- sections: - local: index title: Diffusers - local: installation title: Installation - local: quicktour title: Quickstart - local: stable_diffusion title: Basic performance title: Get started - isExpanded: false sections: - local: using-diffusers/loading title: DiffusionPipeline - local: tutorials/autopipeline title: AutoPipeline - local: using-diffusers/custom_pipeline_overview title: Community pipelines and components - local: using-diffusers/callback title: Pipeline callbacks - local: using-diffusers/reusing_seeds title: Reproducibility - local: using-diffusers/schedulers title: Schedulers - local: using-diffusers/automodel title: AutoModel - local: using-diffusers/other-formats title: Model formats - local: using-diffusers/push_to_hub title: Sharing pipelines and models title: Pipelines - isExpanded: false sections: - local: tutorials/using_peft_for_inference title: LoRA - local: using-diffusers/ip_adapter title: IP-Adapter - local: using-diffusers/controlnet title: ControlNet - local: using-diffusers/t2i_adapter title: T2I-Adapter - local: using-diffusers/dreambooth title: DreamBooth - local: using-diffusers/textual_inversion_inference title: Textual inversion title: Adapters - isExpanded: false sections: - local: using-diffusers/weighted_prompts title: Prompting - local: using-diffusers/create_a_server title: Create a server - local: using-diffusers/batched_inference title: Batch inference - local: training/distributed_inference title: Distributed inference - local: hybrid_inference/overview title: Remote inference title: Inference - isExpanded: false sections: - local: optimization/fp16 title: Accelerate inference - local: optimization/cache title: Caching - local: optimization/attention_backends title: Attention backends - local: optimization/memory title: Reduce memory usage - local: optimization/speed-memory-optims title: Compiling and offloading quantized models - sections: - local: optimization/pruna title: Pruna - local: optimization/xformers title: xFormers - local: optimization/tome title: Token merging - local: optimization/deepcache title: DeepCache - local: optimization/cache_dit title: CacheDiT - local: optimization/tgate title: TGATE - local: optimization/xdit title: xDiT - local: optimization/para_attn title: ParaAttention - local: using-diffusers/image_quality title: FreeU title: Community optimizations title: Inference optimization - isExpanded: false sections: - local: modular_diffusers/overview title: Overview - local: modular_diffusers/quickstart title: Quickstart - local: modular_diffusers/modular_diffusers_states title: States - local: modular_diffusers/pipeline_block title: ModularPipelineBlocks - local: modular_diffusers/sequential_pipeline_blocks title: SequentialPipelineBlocks - local: modular_diffusers/loop_sequential_pipeline_blocks title: LoopSequentialPipelineBlocks - local: modular_diffusers/auto_pipeline_blocks title: AutoPipelineBlocks - local: modular_diffusers/modular_pipeline title: ModularPipeline - local: modular_diffusers/components_manager title: ComponentsManager - local: modular_diffusers/guiders title: Guiders - local: modular_diffusers/custom_blocks title: Building Custom Blocks title: Modular Diffusers - isExpanded: false sections: - local: training/overview title: Overview - local: training/create_dataset title: Create a dataset for training - local: training/adapt_a_model title: Adapt a model to a new task - local: tutorials/basic_training title: Train a diffusion model - sections: - local: training/unconditional_training title: Unconditional image generation - local: training/text2image title: Text-to-image - local: training/sdxl title: Stable Diffusion XL - local: training/kandinsky title: Kandinsky 2.2 - local: training/wuerstchen title: Wuerstchen - local: training/controlnet title: ControlNet - local: training/t2i_adapters title: T2I-Adapters - local: training/instructpix2pix title: InstructPix2Pix - local: training/cogvideox title: CogVideoX title: Models - sections: - local: training/text_inversion title: Textual Inversion - local: training/dreambooth title: DreamBooth - local: training/lora title: LoRA - local: training/custom_diffusion title: Custom Diffusion - local: training/lcm_distill title: Latent Consistency Distillation - local: training/ddpo title: Reinforcement learning training with DDPO title: Methods title: Training - isExpanded: false sections: - local: quantization/overview title: Getting started - local: quantization/bitsandbytes title: bitsandbytes - local: quantization/gguf title: gguf - local: quantization/torchao title: torchao - local: quantization/quanto title: quanto - local: quantization/modelopt title: NVIDIA ModelOpt title: Quantization - isExpanded: false sections: - local: optimization/onnx title: ONNX - local: optimization/open_vino title: OpenVINO - local: optimization/coreml title: Core ML - local: optimization/mps title: Metal Performance Shaders (MPS) - local: optimization/habana title: Intel Gaudi - local: optimization/neuron title: AWS Neuron title: Model accelerators and hardware - isExpanded: false sections: - local: using-diffusers/consisid title: ConsisID - local: using-diffusers/sdxl title: Stable Diffusion XL - local: using-diffusers/sdxl_turbo title: SDXL Turbo - local: using-diffusers/kandinsky title: Kandinsky - local: using-diffusers/omnigen title: OmniGen - local: using-diffusers/pag title: PAG - local: using-diffusers/inference_with_lcm title: Latent Consistency Model - local: using-diffusers/shap-e title: Shap-E - local: using-diffusers/diffedit title: DiffEdit - local: using-diffusers/inference_with_tcd_lora title: Trajectory Consistency Distillation-LoRA - local: using-diffusers/svd title: Stable Video Diffusion - local: using-diffusers/marigold_usage title: Marigold Computer Vision title: Specific pipeline examples - isExpanded: false sections: - sections: - local: using-diffusers/unconditional_image_generation title: Unconditional image generation - local: using-diffusers/conditional_image_generation title: Text-to-image - local: using-diffusers/img2img title: Image-to-image - local: using-diffusers/inpaint title: Inpainting - local: advanced_inference/outpaint title: Outpainting - local: using-diffusers/text-img2vid title: Video generation - local: using-diffusers/depth2img title: Depth-to-image title: Task recipes - local: using-diffusers/write_own_pipeline title: Understanding pipelines, models and schedulers - local: community_projects title: Projects built with Diffusers - local: conceptual/philosophy title: Philosophy - local: using-diffusers/controlling_generation title: Controlled generation - local: conceptual/contribution title: How to contribute? - local: conceptual/ethical_guidelines title: Diffusers' Ethical Guidelines - local: conceptual/evaluation title: Evaluating Diffusion Models title: Resources - isExpanded: false sections: - sections: - local: api/configuration title: Configuration - local: api/logging title: Logging - local: api/outputs title: Outputs - local: api/quantization title: Quantization - local: hybrid_inference/api_reference title: Remote inference - local: api/parallel title: Parallel inference title: Main Classes - sections: - local: api/modular_diffusers/pipeline title: Pipeline - local: api/modular_diffusers/pipeline_blocks title: Blocks - local: api/modular_diffusers/pipeline_states title: States - local: api/modular_diffusers/pipeline_components title: Components and configs - local: api/modular_diffusers/guiders title: Guiders title: Modular - sections: - local: api/loaders/ip_adapter title: IP-Adapter - local: api/loaders/lora title: LoRA - local: api/loaders/single_file title: Single files - local: api/loaders/textual_inversion title: Textual Inversion - local: api/loaders/unet title: UNet - local: api/loaders/transformer_sd3 title: SD3Transformer2D - local: api/loaders/peft title: PEFT title: Loaders - sections: - local: api/models/overview title: Overview - local: api/models/auto_model title: AutoModel - sections: - local: api/models/controlnet title: ControlNetModel - local: api/models/controlnet_union title: ControlNetUnionModel - local: api/models/controlnet_flux title: FluxControlNetModel - local: api/models/controlnet_hunyuandit title: HunyuanDiT2DControlNetModel - local: api/models/controlnet_sana title: SanaControlNetModel - local: api/models/controlnet_sd3 title: SD3ControlNetModel - local: api/models/controlnet_sparsectrl title: SparseControlNetModel title: ControlNets - sections: - local: api/models/allegro_transformer3d title: AllegroTransformer3DModel - local: api/models/aura_flow_transformer2d title: AuraFlowTransformer2DModel - local: api/models/transformer_bria_fibo title: BriaFiboTransformer2DModel - local: api/models/bria_transformer title: BriaTransformer2DModel - local: api/models/chroma_transformer title: ChromaTransformer2DModel - local: api/models/chronoedit_transformer_3d title: ChronoEditTransformer3DModel - local: api/models/cogvideox_transformer3d title: CogVideoXTransformer3DModel - local: api/models/cogview3plus_transformer2d title: CogView3PlusTransformer2DModel - local: api/models/cogview4_transformer2d title: CogView4Transformer2DModel - local: api/models/consisid_transformer3d title: ConsisIDTransformer3DModel - local: api/models/cosmos_transformer3d title: CosmosTransformer3DModel - local: api/models/dit_transformer2d title: DiTTransformer2DModel - local: api/models/easyanimate_transformer3d title: EasyAnimateTransformer3DModel - local: api/models/flux2_transformer title: Flux2Transformer2DModel - local: api/models/flux_transformer title: FluxTransformer2DModel - local: api/models/glm_image_transformer2d title: GlmImageTransformer2DModel - local: api/models/hidream_image_transformer title: HiDreamImageTransformer2DModel - local: api/models/hunyuan_transformer2d title: HunyuanDiT2DModel - local: api/models/hunyuanimage_transformer_2d title: HunyuanImageTransformer2DModel - local: api/models/hunyuan_video15_transformer_3d title: HunyuanVideo15Transformer3DModel - local: api/models/hunyuan_video_transformer_3d title: HunyuanVideoTransformer3DModel - local: api/models/latte_transformer3d title: LatteTransformer3DModel - local: api/models/longcat_image_transformer2d title: LongCatImageTransformer2DModel - local: api/models/ltx2_video_transformer3d title: LTX2VideoTransformer3DModel - local: api/models/ltx_video_transformer3d title: LTXVideoTransformer3DModel - local: api/models/lumina2_transformer2d title: Lumina2Transformer2DModel - local: api/models/lumina_nextdit2d title: LuminaNextDiT2DModel - local: api/models/mochi_transformer3d title: MochiTransformer3DModel - local: api/models/omnigen_transformer title: OmniGenTransformer2DModel - local: api/models/ovisimage_transformer2d title: OvisImageTransformer2DModel - local: api/models/pixart_transformer2d title: PixArtTransformer2DModel - local: api/models/prior_transformer title: PriorTransformer - local: api/models/qwenimage_transformer2d title: QwenImageTransformer2DModel - local: api/models/sana_transformer2d title: SanaTransformer2DModel - local: api/models/sana_video_transformer3d title: SanaVideoTransformer3DModel - local: api/models/sd3_transformer2d title: SD3Transformer2DModel - local: api/models/skyreels_v2_transformer_3d title: SkyReelsV2Transformer3DModel - local: api/models/stable_audio_transformer title: StableAudioDiTModel - local: api/models/transformer2d title: Transformer2DModel - local: api/models/transformer_temporal title: TransformerTemporalModel - local: api/models/wan_animate_transformer_3d title: WanAnimateTransformer3DModel - local: api/models/wan_transformer_3d title: WanTransformer3DModel - local: api/models/z_image_transformer2d title: ZImageTransformer2DModel title: Transformers - sections: - local: api/models/stable_cascade_unet title: StableCascadeUNet - local: api/models/unet title: UNet1DModel - local: api/models/unet2d-cond title: UNet2DConditionModel - local: api/models/unet2d title: UNet2DModel - local: api/models/unet3d-cond title: UNet3DConditionModel - local: api/models/unet-motion title: UNetMotionModel - local: api/models/uvit2d title: UViT2DModel title: UNets - sections: - local: api/models/asymmetricautoencoderkl title: AsymmetricAutoencoderKL - local: api/models/autoencoder_dc title: AutoencoderDC - local: api/models/autoencoderkl title: AutoencoderKL - local: api/models/autoencoderkl_allegro title: AutoencoderKLAllegro - local: api/models/autoencoderkl_cogvideox title: AutoencoderKLCogVideoX - local: api/models/autoencoderkl_cosmos title: AutoencoderKLCosmos - local: api/models/autoencoder_kl_hunyuanimage title: AutoencoderKLHunyuanImage - local: api/models/autoencoder_kl_hunyuanimage_refiner title: AutoencoderKLHunyuanImageRefiner - local: api/models/autoencoder_kl_hunyuan_video title: AutoencoderKLHunyuanVideo - local: api/models/autoencoder_kl_hunyuan_video15 title: AutoencoderKLHunyuanVideo15 - local: api/models/autoencoderkl_audio_ltx_2 title: AutoencoderKLLTX2Audio - local: api/models/autoencoderkl_ltx_2 title: AutoencoderKLLTX2Video - local: api/models/autoencoderkl_ltx_video title: AutoencoderKLLTXVideo - local: api/models/autoencoderkl_magvit title: AutoencoderKLMagvit - local: api/models/autoencoderkl_mochi title: AutoencoderKLMochi - local: api/models/autoencoderkl_qwenimage title: AutoencoderKLQwenImage - local: api/models/autoencoder_kl_wan title: AutoencoderKLWan - local: api/models/consistency_decoder_vae title: ConsistencyDecoderVAE - local: api/models/autoencoder_oobleck title: Oobleck AutoEncoder - local: api/models/autoencoder_tiny title: Tiny AutoEncoder - local: api/models/vq title: VQModel title: VAEs title: Models - sections: - local: api/pipelines/overview title: Overview - local: api/pipelines/auto_pipeline title: AutoPipeline - sections: - local: api/pipelines/audioldm title: AudioLDM - local: api/pipelines/audioldm2 title: AudioLDM 2 - local: api/pipelines/dance_diffusion title: Dance Diffusion - local: api/pipelines/musicldm title: MusicLDM - local: api/pipelines/stable_audio title: Stable Audio title: Audio - sections: - local: api/pipelines/amused title: aMUSEd - local: api/pipelines/animatediff title: AnimateDiff - local: api/pipelines/attend_and_excite title: Attend-and-Excite - local: api/pipelines/aura_flow title: AuraFlow - local: api/pipelines/blip_diffusion title: BLIP-Diffusion - local: api/pipelines/bria_3_2 title: Bria 3.2 - local: api/pipelines/bria_fibo title: Bria Fibo - local: api/pipelines/bria_fibo_edit title: Bria Fibo Edit - local: api/pipelines/chroma title: Chroma - local: api/pipelines/cogview3 title: CogView3 - local: api/pipelines/cogview4 title: CogView4 - local: api/pipelines/consistency_models title: Consistency Models - local: api/pipelines/controlnet title: ControlNet - local: api/pipelines/controlnet_flux title: ControlNet with Flux.1 - local: api/pipelines/controlnet_hunyuandit title: ControlNet with Hunyuan-DiT - local: api/pipelines/controlnet_sd3 title: ControlNet with Stable Diffusion 3 - local: api/pipelines/controlnet_sdxl title: ControlNet with Stable Diffusion XL - local: api/pipelines/controlnet_sana title: ControlNet-Sana - local: api/pipelines/controlnetxs title: ControlNet-XS - local: api/pipelines/controlnetxs_sdxl title: ControlNet-XS with Stable Diffusion XL - local: api/pipelines/controlnet_union title: ControlNetUnion - local: api/pipelines/cosmos title: Cosmos - local: api/pipelines/ddim title: DDIM - local: api/pipelines/ddpm title: DDPM - local: api/pipelines/deepfloyd_if title: DeepFloyd IF - local: api/pipelines/diffedit title: DiffEdit - local: api/pipelines/dit title: DiT - local: api/pipelines/easyanimate title: EasyAnimate - local: api/pipelines/flux title: Flux - local: api/pipelines/flux2 title: Flux2 - local: api/pipelines/control_flux_inpaint title: FluxControlInpaint - local: api/pipelines/glm_image title: GLM-Image - local: api/pipelines/hidream title: HiDream-I1 - local: api/pipelines/hunyuandit title: Hunyuan-DiT - local: api/pipelines/hunyuanimage21 title: HunyuanImage2.1 - local: api/pipelines/pix2pix title: InstructPix2Pix - local: api/pipelines/kandinsky title: Kandinsky 2.1 - local: api/pipelines/kandinsky_v22 title: Kandinsky 2.2 - local: api/pipelines/kandinsky3 title: Kandinsky 3 - local: api/pipelines/kandinsky5_image title: Kandinsky 5.0 Image - local: api/pipelines/kolors title: Kolors - local: api/pipelines/latent_consistency_models title: Latent Consistency Models - local: api/pipelines/latent_diffusion title: Latent Diffusion - local: api/pipelines/ledits_pp title: LEDITS++ - local: api/pipelines/longcat_image title: LongCat-Image - local: api/pipelines/lumina2 title: Lumina 2.0 - local: api/pipelines/lumina title: Lumina-T2X - local: api/pipelines/marigold title: Marigold - local: api/pipelines/panorama title: MultiDiffusion - local: api/pipelines/omnigen title: OmniGen - local: api/pipelines/ovis_image title: Ovis-Image - local: api/pipelines/pag title: PAG - local: api/pipelines/paint_by_example title: Paint by Example - local: api/pipelines/pixart title: PixArt-α - local: api/pipelines/pixart_sigma title: PixArt-Σ - local: api/pipelines/prx title: PRX - local: api/pipelines/qwenimage title: QwenImage - local: api/pipelines/sana title: Sana - local: api/pipelines/sana_sprint title: Sana Sprint - local: api/pipelines/sana_video title: Sana Video - local: api/pipelines/self_attention_guidance title: Self-Attention Guidance - local: api/pipelines/semantic_stable_diffusion title: Semantic Guidance - local: api/pipelines/shap_e title: Shap-E - local: api/pipelines/stable_cascade title: Stable Cascade - sections: - local: api/pipelines/stable_diffusion/overview title: Overview - local: api/pipelines/stable_diffusion/depth2img title: Depth-to-image - local: api/pipelines/stable_diffusion/gligen title: GLIGEN (Grounded Language-to-Image Generation) - local: api/pipelines/stable_diffusion/image_variation title: Image variation - local: api/pipelines/stable_diffusion/img2img title: Image-to-image - local: api/pipelines/stable_diffusion/inpaint title: Inpainting - local: api/pipelines/stable_diffusion/k_diffusion title: K-Diffusion - local: api/pipelines/stable_diffusion/latent_upscale title: Latent upscaler - local: api/pipelines/stable_diffusion/ldm3d_diffusion title: LDM3D Text-to-(RGB, Depth), Text-to-(RGB-pano, Depth-pano), LDM3D Upscaler - local: api/pipelines/stable_diffusion/stable_diffusion_safe title: Safe Stable Diffusion - local: api/pipelines/stable_diffusion/sdxl_turbo title: SDXL Turbo - local: api/pipelines/stable_diffusion/stable_diffusion_2 title: Stable Diffusion 2 - local: api/pipelines/stable_diffusion/stable_diffusion_3 title: Stable Diffusion 3 - local: api/pipelines/stable_diffusion/stable_diffusion_xl title: Stable Diffusion XL - local: api/pipelines/stable_diffusion/upscale title: Super-resolution - local: api/pipelines/stable_diffusion/adapter title: T2I-Adapter - local: api/pipelines/stable_diffusion/text2img title: Text-to-image title: Stable Diffusion - local: api/pipelines/stable_unclip title: Stable unCLIP - local: api/pipelines/unclip title: unCLIP - local: api/pipelines/unidiffuser title: UniDiffuser - local: api/pipelines/value_guided_sampling title: Value-guided sampling - local: api/pipelines/visualcloze title: VisualCloze - local: api/pipelines/wuerstchen title: Wuerstchen - local: api/pipelines/z_image title: Z-Image title: Image - sections: - local: api/pipelines/allegro title: Allegro - local: api/pipelines/chronoedit title: ChronoEdit - local: api/pipelines/cogvideox title: CogVideoX - local: api/pipelines/consisid title: ConsisID - local: api/pipelines/framepack title: Framepack - local: api/pipelines/hunyuan_video title: HunyuanVideo - local: api/pipelines/hunyuan_video15 title: HunyuanVideo1.5 - local: api/pipelines/i2vgenxl title: I2VGen-XL - local: api/pipelines/kandinsky5_video title: Kandinsky 5.0 Video - local: api/pipelines/latte title: Latte - local: api/pipelines/ltx2 title: LTX-2 - local: api/pipelines/ltx_video title: LTXVideo - local: api/pipelines/mochi title: Mochi - local: api/pipelines/pia title: Personalized Image Animator (PIA) - local: api/pipelines/skyreels_v2 title: SkyReels-V2 - local: api/pipelines/stable_diffusion/svd title: Stable Video Diffusion - local: api/pipelines/text_to_video title: Text-to-video - local: api/pipelines/text_to_video_zero title: Text2Video-Zero - local: api/pipelines/wan title: Wan title: Video title: Pipelines - sections: - local: api/schedulers/overview title: Overview - local: api/schedulers/cm_stochastic_iterative title: CMStochasticIterativeScheduler - local: api/schedulers/ddim_cogvideox title: CogVideoXDDIMScheduler - local: api/schedulers/multistep_dpm_solver_cogvideox title: CogVideoXDPMScheduler - local: api/schedulers/consistency_decoder title: ConsistencyDecoderScheduler - local: api/schedulers/cosine_dpm title: CosineDPMSolverMultistepScheduler - local: api/schedulers/ddim_inverse title: DDIMInverseScheduler - local: api/schedulers/ddim title: DDIMScheduler - local: api/schedulers/ddpm title: DDPMScheduler - local: api/schedulers/deis title: DEISMultistepScheduler - local: api/schedulers/multistep_dpm_solver_inverse title: DPMSolverMultistepInverse - local: api/schedulers/multistep_dpm_solver title: DPMSolverMultistepScheduler - local: api/schedulers/dpm_sde title: DPMSolverSDEScheduler - local: api/schedulers/singlestep_dpm_solver title: DPMSolverSinglestepScheduler - local: api/schedulers/edm_multistep_dpm_solver title: EDMDPMSolverMultistepScheduler - local: api/schedulers/edm_euler title: EDMEulerScheduler - local: api/schedulers/euler_ancestral title: EulerAncestralDiscreteScheduler - local: api/schedulers/euler title: EulerDiscreteScheduler - local: api/schedulers/flow_match_euler_discrete title: FlowMatchEulerDiscreteScheduler - local: api/schedulers/flow_match_heun_discrete title: FlowMatchHeunDiscreteScheduler - local: api/schedulers/heun title: HeunDiscreteScheduler - local: api/schedulers/ipndm title: IPNDMScheduler - local: api/schedulers/stochastic_karras_ve title: KarrasVeScheduler - local: api/schedulers/dpm_discrete_ancestral title: KDPM2AncestralDiscreteScheduler - local: api/schedulers/dpm_discrete title: KDPM2DiscreteScheduler - local: api/schedulers/lcm title: LCMScheduler - local: api/schedulers/lms_discrete title: LMSDiscreteScheduler - local: api/schedulers/pndm title: PNDMScheduler - local: api/schedulers/repaint title: RePaintScheduler - local: api/schedulers/score_sde_ve title: ScoreSdeVeScheduler - local: api/schedulers/score_sde_vp title: ScoreSdeVpScheduler - local: api/schedulers/tcd title: TCDScheduler - local: api/schedulers/unipc title: UniPCMultistepScheduler - local: api/schedulers/vq_diffusion title: VQDiffusionScheduler title: Schedulers - sections: - local: api/internal_classes_overview title: Overview - local: api/attnprocessor title: Attention Processor - local: api/activations title: Custom activation functions - local: api/cache title: Caching methods - local: api/normalization title: Custom normalization layers - local: api/utilities title: Utilities - local: api/image_processor title: VAE Image Processor - local: api/video_processor title: Video Processor title: Internal classes title: API