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Running
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Zero
| - 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 | |
| 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/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: | |
| - 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 | |
| - 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 | |
| - local: api/models/vq | |
| title: VQModel | |
| - local: api/models/autoencoderkl | |
| title: AutoencoderKL | |
| - local: api/models/asymmetricautoencoderkl | |
| title: AsymmetricAutoencoderKL | |
| - local: api/models/autoencoder_tiny | |
| title: Tiny AutoEncoder | |
| - local: api/models/consistency_decoder_vae | |
| title: ConsistencyDecoderVAE | |
| - local: api/models/transformer2d | |
| title: Transformer2DModel | |
| - local: api/models/pixart_transformer2d | |
| title: PixArtTransformer2DModel | |
| - local: api/models/dit_transformer2d | |
| title: DiTTransformer2DModel | |
| - local: api/models/hunyuan_transformer2d | |
| title: HunyuanDiT2DModel | |
| - local: api/models/transformer_temporal | |
| title: TransformerTemporalModel | |
| - local: api/models/sd3_transformer2d | |
| title: SD3Transformer2DModel | |
| - local: api/models/prior_transformer | |
| title: PriorTransformer | |
| - local: api/models/controlnet | |
| title: ControlNetModel | |
| 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/auto_pipeline | |
| title: AutoPipeline | |
| - local: api/pipelines/blip_diffusion | |
| title: BLIP-Diffusion | |
| - local: api/pipelines/consistency_models | |
| title: Consistency Models | |
| - local: api/pipelines/controlnet | |
| title: ControlNet | |
| - 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/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/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/marigold | |
| title: Marigold | |
| - local: api/pipelines/panorama | |
| title: MultiDiffusion | |
| - local: api/pipelines/musicldm | |
| title: MusicLDM | |
| - 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_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/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/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 | |