_toctree.yml

- title: Get started
  sections:
  - local: index
    title: Diffusers
  - local: installation
    title: Installation
  - local: quicktour
    title: Quicktour
  - local: stable_diffusion
    title: Effective and efficient diffusion

- title: DiffusionPipeline
  isExpanded: false
  sections:
  - local: using-diffusers/loading
    title: Load pipelines
  - local: tutorials/autopipeline
    title: AutoPipeline
  - local: using-diffusers/custom_pipeline_overview
    title: Load community pipelines and components
  - local: using-diffusers/callback
    title: Pipeline callbacks
  - local: using-diffusers/reusing_seeds
    title: Reproducible pipelines
  - local: using-diffusers/schedulers
    title: Load schedulers and models
  - local: using-diffusers/scheduler_features
    title: Scheduler features
  - local: using-diffusers/other-formats
    title: Model files and layouts
  - local: using-diffusers/push_to_hub
    title: Push files to the Hub

- 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: Prompt techniques
  - 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: 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

- title: Inference optimization
  isExpanded: false
  sections:
  - local: optimization/fp16
    title: Accelerate inference
  - local: optimization/cache
    title: Caching
  - local: optimization/memory
    title: Reduce memory usage
  - local: optimization/speed-memory-optims
    title: Compile 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/tgate
      title: TGATE
    - local: optimization/xdit
      title: xDiT
    - local: optimization/para_attn
      title: ParaAttention

- 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/modular_pipeline
    title: Modular Pipeline
  - local: modular_diffusers/components_manager
    title: Components Manager
  - local: modular_diffusers/modular_diffusers_states
    title: Modular Diffusers States
  - local: modular_diffusers/pipeline_block
    title: Pipeline Block
  - local: modular_diffusers/sequential_pipeline_blocks
    title: Sequential Pipeline Blocks
  - local: modular_diffusers/loop_sequential_pipeline_blocks
    title: Loop Sequential Pipeline Blocks
  - local: modular_diffusers/auto_pipeline_blocks
    title: Auto Pipeline Blocks
  - local: modular_diffusers/end_to_end_guide
    title: End-to-End Example

- 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

- title: Model accelerators and hardware
  isExpanded: false
  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
  - 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
  - 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/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/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/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/allegro
      title: Allegro
    - 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/chroma
      title: Chroma
    - local: api/pipelines/cogvideox
      title: CogVideoX
    - local: api/pipelines/cogview3
      title: CogView3
    - local: api/pipelines/cogview4
      title: CogView4
    - local: api/pipelines/consisid
      title: ConsisID
    - 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/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/easyanimate
      title: EasyAnimate
    - local: api/pipelines/flux
      title: Flux
    - local: api/pipelines/control_flux_inpaint
      title: FluxControlInpaint
    - local: api/pipelines/framepack
      title: Framepack
    - local: api/pipelines/hidream
      title: HiDream-I1
    - local: api/pipelines/hunyuandit
      title: Hunyuan-DiT
    - local: api/pipelines/hunyuan_video
      title: HunyuanVideo
    - 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/ltx_video
      title: LTXVideo
    - local: api/pipelines/lumina2
      title: Lumina 2.0
    - local: api/pipelines/lumina
      title: Lumina-T2X
    - local: api/pipelines/marigold
      title: Marigold
    - local: api/pipelines/mochi
      title: Mochi
    - local: api/pipelines/panorama
      title: MultiDiffusion
    - local: api/pipelines/musicldm
      title: MusicLDM
    - 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/pia
      title: Personalized Image Animator (PIA)
    - local: api/pipelines/pixart
      title: PixArt-α
    - local: api/pipelines/pixart_sigma
      title: PixArt-Σ
    - 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/skyreels_v2
      title: SkyReels-V2
    - local: api/pipelines/stable_audio
      title: Stable Audio
    - 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/svd
        title: Image-to-video
      - 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/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/visualcloze
      title: VisualCloze
    - local: api/pipelines/wan
      title: Wan
    - local: api/pipelines/wuerstchen
      title: Wuerstchen
  - 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