MindOne - One for All
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MindOne - One for All
mindspore-lab/mindone
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Diffusers
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🧨 Diffusers
Quicktour
Effective and efficient diffusion
Installation
Limitations
Tutorials
Tutorials
Overview
Understanding pipelines, models and schedulers
AutoPipeline
Train a diffusion model
Load LoRAs for inference
Load pipelines and adapters
Load pipelines and adapters
Overview
Load pipelines
Load schedulers and models
Model files and layouts
Load adapters
Push files to the Hub
Generative tasks
Generative tasks
Unconditional image generation
Text-to-image
Image-to-image
Inpainting
Text or image-to-video
Depth-to-image
Inference techniques
Inference techniques
Overview
Merge LoRAs
Scheduler features
Pipeline callbacks
Reproducible pipelines
Specific pipeline examples
Specific pipeline examples
CogVideoX
Stable Diffusion XL
SDXL Turbo
Kandinsky
IP-Adapter
PAG
ControlNet
T2I-Adapter
Latent Consistency Model
Textual inversion
Shap-E
DiffEdit
Trajectory Consistency Distillation-LoRA
Stable Video Diffusion
Marigold Computer Vision
Training
Training
Overview
Create a dataset for training
Adapt a model to a new task
Models
Models
Unconditional image generation
Text-to-image
Stable Diffusion XL
ControlNet
Methods
Methods
Textual Inversion
DreamBooth
LoRA
Accelerate inference and reduce memory
Accelerate inference and reduce memory
Speed up inference
Reduce memory usage
xFormers
Conceptual Guides
Conceptual Guides
Philosophy
Controlled generation
API
API
Main Classes
Main Classes
Configuration
Logging
Outputs
Loaders
Loaders
IP-Adapter
LoRA
Single files
Textual Inversion
UNet
PEFT
Models
Models
Overview
ControlNets
ControlNets
ControlNetModel
FluxControlNetModel
HunyuanDiT2DControlNetModel
SD3ControlNetModel
SparseControlNetModel
ControlNetUnionModel
Transformers
Transformers
AllegroTransformer3DModel
AuraFlowTransformer2DModel
CogVideoXTransformer3DModel
CogView3PlusTransformer2DModel
CogView4Transformer2DModel
DiTTransformer2DModel
FluxTransformer2DModel
HunyuanDiT2DModel
HunyuanVideoTransformer3DModel
LatteTransformer3DModel
LuminaNextDiT2DModel
LTXVideoTransformer3DModel
PixArtTransformer2DModel
PriorTransformer
SD3Transformer2DModel
StableAudioDiTModel
Transformer2DModel
TransformerTemporalModel
UNets
UNets
StableCascadeUNet
UNet1DModel
UNet2DModel
UNet2DConditionModel
UNet3DConditionModel
UNetMotionModel
UViT2DModel
VAEs
VAEs
AutoencoderKL
AutoencoderKLAllegro
AutoencoderKLCogVideoX
AutoencoderKLHunyuanVideo
AutoencoderKLLTXVideo
AsymmetricAutoencoderKL
ConsistencyDecoderVAE
Oobleck AutoEncoder
Tiny AutoEncoder
VQModel
Pipelines
Pipelines
Overview
Allegro
AnimateDiff
AudioLDM
AuraFlow
AutoPipeline
BLIP-Diffusion
CogVideoX
CogView3
CogView4
Consistency Models
ControlNet
ControlNet with Flux.1
Flux
FluxControlInpaint
ControlNet with Hunyuan-DiT
ControlNet with Stable Diffusion 3
ControlNet with Stable Diffusion XL
ControlNet-XS
ControlNet-XS with Stable Diffusion XL
ControlNetUnion
Dance Diffusion
DDIM
DDPM
DeepFloyd IF
DiffEdit
DiT
Flux
Hunyuan-DiT
HunyuanVideo
I2VGen-XL
InstructPix2Pix
Kandinsky 2.1
Kandinsky 2.2
Kandinsky 3
Kolors
Latent Consistency Models
Latent Diffusion
Latte
LTXVideo
Lumina-T2X
Marigold
Mochi 1 Preview
MusicLDM
PAG
PixArt-α
PixArt-Σ
Shap-E
Stable Cascade
Stable Diffusion
Stable Diffusion
Overview
Text-to-image
Image-to-image
Image-to-video
Inpainting
Depth-to-image
Image variation
Stable Diffusion 2
Stable Diffusion 3
Stable Diffusion XL
SDXL Turbo
Latent upscaler
Super-resolution
T2I-Adapter
GLIGEN (Grounded Language-to-Image Generation)
unCLIP
Wuerstchen
Schedulers
Schedulers
Overview
CMStochasticIterativeScheduler
ConsistencyDecoderScheduler
DDIMInverseScheduler
DDIMScheduler
DDPMScheduler
DEISMultistepScheduler
DPMSolverMultistepInverse
DPMSolverMultistepScheduler
DPMSolverSinglestepScheduler
EDMDPMSolverMultistepScheduler
EDMEulerScheduler
EulerAncestralDiscreteScheduler
EulerDiscreteScheduler
FlowMatchEulerDiscreteScheduler
FlowMatchHeunDiscreteScheduler
HeunDiscreteScheduler
IPNDMScheduler
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
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