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MindOne - One for All
mindspore-lab/mindone
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Diffusers
Diffusers
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Diffusers
Installation
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Basic performance
DiffusionPipeline
DiffusionPipeline
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Load schedulers and models
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Push files to the Hub
Adapters
Adapters
LoRA
IP-Adapter
ControlNet
T2I-Adapter
DreamBooth
Textual inversion
Inference
Inference
Prompt techniques
Batch inference
Scheduler features
Pipeline callbacks
Reproducible pipelines
Inference optimization
Inference optimization
Accelerate inference
Reduce memory usage
Community optimizations
Community optimizations
xFormers
Modular Diffusers
Modular Diffusers
Overview
Quickstart
States
ModularPipelineBlocks
SequentialPipelineBlocks
LoopSequentialPipelineBlocks
AutoPipelineBlocks
ModularPipeline
ComponentsManager
Guiders
Training
Training
Overview
Create a dataset for training
Adapt a model to a new task
Train a diffusion model
Models
Models
Unconditional image generation
Text-to-image
Stable Diffusion XL
ControlNet
Methods
Methods
Textual Inversion
DreamBooth
LoRA
Specific pipeline examples
Specific pipeline examples
ConsisID
Stable Diffusion XL
SDXL Turbo
Kandinsky
OmniGen
PAG
Latent Consistency Model
Shap-E
DiffEdit
Trajectory Consistency Distillation-LoRA
Stable Video Diffusion
Marigold Computer Vision
Resources
Resources
Task recipes
Task recipes
Unconditional image generation
Text-to-image
Image-to-image
Inpainting
Video generation
Depth-to-image
Understanding pipelines, models and schedulers
Philosophy
Controlled generation
API
API
Main Classes
Main Classes
Configuration
Logging
Outputs
Modular
Modular
Pipeline
Blocks
States
Components and configs
Guiders
Loaders
Loaders
IP-Adapter
LoRA
Single files
Textual Inversion
UNet
SD3Transformer2D
PEFT
Models
Models
Overview
AutoModel
ControlNets
ControlNets
ControlNetModel
ControlNetUnionModel
FluxControlNetModel
HunyuanDiT2DControlNetModel
SanaControlNetModel
SD3ControlNetModel
SparseControlNetModel
Transformers
Transformers
AllegroTransformer3DModel
AuraFlowTransformer2DModel
ChromaTransformer2DModel
CogVideoXTransformer3DModel
CogView3PlusTransformer2DModel
CogView4Transformer2DModel
ConsisIDTransformer3DModel
CosmosTransformer3DModel
DiTTransformer2DModel
EasyAnimateTransformer3DModel
FluxTransformer2DModel
HunyuanDiT2DModel
HunyuanVideoTransformer3DModel
LatteTransformer3DModel
LTXVideoTransformer3DModel
Lumina2Transformer2DModel
LuminaNextDiT2DModel
MochiTransformer3DModel
OmniGenTransformer2DModel
PixArtTransformer2DModel
PriorTransformer
SanaTransformer2DModel
SD3Transformer2DModel
SkyReelsV2Transformer3DModel
StableAudioDiTModel
Transformer2DModel
TransformerTemporalModel
WanTransformer3DModel
UNets
UNets
StableCascadeUNet
UNet1DModel
UNet2DConditionModel
UNet2DModel
UNet3DConditionModel
UNetMotionModel
UViT2DModel
VAEs
VAEs
AsymmetricAutoencoderKL
AutoencoderDC
AutoencoderKL
AutoencoderKLAllegro
AutoencoderKLCogVideoX
AutoencoderKLCosmos
AutoencoderKLHunyuanVideo
AutoencoderKLLTXVideo
AutoencoderKLMagvit
AutoencoderKLMochi
AutoencoderKLWan
ConsistencyDecoderVAE
Oobleck AutoEncoder
Tiny AutoEncoder
VQModel
Pipelines
Pipelines
Overview
Allegro
aMUSEd
AnimateDiff
Attend-and-Excite
AudioLDM
AudioLDM 2
AuraFlow
AutoPipeline
BLIP-Diffusion
Chroma
CogVideoX
CogView3
CogView4
ConsisID
Consistency Models
ControlNet
ControlNet with Flux.1
ControlNet with Hunyuan-DiT
ControlNet with Stable Diffusion 3
ControlNet with Stable Diffusion XL
ControlNet-Sana
ControlNet-XS
ControlNet-XS with Stable Diffusion XL
ControlNetUnion
Cosmos
Dance Diffusion
DDIM
DDPM
DeepFloyd IF
DiffEdit
DiT
EasyAnimate
Flux
FluxControlInpaint
Framepack
Hunyuan-DiT
HunyuanVideo
I2VGen-XL
InstructPix2Pix
Kandinsky 2.1
Kandinsky 2.2
Kandinsky 3
Kolors
Latent Consistency Models
Latent Diffusion
Latte
LEDITS++
LTXVideo
Lumina 2.0
Lumina-T2X
Marigold
Mochi
MultiDiffusion
MusicLDM
OmniGen
PAG
Paint by Example
Personalized Image Animator (PIA)
PixArt-α
PixArt-Σ
Sana
Sana Sprint
Self-Attention Guidance
Semantic Guidance
Shap-E
SkyReels-V2
Stable Audio
Stable Cascade
Stable Diffusion
Stable Diffusion
Overview
Depth-to-image
GLIGEN (Grounded Language-to-Image Generation)
Image variation
Image-to-image
Image-to-video
Inpainting
K-Diffusion
Latent upscaler
LDM3D Text-to-(RGB, Depth), Text-to-(RGB-pano, Depth-pano), LDM3D Upscaler
Safe Stable Diffusion
SDXL Turbo
Stable Diffusion 2
Stable Diffusion 3
Stable Diffusion XL
Super-resolution
T2I-Adapter
Text-to-image
Stable unCLIP
Text-to-video
Text2Video-Zero
unCLIP
UniDiffuser
Value-guided sampling
VisualCloze
Wan
Wuerstchen
Schedulers
Schedulers
Overview
CMStochasticIterativeScheduler
CogVideoXDDIMScheduler
CogVideoXDPMScheduler
ConsistencyDecoderScheduler
CosineDPMSolverMultistepScheduler
DDIMInverseScheduler
DDIMScheduler
DDPMScheduler
DEISMultistepScheduler
DPMSolverMultistepInverse
DPMSolverMultistepScheduler
DPMSolverSDEScheduler
DPMSolverSinglestepScheduler
EDMDPMSolverMultistepScheduler
EDMEulerScheduler
EulerAncestralDiscreteScheduler
EulerDiscreteScheduler
FlowMatchEulerDiscreteScheduler
FlowMatchHeunDiscreteScheduler
HeunDiscreteScheduler
IPNDMScheduler
KarrasVeScheduler
KDPM2AncestralDiscreteScheduler
KDPM2DiscreteScheduler
LCMScheduler
LMSDiscreteScheduler
PNDMScheduler
RePaintScheduler
ScoreSdeVeScheduler
ScoreSdeVpScheduler
TCDScheduler
UniPCMultistepScheduler
VQDiffusionScheduler
Internal classes
Internal classes
Overview
Attention Processor
Custom activation functions
Custom normalization layers
Utilities
VAE Image Processor
Video Processor
Transformers
Transformers
Get started
Get started
🤗 Transformers
Tutorials
Tutorials
Fine-tune a pretrained model
Distributed training and mixed precision
Generation with LLMs
PEFT
PEFT
Get started
Get started
🤗 PEFT
🤗 PEFT
Private preview stage. Working on it.
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