- sections: - local: index title: 🧨 Diffusers - local: quicktour title: Quicktour - local: stable_diffusion title: Effective and efficient diffusion - local: installation title: Installation title: Get started - sections: - local: tutorials/tutorial_overview title: Overview - local: using-diffusers/write_own_pipeline title: Understanding pipelines, models and schedulers - local: tutorials/autopipeline title: AutoPipeline - local: tutorials/basic_training title: Train a diffusion model - local: tutorials/using_peft_for_inference title: Load LoRAs for inference - local: tutorials/fast_diffusion title: Accelerate inference of text-to-image diffusion models - local: tutorials/inference_with_big_models title: Working with big models title: Tutorials - sections: - local: using-diffusers/loading title: Load pipelines - local: using-diffusers/custom_pipeline_overview title: Load community pipelines and components - local: using-diffusers/schedulers title: Load schedulers and models - local: using-diffusers/other-formats title: Model files and layouts - local: using-diffusers/loading_adapters title: Load adapters - local: using-diffusers/push_to_hub title: Push files to the Hub title: Load pipelines and adapters - 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: using-diffusers/text-img2vid title: Text or image-to-video - local: using-diffusers/depth2img title: Depth-to-image title: Generative tasks - sections: - local: using-diffusers/overview_techniques title: Overview - local: training/distributed_inference title: Distributed inference with multiple GPUs - local: using-diffusers/merge_loras title: Merge LoRAs - local: using-diffusers/scheduler_features title: Scheduler features - local: using-diffusers/callback title: Pipeline callbacks - local: using-diffusers/reusing_seeds title: Reproducible pipelines - local: using-diffusers/image_quality title: Controlling image quality - local: using-diffusers/weighted_prompts title: Prompt techniques title: Inference techniques - sections: - local: advanced_inference/outpaint title: Outpainting title: Advanced inference - sections: - 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/ip_adapter title: IP-Adapter - local: using-diffusers/pag title: PAG - local: using-diffusers/controlnet title: ControlNet - local: using-diffusers/t2i_adapter title: T2I-Adapter - local: using-diffusers/inference_with_lcm title: Latent Consistency Model - local: using-diffusers/textual_inversion_inference title: Textual inversion - 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 - 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 - isExpanded: false 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 title: Models - isExpanded: false 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 - sections: - local: optimization/fp16 title: Speed up inference - local: optimization/memory title: Reduce memory usage - local: optimization/torch2.0 title: PyTorch 2.0 - local: optimization/xformers title: xFormers - local: optimization/tome title: Token merging - local: optimization/deepcache title: DeepCache - local: optimization/tgate title: TGATE - sections: - local: using-diffusers/stable_diffusion_jax_how_to title: JAX/Flax - local: optimization/onnx title: ONNX - local: optimization/open_vino title: OpenVINO - local: optimization/coreml title: Core ML title: Optimized model formats - sections: - local: optimization/mps title: Metal Performance Shaders (MPS) - local: optimization/habana title: Habana Gaudi title: Optimized hardware title: Accelerate inference and reduce memory - sections: - 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: Conceptual Guides - sections: - local: community_projects title: Projects built with Diffusers title: Community Projects - sections: - isExpanded: false sections: - local: api/configuration title: Configuration - local: api/logging title: Logging - local: api/outputs title: Outputs title: Main Classes - isExpanded: false 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/peft title: PEFT title: Loaders - isExpanded: false sections: - local: api/models/overview title: Overview - sections: - local: api/models/controlnet title: ControlNetModel - local: api/models/controlnet_hunyuandit title: HunyuanDiT2DControlNetModel - local: api/models/controlnet_sd3 title: SD3ControlNetModel - local: api/models/controlnet_sparsectrl title: SparseControlNetModel title: ControlNets - sections: - local: api/models/aura_flow_transformer2d title: AuraFlowTransformer2DModel - local: api/models/cogvideox_transformer3d title: CogVideoXTransformer3DModel - local: api/models/dit_transformer2d title: DiTTransformer2DModel - local: api/models/flux_transformer title: FluxTransformer2DModel - local: api/models/hunyuan_transformer2d title: HunyuanDiT2DModel - local: api/models/latte_transformer3d title: LatteTransformer3DModel - local: api/models/lumina_nextdit2d title: LuminaNextDiT2DModel - local: api/models/pixart_transformer2d title: PixArtTransformer2DModel - local: api/models/prior_transformer title: PriorTransformer - local: api/models/sd3_transformer2d title: SD3Transformer2DModel - local: api/models/stable_audio_transformer title: StableAudioDiTModel - local: api/models/transformer2d title: Transformer2DModel - local: api/models/transformer_temporal title: TransformerTemporalModel title: Transformers - sections: - local: api/models/stable_cascade_unet title: StableCascadeUNet - local: api/models/unet title: UNet1DModel - local: api/models/unet2d title: UNet2DModel - local: api/models/unet2d-cond title: UNet2DConditionModel - 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/autoencoderkl title: AutoencoderKL - local: api/models/autoencoderkl_cogvideox title: AutoencoderKLCogVideoX - local: api/models/asymmetricautoencoderkl title: AsymmetricAutoencoderKL - 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 - isExpanded: false sections: - local: api/pipelines/overview title: Overview - 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/audioldm title: AudioLDM - local: api/pipelines/audioldm2 title: AudioLDM 2 - local: api/pipelines/aura_flow title: AuraFlow - local: api/pipelines/auto_pipeline title: AutoPipeline - local: api/pipelines/blip_diffusion title: BLIP-Diffusion - local: api/pipelines/cogvideox title: CogVideoX - local: api/pipelines/consistency_models title: Consistency Models - local: api/pipelines/controlnet title: ControlNet - 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/controlnetxs title: ControlNet-XS - local: api/pipelines/controlnetxs_sdxl title: ControlNet-XS with Stable Diffusion XL - local: api/pipelines/dance_diffusion title: Dance Diffusion - 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/flux title: Flux - local: api/pipelines/hunyuandit title: Hunyuan-DiT - local: api/pipelines/i2vgenxl title: I2VGen-XL - 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/kolors title: Kolors - local: api/pipelines/latent_consistency_models title: Latent Consistency Models - local: api/pipelines/latent_diffusion title: Latent Diffusion - local: api/pipelines/latte title: Latte - local: api/pipelines/ledits_pp title: LEDITS++ - local: api/pipelines/lumina title: Lumina-T2X - local: api/pipelines/marigold title: Marigold - local: api/pipelines/panorama title: MultiDiffusion - local: api/pipelines/musicldm title: MusicLDM - local: api/pipelines/pag title: PAG - local: api/pipelines/paint_by_example title: Paint by Example - local: api/pipelines/pia title: Personalized Image Animator (PIA) - local: api/pipelines/pixart title: PixArt-α - local: api/pipelines/pixart_sigma title: PixArt-Σ - 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_audio title: Stable Audio - local: api/pipelines/stable_cascade title: Stable Cascade - sections: - local: api/pipelines/stable_diffusion/overview title: Overview - local: api/pipelines/stable_diffusion/text2img title: Text-to-image - local: api/pipelines/stable_diffusion/img2img title: Image-to-image - local: api/pipelines/stable_diffusion/svd title: Image-to-video - local: api/pipelines/stable_diffusion/inpaint title: Inpainting - local: api/pipelines/stable_diffusion/depth2img title: Depth-to-image - local: api/pipelines/stable_diffusion/image_variation title: Image variation - local: api/pipelines/stable_diffusion/stable_diffusion_safe title: Safe Stable Diffusion - 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/sdxl_turbo title: SDXL Turbo - local: api/pipelines/stable_diffusion/latent_upscale title: Latent upscaler - local: api/pipelines/stable_diffusion/upscale title: Super-resolution - local: api/pipelines/stable_diffusion/k_diffusion title: K-Diffusion - 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/adapter title: T2I-Adapter - local: api/pipelines/stable_diffusion/gligen title: GLIGEN (Grounded Language-to-Image Generation) title: Stable Diffusion - local: api/pipelines/stable_unclip title: Stable unCLIP - local: api/pipelines/text_to_video title: Text-to-video - local: api/pipelines/text_to_video_zero title: Text2Video-Zero - 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/wuerstchen title: Wuerstchen title: Pipelines - isExpanded: false sections: - local: api/schedulers/overview title: Overview - local: api/schedulers/cm_stochastic_iterative title: CMStochasticIterativeScheduler - 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 - isExpanded: false sections: - local: api/internal_classes_overview title: Overview - local: api/attnprocessor title: Attention Processor - local: api/activations title: Custom activation functions - 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