Stable Diffusion 3.5 - Hugging Face

Description

Stable Diffusion 3.5 Large is a cutting-edge Multimodal Diffusion Transformer (MMDiT) model developed by Stability AI, specifically designed for text-to-image generation. This model excels in producing high-quality images based on textual prompts, showcasing improved performance in areas such as image quality, typography, and complex prompt understanding. The model is built with three fixed, pretrained text encoders and utilizes QK-normalization to enhance training stability.

The model is released under the Stability Community License, allowing free use for research and non-commercial purposes, as well as for organizations or individuals with annual revenues below $1 million. For those with higher revenues, an Enterprise License is available. Users must agree to the License Agreement and acknowledge Stability AI's Privacy Policy to access the model's files and content.

Stable Diffusion 3.5 is intended for a variety of applications, including the generation of artworks, educational tools, and research on generative models. However, it is important to note that the model is not designed to create factual representations of people or events, and all uses must comply with the Acceptable Use Policy set forth by Stability AI.

For local or self-hosted use, developers are encouraged to utilize ComfyUI for node-based UI inference or the diffusers library for programmatic access. The model has been trained on a diverse dataset, including synthetic and publicly available data, ensuring a broad understanding of prompts and contexts. As part of its commitment to safety, Stability AI has implemented various safeguards to mitigate risks associated with harmful content and misuse, emphasizing the importance of responsible AI deployment.

Stable Diffusion 3.5 Highlights

• Model Type: MMDiT text-to-image

• API Available: Yes

• License: Community License

• Fine-tuning Support: Yes

• Multimodal: Yes

• Improved Performance: Yes

• Training Stability: QK Normalization

• Intended Uses: Art generation, educational tools

Getting Started with Stable Diffusion 3.5

1. 1

   Access model: Visit the Hugging Face page for Stable Diffusion 3.5.

2. 2

   Authenticate: Agree to the License Agreement to access the model.

3. 3

   Set up environment: Choose between ComfyUI or diffusers for implementation.

4. 4

   Integrate via API: Use the provided API endpoints for integration.

5. 5

   Optimize: Fine-tune the model as needed for specific applications.

Stable Diffusion 3.5's Use Cases

• Art Generation
• Educational Tools
• Creative Design
• Research Applications
• Prompt Engineering

FAQ from Stable Diffusion 3.5

• What is Stable Diffusion 3.5?

  Stable Diffusion 3.5 is a text-to-image generative model developed by Stability AI.

• What are the main features of Stable Diffusion 3.5?

  It features improved image quality, typography, complex prompt understanding, and resource efficiency.

• Is there a license for using Stable Diffusion 3.5?

  Yes, it is available under the Stability Community License for free use under certain conditions.

• Can I use Stable Diffusion 3.5 for commercial purposes?

  Yes, but only if your annual revenue is less than $1 million; otherwise, an Enterprise License is required.

• What applications can Stable Diffusion 3.5 be used for?

  It can be used for generating artworks, educational tools, and research on generative models.

• What safety measures are in place for Stable Diffusion 3.5?

  Stability AI has implemented safeguards to mitigate risks associated with harmful content and misuse.

• How can I fine-tune Stable Diffusion 3.5?

  Refer to the fine-tuning guide provided on the Hugging Face page.

• What is QK Normalization?

  QK Normalization is a technique used to improve training stability in the model.