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Jingya HUANG 1d5d056ecf [TPU] TorchTPU backend integration - eager / torch.compile / tp (#14039) 
* feat: add torchtpu

* feat:draft TorchTPU support

* fix: wan overflow issue + compile mode error on sdxl

* doc: enhance with TorchTPU doc

* doc: enhance with TorchTPU doc

* style: remove unused imports flagged by ruff

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* docs: remove Debug Eager and Fused Eager sections from tpu.md

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* feat: add TP for TPU

* style: fix import sorting in TPU test scripts

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* style: ruff format TPU test scripts

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* fix: style

* fix: test for native 4 devices

* fix: propagate TPU device fixes to Flux/Flux2/Wan-family copies; register tpu.md; drop redundant execution_device check

- Propagate the text_encoder.device-based fix (introduced for TPU CPU-offload
  support) from FluxPipeline/Flux2KleinPipeline/WanPipeline into their
  `# Copied from` copies (flux/*, flux2_klein_inpaint, visualcloze, anyflow,
  chronoedit, lucy_edit, skyreels_v2/*). SDXL-family copies of
  StableDiffusionXLPipeline.encode_prompt are intentionally left untouched;
  they'll be handled in a follow-up PR that fixes device placement for every
  pipeline component (not just text encoders).
- Register docs/source/en/optimization/tpu.md in _toctree.yml (was breaking
  the docs build: "not present in the table of contents").
- Remove the redundant "prefer non-CPU, non-meta component" loop from
  DiffusionPipeline._execution_device: PR #14383 already fixed this in
  DiffusionPipeline.device, which _execution_device falls back to. Verified
  on TPU hardware that _execution_device still resolves correctly for a
  split-placement pipeline after the removal.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>

* tests: cleanup

* fix: fix compile mode

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* test: remove flux2 e2e test

* doc: apply suggestions

* doc: apply suggestions

* review: remove monkey patch

* review: revert neuron-specific changes in the tests

* review: apply suggestions

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* doc: add tpu to tp doc

* review: remove unnecessary for tpu

* test: assert every _tp_plan parameter is sharded after a TP load

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

* removal: delete redundant tp shard helpers

* removal: drop TPU workarounds no longer needed after recent main changes

* doc: keep the FLUX.2-dev text encoder off a single TPU chip in the TP example

* doc: encode the prompt on CPU in the TPU TP example so it runs end to end

* test: tighten TPU TP tolerance and simplify the TPU TP worker

* doc: use enable_model_cpu_offload() in the TPU eager example

* doc: shard both FLUX.2-dev text encoder and transformer in the TPU TP example

* doc: run the text encoders on TPU in the compiled example

* test: drop the redundant TPU sync in the TP worker

* test: trim comments in the TPU TP tests

* test: run the TPU TP test with mp.spawn like the CUDA one

* test: pin the TPU TP test to 4 chips

* Update docs/source/en/optimization/tpu.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* doc: use DistributedConfig and dtype, and drop the torch_tpu import in the TPU examples

* test: skip the TPU TP test for models without a _tp_plan

* doc: correct the warning of recompilation

* fix: clone the SD3 timestep so torch.compile doesn't recompile every step, thus we can use it for the tpu.md compile mode snippet

* doc: update advice for compile mode when one chip doesn't fit

* test: pass the TPU TP tolerances as test arguments

* review: apply suggestions to the doc

* review: view compilation patch for tpu-only

---------

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: JingyaHuang <huang_jingya@outlok.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2026-10-09 16:16:23 +05:30

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- sections:
- local: index
title: Diffusers
- local: installation
title: Installation
- local: quicktour
title: Quickstart
- local: using-diffusers/cli
title: Command line interface
title: Get started
- isExpanded: true
sections:
- isExpanded: false
sections:
- local: using-diffusers/loading
title: DiffusionPipeline
- local: tutorials/autopipeline
title: AutoPipeline
- local: using-diffusers/automodel
title: AutoModel
- local: using-diffusers/other-formats
title: Model formats
- local: using-diffusers/schedulers
title: Schedulers
- local: using-diffusers/weighted_prompts
title: Prompting
- local: using-diffusers/image_quality
title: FreeU
- local: using-diffusers/reusing_seeds
title: Reproducibility
- local: using-diffusers/callback
title: Pipeline callbacks
- local: using-diffusers/custom_pipeline_overview
title: Community pipelines and components
- local: using-diffusers/push_to_hub
title: Sharing pipelines and models
- local: using-diffusers/legacy_checkpoints
title: Legacy checkpoints
title: Using diffusion pipelines
- 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/dreambooth
title: DreamBooth
- local: using-diffusers/legacy_adapters
title: Legacy adapters
title: Adapters and personalization
title: Inference
- isExpanded: true
sections:
- local: stable_diffusion
title: Basic performance
- 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: Inference
- isExpanded: false
sections:
- local: optimization/cache_dit
title: CacheDiT
- local: optimization/para_attn
title: ParaAttention
- local: optimization/pruna
title: Pruna
- local: optimization/xdit
title: xDiT
title: Community methods
- isExpanded: false
sections:
- local: quantization/overview
title: Getting started
- local: quantization/bitsandbytes
title: bitsandbytes
- local: quantization/gguf
title: gguf
- local: quantization/nunchaku
title: Nunchaku Lite
- local: quantization/torchao
title: torchao
- local: quantization/quanto
title: quanto
- local: quantization/modelopt
title: NVIDIA ModelOpt
- local: quantization/autoround
title: AutoRound
- local: quantization/sdnq
title: SDNQ
title: Quantization
- 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
- local: optimization/tpu
title: TPU
title: Hardware-specific acceleration
- isExpanded: false
sections:
- 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: hybrid_inference/overview
title: Remote inference
title: Serving and scaling
title: Optimize and scale
- 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: using-diffusers/guiders
title: Guiders
- local: modular_diffusers/components_manager
title: ComponentsManager
- local: modular_diffusers/auto_docstring
title: Auto docstring and parameter templates
- local: modular_diffusers/custom_blocks
title: Building Custom Blocks
- local: modular_diffusers/mellon
title: Using Custom Blocks with Mellon
title: Modular Diffusers
- 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
- 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/controlnet
title: ControlNet
- local: training/t2i_adapters
title: T2I-Adapters
- local: training/instructpix2pix
title: InstructPix2Pix
- local: training/cogvideox
title: CogVideoX
title: Model recipes
- 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: Training methods
- local: training/nemo_automodel
title: NeMo Automodel
- local: training/jobs
title: Hugging Face Jobs
title: Train and fine-tune
- isExpanded: false
sections:
- isExpanded: false
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
title: Recipes
- isExpanded: false
sections:
- local: conceptual/philosophy
title: Diffusers philosophy
- local: using-diffusers/write_own_pipeline
title: Understanding pipelines, models and schedulers
- local: using-diffusers/controlling_generation
title: Controlled generation
title: Concepts and background
- local: community_projects
title: Projects built with Diffusers
title: Resources
- isExpanded: false
sections:
- local: conceptual/contribution
title: How to contribute
- local: conceptual/ethical_guidelines
title: Diffusers' Ethical Guidelines
title: Contribute
- isExpanded: false
sections:
- sections:
- local: api/configuration
title: Configuration
- local: api/logging
title: Logging
- local: api/outputs
title: Outputs
- local: api/quantization
title: Quantization
- local: hybrid_inference/api_reference
title: Remote inference
- local: api/parallel
title: Parallel inference
title: Main Classes
- 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: Modular
- 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: Loaders
- sections:
- local: api/models/overview
title: Overview
- local: api/models/auto_model
title: AutoModel
- 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: ControlNets
- sections:
- local: api/models/ace_step_transformer
title: AceStepTransformer1DModel
- local: api/models/allegro_transformer3d
title: AllegroTransformer3DModel
- local: api/models/anyflow_far_transformer3d
title: AnyFlowFARTransformer3DModel
- local: api/models/anyflow_transformer3d
title: AnyFlowTransformer3DModel
- local: api/models/aura_flow_transformer2d
title: AuraFlowTransformer2DModel
- local: api/models/transformer_bria_fibo
title: BriaFiboTransformer2DModel
- local: api/models/bria_transformer
title: BriaTransformer2DModel
- local: api/models/chroma_transformer
title: ChromaTransformer2DModel
- local: api/models/chronoedit_transformer_3d
title: ChronoEditTransformer3DModel
- 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/cosmos3_omni_transformer
title: Cosmos3OmniTransformer
- local: api/models/cosmos_transformer3d
title: CosmosTransformer3DModel
- local: api/models/dit_transformer2d
title: DiTTransformer2DModel
- local: api/models/easyanimate_transformer3d
title: EasyAnimateTransformer3DModel
- local: api/models/ernie_image_transformer2d
title: ErnieImageTransformer2DModel
- local: api/models/flux2_transformer
title: Flux2Transformer2DModel
- local: api/models/flux_transformer
title: FluxTransformer2DModel
- local: api/models/glm_image_transformer2d
title: GlmImageTransformer2DModel
- local: api/models/helios_transformer3d
title: HeliosTransformer3DModel
- local: api/models/hidream_image_transformer
title: HiDreamImageTransformer2DModel
- local: api/models/hunyuan_transformer2d
title: HunyuanDiT2DModel
- local: api/models/hunyuanimage_transformer_2d
title: HunyuanImageTransformer2DModel
- local: api/models/hunyuan_video15_transformer_3d
title: HunyuanVideo15Transformer3DModel
- local: api/models/hunyuan_video_transformer_3d
title: HunyuanVideoTransformer3DModel
- local: api/models/ideogram4_transformer2d
title: Ideogram4Transformer2DModel
- local: api/models/transformer_joyimage_edit_plus
title: JoyImageEditPlusTransformer3DModel
- local: api/models/transformer_joyimage
title: JoyImageEditTransformer3DModel
- local: api/models/kandinsky6_transformer
title: Kandinsky 6 Transformers
- local: api/models/krea2_transformer2d
title: Krea2Transformer2DModel
- local: api/models/latte_transformer3d
title: LatteTransformer3DModel
- local: api/models/longcat_image_transformer2d
title: LongCatImageTransformer2DModel
- local: api/models/ltx2_video_transformer3d
title: LTX2VideoTransformer3DModel
- 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/minimax_h3_transformer3d
title: MiniMaxH3Transformer3DModel
- local: api/models/minimax_music3_transformer
title: MiniMaxMusic3Transformer1DModel
- local: api/models/mochi_transformer3d
title: MochiTransformer3DModel
- local: api/models/motif_video_transformer_3d
title: MotifVideoTransformer3DModel
- local: api/models/omnigen_transformer
title: OmniGenTransformer2DModel
- local: api/models/ovisimage_transformer2d
title: OvisImageTransformer2DModel
- local: api/models/pixart_transformer2d
title: PixArtTransformer2DModel
- local: api/models/prior_transformer
title: PriorTransformer
- local: api/models/qwenimage21_transformer2d
title: QwenImage21Transformer2DModel
- local: api/models/qwenimage_transformer2d
title: QwenImageTransformer2DModel
- local: api/models/sana_transformer2d
title: SanaTransformer2DModel
- local: api/models/sana_video_transformer3d
title: SanaVideoTransformer3DModel
- local: api/models/sd3_transformer2d
title: SD3Transformer2DModel
- local: api/models/skyreels_v2_transformer_3d
title: SkyReelsV2Transformer3DModel
- local: api/models/stable_audio_3_transformer
title: StableAudio3DiTModel
- 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_animate_2_transformer_3d
title: WanAnimate2Transformer3DModel
- local: api/models/wan_animate_transformer_3d
title: WanAnimateTransformer3DModel
- local: api/models/wan_transformer_3d
title: WanTransformer3DModel
- local: api/models/z_image_transformer2d
title: ZImageTransformer2DModel
title: Transformers
- 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: UNets
- 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_hunyuanimage
title: AutoencoderKLHunyuanImage
- local: api/models/autoencoder_kl_hunyuanimage_refiner
title: AutoencoderKLHunyuanImageRefiner
- local: api/models/autoencoder_kl_hunyuan_video
title: AutoencoderKLHunyuanVideo
- local: api/models/autoencoder_kl_hunyuan_video15
title: AutoencoderKLHunyuanVideo15
- local: api/models/autoencoder_kl_kvae
title: AutoencoderKLKVAE
- local: api/models/autoencoder_kl_kvae_video
title: AutoencoderKLKVAEVideo
- local: api/models/autoencoderkl_audio_ltx_2
title: AutoencoderKLLTX2Audio
- local: api/models/autoencoderkl_ltx_2
title: AutoencoderKLLTX2Video
- local: api/models/autoencoderkl_ltx_video
title: AutoencoderKLLTXVideo
- local: api/models/autoencoderkl_magvit
title: AutoencoderKLMagvit
- local: api/models/autoencoderkl_minimax_h3
title: AutoencoderKLMiniMaxH3
- local: api/models/autoencoderkl_minimax_h3_audio
title: AutoencoderKLMiniMaxH3Audio
- local: api/models/autoencoderkl_mochi
title: AutoencoderKLMochi
- local: api/models/autoencoderkl_qwenimage
title: AutoencoderKLQwenImage
- local: api/models/autoencoderkl_qwenimage21
title: AutoencoderKLQwenImage21
- local: api/models/autoencoder_kl_wan
title: AutoencoderKLWan
- local: api/models/autoencoder_rae
title: AutoencoderRAE
- local: api/models/autoencoder_same
title: AutoencoderSAME
- local: api/models/consistency_decoder_vae
title: ConsistencyDecoderVAE
- local: api/models/kandinsky6_vae
title: Kandinsky 6 VAEs
- local: api/models/ltx2_diffusion_decoder
title: LTX2VideoDiffusionDecoderModel
- 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
- sections:
- local: api/pipelines/overview
title: Overview
- local: api/pipelines/auto_pipeline
title: AutoPipeline
- sections:
- local: api/pipelines/ace_step
title: ACE-Step
- local: api/pipelines/audioldm2
title: AudioLDM 2
- local: api/pipelines/longcat_audio_dit
title: LongCat-AudioDiT
- local: api/pipelines/stable_audio
title: Stable Audio
- local: api/pipelines/stable_audio_3
title: Stable Audio 3
title: Audio
- sections:
- local: api/pipelines/anima
title: Anima
- local: api/pipelines/animatediff
title: AnimateDiff
- local: api/pipelines/aura_flow
title: AuraFlow
- local: api/pipelines/bria_3_2
title: Bria 3.2
- local: api/pipelines/bria_fibo
title: Bria Fibo
- local: api/pipelines/bria_fibo_edit
title: Bria Fibo Edit
- 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/controlnet_union
title: ControlNetUnion
- local: api/pipelines/ddim
title: DDIM
- local: api/pipelines/ddpm
title: DDPM
- local: api/pipelines/deepfloyd_if
title: DeepFloyd IF
- local: api/pipelines/dit
title: DiT
- local: api/pipelines/dreamlite
title: DreamLite
- local: api/pipelines/easyanimate
title: EasyAnimate
- local: api/pipelines/echo
title: Echo
- local: api/pipelines/ernie_image
title: ERNIE-Image
- local: api/pipelines/flux
title: Flux
- local: api/pipelines/flux2
title: Flux2
- local: api/pipelines/control_flux_inpaint
title: FluxControlInpaint
- local: api/pipelines/glm_image
title: GLM-Image
- local: api/pipelines/hidream
title: HiDream-I1
- local: api/pipelines/hunyuandit
title: Hunyuan-DiT
- local: api/pipelines/hunyuanimage21
title: HunyuanImage2.1
- local: api/pipelines/ideogram4
title: Ideogram 4
- local: api/pipelines/pix2pix
title: InstructPix2Pix
- local: api/pipelines/joyimage_edit
title: JoyImage Edit
- local: api/pipelines/joyimage_edit_plus
title: JoyImage Edit Plus
- 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/kandinsky5_image
title: Kandinsky 5.0 Image
- local: api/pipelines/kolors
title: Kolors
- local: api/pipelines/krea2
title: Krea 2
- 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/longcat_image
title: LongCat-Image
- local: api/pipelines/lumina2
title: Lumina 2.0
- local: api/pipelines/lumina
title: Lumina-T2X
- local: api/pipelines/marigold
title: Marigold
- local: api/pipelines/nucleusmoe_image
title: NucleusMoE-Image
- local: api/pipelines/omnigen
title: OmniGen
- local: api/pipelines/ovis_image
title: Ovis-Image
- local: api/pipelines/pag
title: PAG
- local: api/pipelines/pixart
title: PixArt-α
- local: api/pipelines/pixart_sigma
title: PixArt-Σ
- local: api/pipelines/prx
title: PRX
- local: api/pipelines/prx_pixel
title: PRX Pixel
- local: api/pipelines/qwenimage21
title: Qwen-Image 2.1
- local: api/pipelines/qwenimage
title: QwenImage
- local: api/pipelines/sana
title: Sana
- local: api/pipelines/sana_sprint
title: Sana Sprint
- local: api/pipelines/sana_video
title: Sana Video
- 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/depth2img
title: Depth-to-image
- 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/latent_upscale
title: Latent upscaler
- 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
title: Stable Diffusion
- local: api/pipelines/stable_unclip
title: Stable unCLIP
- local: api/pipelines/value_guided_sampling
title: Value-guided sampling
- local: api/pipelines/visualcloze
title: VisualCloze
- local: api/pipelines/z_image
title: Z-Image
title: Image
- sections:
- local: api/pipelines/diffusion_gemma
title: DiffusionGemma
- local: api/pipelines/llada2
title: LLaDA2
title: Text
- sections:
- local: api/pipelines/allegro
title: Allegro
- local: api/pipelines/anyflow
title: AnyFlow
- local: api/pipelines/chronoedit
title: ChronoEdit
- local: api/pipelines/cogvideox
title: CogVideoX
- local: api/pipelines/consisid
title: ConsisID
- local: api/pipelines/cosmos
title: Cosmos
- local: api/pipelines/cosmos3
title: Cosmos3
- local: api/pipelines/framepack
title: Framepack
- local: api/pipelines/helios
title: Helios
- local: api/pipelines/hunyuan_video
title: HunyuanVideo
- local: api/pipelines/hunyuan_video15
title: HunyuanVideo1.5
- local: api/pipelines/kandinsky5_video
title: Kandinsky 5.0 Video
- local: api/pipelines/kandinsky6
title: Kandinsky 6
- local: api/pipelines/latte
title: Latte
- local: api/pipelines/ltx2
title: LTX-2
- local: api/pipelines/ltx_video
title: LTXVideo
- local: api/pipelines/minimax_music3
title: MiniMax Music 3
- local: api/pipelines/minimax_h3
title: MiniMax-H3
- local: api/pipelines/mochi
title: Mochi
- local: api/pipelines/motif_video
title: Motif-Video
- local: api/pipelines/skyreels_v2
title: SkyReels-V2
- local: api/pipelines/stable_diffusion/svd
title: Stable Video Diffusion
- local: api/pipelines/wan
title: Wan
- local: api/pipelines/wan_animate_2
title: Wan-Animate-2
title: Video
title: Pipelines
- sections:
- local: api/schedulers/overview
title: Overview
- local: api/schedulers/block_refinement
title: BlockRefinementScheduler
- 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/discrete_ddim
title: DiscreteDDIMScheduler
- 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/entropy_bound
title: EntropyBoundScheduler
- local: api/schedulers/euler_ancestral
title: EulerAncestralDiscreteScheduler
- local: api/schedulers/euler
title: EulerDiscreteScheduler
- local: api/schedulers/flow_map_euler_discrete
title: FlowMapEulerDiscreteScheduler
- local: api/schedulers/flow_match_euler_discrete
title: FlowMatchEulerDiscreteScheduler
- local: api/schedulers/flow_match_heun_discrete
title: FlowMatchHeunDiscreteScheduler
- local: api/schedulers/helios_dmd
title: HeliosDMDScheduler
- local: api/schedulers/helios
title: HeliosScheduler
- local: api/schedulers/heun
title: HeunDiscreteScheduler
- local: api/schedulers/ipndm
title: IPNDMScheduler
- 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/minimax_h3
title: MiniMaxH3Scheduler
- local: api/schedulers/piflow
title: PiflowScheduler
- local: api/schedulers/pndm
title: PNDMScheduler
- local: api/schedulers/repaint
title: RePaintScheduler
- local: api/schedulers/score_sde_ve
title: ScoreSdeVeScheduler
- local: api/schedulers/tcd
title: TCDScheduler
- local: api/schedulers/unipc
title: UniPCMultistepScheduler
- local: api/schedulers/vq_diffusion
title: VQDiffusionScheduler
title: Schedulers
- 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
title: Internal classes
title: API
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