_toctree.yml

- title: Get started
  sections:
  - local: index
    title: Diffusers
  - local: installation
    title: Installation
  - local: quicktour
    title: Quickstart
  - local: stable_diffusion
    title: Basic performance

- title: Pipelines
  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/other-formats
    title: Model formats
  - local: using-diffusers/push_to_hub
    title: Sharing pipelines and models

- title: Adapters
  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: Inference
  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

- title: Inference optimization
  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
  - title: Community optimizations
    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: Hybrid Inference
  isExpanded: false
  sections:
  - local: hybrid_inference/overview
    title: Overview
  - local: hybrid_inference/vae_decode
    title: VAE Decode
  - local: hybrid_inference/vae_encode
    title: VAE Encode
  - local: hybrid_inference/api_reference
    title: API Reference

- title: Modular Diffusers
  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

- title: Training
  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
  - title: Models
    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: Methods
    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: Quantization
  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: Model accelerators and hardware
  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: Specific pipeline examples
  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: Resources
  isExpanded: false
  sections:
  - title: Task recipes
    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
  - 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: API
  isExpanded: false
  sections:
  - title: Main Classes
    sections:
    - local: api/configuration
      title: Configuration
    - local: api/logging
      title: Logging
    - local: api/outputs
      title: Outputs
    - local: api/quantization
      title: Quantization
    - local: api/parallel
      title: Parallel inference
  - title: Modular
    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: Loaders
    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: Models
    sections:
    - local: api/models/overview
      title: Overview
    - local: api/models/auto_model
      title: AutoModel
    - title: ControlNets
      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: Transformers
      sections:
      - local: api/models/allegro_transformer3d
        title: AllegroTransformer3DModel
      - local: api/models/aura_flow_transformer2d
        title: AuraFlowTransformer2DModel
      - local: api/models/bria_transformer
        title: BriaTransformer2DModel
      - local: api/models/chroma_transformer
        title: ChromaTransformer2DModel
      - 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/flux_transformer
        title: FluxTransformer2DModel
      - local: api/models/hidream_image_transformer
        title: HiDreamImageTransformer2DModel
      - local: api/models/hunyuan_transformer2d
        title: HunyuanDiT2DModel
      - local: api/models/hunyuan_video_transformer_3d
        title: HunyuanVideoTransformer3DModel
      - local: api/models/latte_transformer3d
        title: LatteTransformer3DModel
      - 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/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/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_transformer_3d
        title: WanTransformer3DModel
    - title: UNets
      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: VAEs
      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_hunyuan_video
        title: AutoencoderKLHunyuanVideo
      - 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: Pipelines
    sections:
    - local: api/pipelines/overview
      title: Overview
    - local: api/pipelines/auto_pipeline
      title: AutoPipeline
    - title: Image
      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/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/control_flux_inpaint
        title: FluxControlInpaint
      - local: api/pipelines/hidream
        title: HiDream-I1
      - local: api/pipelines/hunyuandit
        title: Hunyuan-DiT
      - 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/ledits_pp
        title: LEDITS++
      - 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/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/qwenimage
        title: QwenImage
      - local: api/pipelines/sana
        title: Sana
      - local: api/pipelines/sana_sprint
        title: Sana Sprint
      - 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
      - title: Stable Diffusion
        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
      - 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
    - title: Video
      sections:
      - local: api/pipelines/allegro
        title: Allegro
      - 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/i2vgenxl
        title: I2VGen-XL
      - local: api/pipelines/latte
        title: Latte
      - 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: Audio
      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: Schedulers
    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: Internal classes
    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