Diffusers

Get started

🧨 Diffusers Quicktour Effective and efficient diffusion Installation

Tutorials

Overview Understanding pipelines, models and schedulers AutoPipeline Train a diffusion model Load LoRAs for inference Accelerate inference of text-to-image diffusion models Working with big models

Load pipelines and adapters

Load pipelines Load community pipelines and components Load schedulers and models Model files and layouts Load adapters Push files to the Hub

Generative tasks

Unconditional image generation Text-to-image Image-to-image Inpainting Video generation Depth-to-image

Inference techniques

Overview Create a server Distributed inference Merge LoRAs Scheduler features Pipeline callbacks Reproducible pipelines Controlling image quality Prompt techniques

Advanced inference

Outpainting

Hybrid Inference

Overview VAE Decode VAE Encode API Reference

Specific pipeline examples

CogVideoX ConsisID Stable Diffusion XL SDXL Turbo Kandinsky IP-Adapter OmniGen PAG ControlNet T2I-Adapter Latent Consistency Model Textual inversion Shap-E DiffEdit Trajectory Consistency Distillation-LoRA Stable Video Diffusion Marigold Computer Vision

Training

Overview Create a dataset for training Adapt a model to a new task

Models

Methods

Quantization Methods

Getting Started bitsandbytes gguf torchao quanto

Accelerate inference and reduce memory

Speed up inference Reduce memory usage PyTorch 2.0 xFormers Token merging DeepCache TGATE xDiT ParaAttention

Optimized model formats

JAX/Flax ONNX OpenVINO Core ML

Optimized hardware

Metal Performance Shaders (MPS) Habana Gaudi AWS Neuron

Conceptual Guides

Philosophy Controlled generation How to contribute? Diffusers' Ethical Guidelines Evaluating Diffusion Models

Community Projects

Projects built with Diffusers

API

Main Classes

Loaders

Models

Pipelines

Schedulers

Internal classes

Join the Hugging Face community

and get access to the augmented documentation experience

Collaborate on models, datasets and Spaces

Faster examples with accelerated inference

Switch between documentation themes

to get started

500

Not Found

←PAG T2I-Adapter→

ControlNet Text-to-image Image-to-image Inpainting Guess mode ControlNet with Stable Diffusion XL MultiControlNet