/main/api/pipelines/framepack.md)
- [Perturbed-Attention Guidance](https://huggingface.co/docs/diffusers/main/api/pipelines/pag.md)
- [Kandinsky 5.0 Image](https://huggingface.co/docs/diffusers/main/api/pipelines/kandinsky5_image.md)
- [Cogview4](https://huggingface.co/docs/diffusers/main/api/pipelines/cogview4.md)
- [ControlNet](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnet_sana.md)
- [Omnigen](https://huggingface.co/docs/diffusers/main/api/pipelines/omnigen.md)
- [Hunyuan-DiT](https://huggingface.co/docs/diffusers/main/api/pipelines/hunyuandit.md)
- [Kandinsky 3](https://huggingface.co/docs/diffusers/main/api/pipelines/kandinsky3.md)
- [Bria 3.2](https://huggingface.co/docs/diffusers/main/api/pipelines/bria_3_2.md)
- [FluxControlInpaint](https://huggingface.co/docs/diffusers/main/api/pipelines/control_flux_inpaint.md)
- [BLIP-Diffusion](https://huggingface.co/docs/diffusers/main/api/pipelines/blip_diffusion.md)
- [Paint by Example](https://huggingface.co/docs/diffusers/main/api/pipelines/paint_by_example.md)
- [Text2Video-Zero](https://huggingface.co/docs/diffusers/main/api/pipelines/text_to_video_zero.md)
- [I2VGen-XL](https://huggingface.co/docs/diffusers/main/api/pipelines/i2vgenxl.md)
- [Sana Sprint](https://huggingface.co/docs/diffusers/main/api/pipelines/sana_sprint.md)
- [PixArt-Σ](https://huggingface.co/docs/diffusers/main/api/pipelines/pixart_sigma.md)
- [AudioLDM 2](https://huggingface.co/docs/diffusers/main/api/pipelines/audioldm2.md)
- [Stable Audio](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_audio.md)
- [Sana Video](https://huggingface.co/docs/diffusers/main/api/pipelines/sana_video.md)
- [ControlNet-XS with Stable Diffusion XL](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnetxs_sdxl.md)
- [Prx](https://huggingface.co/docs/diffusers/main/api/pipelines/prx.md)
- [Hidream](https://huggingface.co/docs/diffusers/main/api/pipelines/hidream.md)
- [Allegro](https://huggingface.co/docs/diffusers/main/api/pipelines/allegro.md)
- [DDPM](https://huggingface.co/docs/diffusers/main/api/pipelines/ddpm.md)
- [Lumina2](https://huggingface.co/docs/diffusers/main/api/pipelines/lumina2.md)
- [ControlNet with Hunyuan-DiT](https://huggingface.co/docs/diffusers/main/api/pipelines/controlnet_hunyuandit.md)
- [Mochi](https://huggingface.co/docs/diffusers/main/api/pipelines/mochi.md)
- [Consisid](https://huggingface.co/docs/diffusers/main/api/pipelines/consisid.md)
- [Attend-and-Excite](https://huggingface.co/docs/diffusers/main/api/pipelines/attend_and_excite.md)
- [Text-to-Video Generation with AnimateDiff](https://huggingface.co/docs/diffusers/main/api/pipelines/animatediff.md)
- [InstructPix2Pix](https://huggingface.co/docs/diffusers/main/api/pipelines/pix2pix.md)
- [Stable Diffusion pipelines](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/overview.md)
- [T2I-Adapter](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/adapter.md)
- [Super-resolution](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/upscale.md)
- [Text-to-(RGB, depth)](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/ldm3d_diffusion.md)
- [K-Diffusion](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/k_diffusion.md)
- [Stable Diffusion XL](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/stable_diffusion_xl.md)
- [Image-to-image](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/img2img.md)
- [Latent upscaler](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/latent_upscale.md)
- [Depth-to-image](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/depth2img.md)
- [Image variation](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/image_variation.md)
- [Stable Video Diffusion](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/svd.md)
- [Stable Diffusion 3](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/stable_diffusion_3.md)
- [Inpainting](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/inpaint.md)
- [SDXL Turbo](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/sdxl_turbo.md)
- [Stable Diffusion 2](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/stable_diffusion_2.md)
- [Safe Stable Diffusion](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/stable_diffusion_safe.md)
- [Text-to-image](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/text2img.md)
- [GLIGEN (Grounded Language-to-Image Generation)](https://huggingface.co/docs/diffusers/main/api/pipelines/stable_diffusion/gligen.md)
- [Schedulers](https://huggingface.co/docs/diffusers/main/api/schedulers/overview.md)
- [Latent Consistency Model Multistep Scheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/lcm.md)
- [KDPM2AncestralDiscreteScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/dpm_discrete_ancestral.md)
- [EulerAncestralDiscreteScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/euler_ancestral.md)
- [CMStochasticIterativeScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/cm_stochastic_iterative.md)
- [DPMSolverSinglestepScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/singlestep_dpm_solver.md)
- [CogVideoXDPMScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/multistep_dpm_solver_cogvideox.md)
- [DEISMultistepScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/deis.md)
- [TCDScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/tcd.md)
- [RePaintScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/repaint.md)
- [EulerDiscreteScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/euler.md)
- [CosineDPMSolverMultistepScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/cosine_dpm.md)
- [DDIMInverseScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/ddim_inverse.md)
- [DPMSolverSDEScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/dpm_sde.md)
- [DPMSolverMultistepInverse](https://huggingface.co/docs/diffusers/main/api/schedulers/multistep_dpm_solver_inverse.md)
- [UniPCMultistepScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/unipc.md)
- [EDMEulerScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/edm_euler.md)
- [ScoreSdeVpScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/score_sde_vp.md)
- [ConsistencyDecoderScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/consistency_decoder.md)
- [LMSDiscreteScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/lms_discrete.md)
- [DDIMScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/ddim.md)
- [VQDiffusionScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/vq_diffusion.md)
- [DPMSolverMultistepScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/multistep_dpm_solver.md)
- [KDPM2DiscreteScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/dpm_discrete.md)
- [EDMDPMSolverMultistepScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/edm_multistep_dpm_solver.md)
- [CogVideoXDDIMScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/ddim_cogvideox.md)
- [PNDMScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/pndm.md)
- [ScoreSdeVeScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/score_sde_ve.md)
- [IPNDMScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/ipndm.md)
- [HeunDiscreteScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/heun.md)
- [KarrasVeScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/stochastic_karras_ve.md)
- [DDPMScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/ddpm.md)
- [FlowMatchHeunDiscreteScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/flow_match_heun_discrete.md)
- [FlowMatchEulerDiscreteScheduler](https://huggingface.co/docs/diffusers/main/api/schedulers/flow_match_euler_discrete.md)
- [Overview](https://huggingface.co/docs/diffusers/main/training/overview.md)
- [Latent Consistency Distillation](https://huggingface.co/docs/diffusers/main/training/lcm_distill.md)
- [Wuerstchen](https://huggingface.co/docs/diffusers/main/training/wuerstchen.md)
- [Text-to-image](https://huggingface.co/docs/diffusers/main/training/text2image.md)
- [Unconditional image generation](https://huggingface.co/docs/diffusers/main/training/unconditional_training.md)
- [Adapt a model to a new task](https://huggingface.co/docs/diffusers/main/training/adapt_a_model.md)
- [LoRA](https://huggingface.co/docs/diffusers/main/training/lora.md)
- [Kandinsky 2.2](https://huggingface.co/docs/diffusers/main/training/kandinsky.md)
- [CogVideoX](https://huggingface.co/docs/diffusers/main/training/cogvideox.md)
- [Reinforcement learning training with DDPO](https://huggingface.co/docs/diffusers/main/training/ddpo.md)
- [InstructPix2Pix](https://huggingface.co/docs/diffusers/main/training/instructpix2pix.md)
- [ControlNet](https://huggingface.co/docs/diffusers/main/training/controlnet.md)
- [Custom Diffusion](https://huggingface.co/docs/diffusers/main/training/custom_diffusion.md)
- [Stable Diffusion XL](https://huggingface.co/docs/diffusers/main/training/sdxl.md)
- [Distributed inference](https://huggingface.co/docs/diffusers/main/training/distributed_inference.md)
- [Create a dataset for training](https://huggingface.co/docs/diffusers/main/training/create_dataset.md)
- [Textual Inversion](https://huggingface.co/docs/diffusers/main/training/text_inversion.md)
- [DreamBooth](https://huggingface.co/docs/diffusers/main/training/dreambooth.md)
- [T2I-Adapter](https://huggingface.co/docs/diffusers/main/training/t2i_adapters.md)
- [Intel Gaudi](https://huggingface.co/docs/diffusers/main/optimization/habana.md)
- [How to run Stable Diffusion with Core ML](https://huggingface.co/docs/diffusers/main/optimization/coreml.md)
- [AWS Neuron](https://huggingface.co/docs/diffusers/main/optimization/neuron.md)
- [Pruna](https://huggingface.co/docs/diffusers/main/optimization/pruna.md)
- [Accelerate inference](https://huggingface.co/docs/diffusers/main/optimization/fp16.md)
- [Metal Performance Shaders (MPS)](https://huggingface.co/docs/diffusers/main/optimization/mps.md)
- [Compiling and offloading quantized models](https://huggingface.co/docs/diffusers/main/optimization/speed-memory-optims.md)
- [Attention backends](https://huggingface.co/docs/diffusers/main/optimization/attention_backends.md)
- [Token merging](https://huggingface.co/docs/diffusers/main/optimization/tome.md)
- [ONNX Runtime](https://huggingface.co/docs/diffusers/main/optimization/onnx.md)
- [DeepCache](https://huggingface.co/docs/diffusers/main/optimization/deepcache.md)
- [xDiT](https://huggingface.co/docs/diffusers/main/optimization/xdit.md)
- [OpenVINO](https://huggingface.co/docs/diffusers/main/optimization/open_vino.md)
- [T-GATE](https://huggingface.co/docs/diffusers/main/optimization/tgate.md)
- [Reduce memory usage](https://huggingface.co/docs/diffusers/main/optimization/memory.md)
- [Caching](https://huggingface.co/docs/diffusers/main/optimization/cache.md)
- [CacheDiT](https://huggingface.co/docs/diffusers/main/optimization/cache_dit.md)
- [xFormers](https://huggingface.co/docs/diffusers/main/optimization/xformers.md)
- [ParaAttention](https://huggingface.co/docs/diffusers/main/optimization/para_attn.md)
- [🧨 Diffusers’ Ethical Guidelines](https://huggingface.co/docs/diffusers/main/conceptual/ethical_guidelines.md)
- [Philosophy](https://huggingface.co/docs/diffusers/main/conceptual/philosophy.md)
- [Evaluating Diffusion Models](https://huggingface.co/docs/diffusers/main/conceptual/evaluation.md)
- [How to contribute to Diffusers 🧨](https://huggingface.co/docs/diffusers/main/conceptual/contribution.md)
