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			| 43b7e92 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 | - 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
    - local: api/models/controlnet_sd3
      title: SD3ControlNetModel
    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_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/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
 | 
