avatarEdmond Yip

Summary

SDXL Lightning is an advanced text-to-image generation model that significantly improves upon SDXL Turbo by enabling faster and higher quality image creation with options ranging from 1 to 8 steps.

Abstract

Introduced as an enhancement over SDXL Turbo, SDXL Lightning is a cutting-edge model in the realm of text-to-image generation. It stands out for its ability to produce high-resolution images at an unprecedented speed, completing the process in as few as 1 to 8 steps. This model is underpinned by a research paper detailing its progressive adversarial diffusion distillation technique, which is openly accessible. SDXL Lightning is derived from the stabilityai/stable-diffusion-xl-base-1.0 repository and offers both full UNet and LoRA checkpoints, catering to users who prioritize either image quality or model versatility. The model's efficiency is demonstrated through an online demo available on Hugging Face, where users can input prompts and receive images within seconds. Additionally, the model can be tested locally using ComfyUI, with various checkpoints available for download to suit different requirements. The Stable Diffusion community has embraced SDXL Lightning, with numerous models trained on this technology and available on platforms like Civitai. This latest evolution in Stable Diffusion technology marks a significant leap forward in the speed and ease of generating high-quality images.

Opinions

  • The author views SDXL Lightning as a superior model to its predecessor, SDXL Turbo, due to its faster image generation capabilities.
  • The provision of both full UNet and LoRA checkpoints is seen as a strategic move to cater to diverse user needs, balancing image quality with model flexibility.
  • The online demo and local testing options are considered valuable resources for users to experience the model's performance firsthand.
  • The community's engagement with SDXL Lightning, evidenced by the variety of models available on Civitai, reflects a positive reception and an endorsement of its capabilities.
  • The author believes that the advancements represented by SDXL Lightning signify a future where high-quality image generation will become effortlessly achievable on standard computing hardware.

SDXL Lightning ⚡: A Swift Advancement Over SDXL Turbo

You can generate high quality image within 1 to 8 steps

SDXL Lightning ⚡: A Swift Advancement Over SDXL Turbo

In late 2023, SDXL Turbo made its debut. Today, we herald a superior and swifter checkpoint: SDXL Lightning. This innovative model enables image generation in a fraction of the time, offering options ranging from 1 to 8 steps. With the incorporation of LoRA and Unet. SDXL Lightning empowers users to create images with unparalleled efficiency.

What is SDXL Lignhtning ⚡?

SDXL Lightning represents a breakthrough in text-to-image generation, boasting lightning-fast speeds and exceptional quality. Capable of producing high-resolution 1024px images in just a few steps, this model is detailed in our research paper, SDXL-Lightning: Progressive Adversarial Diffusion Distillation, which is openly accessible as part of our research initiative.

These models are derived from stabilityai/stable-diffusion-xl-base-1.0, a repository housing checkpoints for 1-step, 2-step, 4-step and 8-step distilled models. The image generation quality achieved by SDXL Lightning is truly remarkable, with the 1-step model offering an experimental edge.

Furthermore, both full UNet and LoRA checkpoints are provided. While the full UNet models prioritize image quality, the LoRA models offer versatility, allowing integration with other base models for diverse applications.

Online Demo ⚡

You can try it online in huggingface website.

Input a prompt and receive an image within seconds, followed by a high-quality output. For instance, simply input 1girl as a prompt.

1 step, 2 steps
4 steps, 8 steps

Local Testing with ComfyUI ⚡

You can download Model for different steps or methods.

If you using normal SDXL Lightning checkpoint with 4 steps, download sdxl_lightning_4step.safetensors

If you need Unet SDXL Lightning checkpoint with 8 steps, download sdxl_lightning_8step_unet.safetensors

If you need SDXL LoRA with 2 steps, download sdxl_lightning_2step_lora.safetensors

You also can download workflow from official huggingface website.

For Lightning Checkpoint or Unet Checkpoint, you can use following workflow to generate images.

Using SDXL Lightning Checkpoint

For Lightning LoRA, can use following workflow.

Using SDXL Lightning LoRA

In Civitai already have many Model training base on SDXL Lightning, you can simply download it and using in WebUI like Automatic1111.

In summary, the evolution of Stable Diffusion has been marked by significant advancements with the introduction of LCM, SDXL Turbo and now SDXL Lightning. With each iteration, the speed of Stable Diffusion has steadily increased. This progress signifies that soon, generating high-quality images will be effortlessly achievable on any computer.

For All Stable Diffusion Lovers

Thank you for being a part of the Stable Diffusion community!

Stable Diffusion
Sdxl
Sdxl Lightning
Technology
Artificial Intelligence
Recommended from ReadMedium