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Description

Seed Diffusion Preview is an advanced language model designed for code generation that employs discrete-state diffusion, allowing it to produce code in a non-sequential manner, resulting in significantly faster inference times without compromising on quality. This innovative approach utilizes a two-stage training process that involves mask-based corruption followed by edit-based augmentation, enabling a standard dense Transformer to achieve an optimal balance between speed and precision while avoiding shortcuts like carry-over unmasking, which helps maintain rigorous density estimation. The model impressively achieves an inference rate of 2,146 tokens per second on H20 GPUs, surpassing current diffusion benchmarks while either matching or exceeding their accuracy on established code evaluation metrics, including various editing tasks. This performance not only sets a new benchmark for the speed-quality trade-off in code generation but also showcases the effective application of discrete diffusion methods in practical coding scenarios. Its success opens up new avenues for enhancing efficiency in coding tasks across multiple platforms.

Description

Stable Diffusion 3.5 represents Stability AI’s advanced suite for image creation and modification, tailored for high-level creative endeavors through various deployment methods, such as self-hosted solutions, API integration, cloud collaborations, and online platforms. This flagship suite is touted as the most robust image model from Stability AI to date, capable of producing an extensive array of visual styles, including 3D graphics, photography, paintings, and line art, while excelling in prompt accuracy, diverse results, and adaptable options for numerous applications. Among its offerings, Stable Diffusion 3.5 Large stands out as the most powerful model within this family, ensuring outstanding quality and prompt adherence tailored for professional scenarios at a resolution of 1 megapixel. Furthermore, Stable Diffusion 3.5 Large Turbo is engineered to operate more swiftly than the Large version, delivering high-quality images with remarkable prompt accuracy in just four streamlined steps. Additionally, Stable Diffusion 3.5 Medium strikes a balance between quality and user customization through enhanced architecture and innovative training techniques, making it a versatile option for a broader range of users. Overall, the Stable Diffusion 3.5 suite provides a comprehensive set of tools that cater to both professional and creative needs in the image generation landscape.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

AnyAPI
C++
Citlyze
Flyne AI
Fuser
Go
Java
Magica
Python
Stable Diffusion
TESS AI
WaveSpeedAI
ZOOOP
graphis

Integrations

AnyAPI
C++
Citlyze
Flyne AI
Fuser
Go
Java
Magica
Python
Stable Diffusion
TESS AI
WaveSpeedAI
ZOOOP
graphis

Pricing Details

Free
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

ByteDance

Founded

2012

Country

China

Website

seed.bytedance.com/en/seed_diffusion

Vendor Details

Company Name

Stability AI

Founded

2019

Country

United States

Website

stability.ai/stable-image

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