ByteDance Seed

ByteDance Seed

ByteDance
Stable Diffusion 3.5

Stable Diffusion 3.5

Stability AI
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About

Seed Diffusion Preview is a large-scale, code-focused language model that uses discrete-state diffusion to generate code non-sequentially, achieving dramatically faster inference without sacrificing quality by decoupling generation from the token-by-token bottleneck of autoregressive models. It combines a two-stage curriculum, mask-based corruption followed by edit-based augmentation, to robustly train a standard dense Transformer, striking a balance between speed and accuracy and avoiding shortcuts like carry-over unmasking to preserve principled density estimation. The model delivers an inference speed of 2,146 tokens/sec on H20 GPUs, outperforming contemporary diffusion baselines while matching or exceeding their accuracy on standard code benchmarks, including editing tasks, thereby establishing a new speed-quality Pareto frontier and demonstrating discrete diffusion’s practical viability for real-world code generation.

About

Stable Diffusion 3.5 is Stability AI’s image generation and editing model suite, built for professional-grade creative production across self-hosted deployment, API integration, cloud partner ecosystems, and web-based creation. Its flagship Stable Diffusion 3.5 family is described as Stability AI’s most powerful image model yet, designed to generate a wide range of image styles, including 3D, photography, painting, line art, and more, with market-leading prompt adherence, diverse outputs, and flexible options for different use cases. Stable Diffusion 3.5 Large is the most powerful model in the Stable Diffusion family, with superior quality and prompt adherence for professional use cases at 1 megapixel resolution. Stable Diffusion 3.5 Large Turbo is designed to run faster than Large while generating high-quality images with exceptional prompt adherence in just four steps. Stable Diffusion 3.5 Medium balances quality and customization with improved architecture and training methods.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers and research teams needing a code generation model tool that reduces latency compared to traditional autoregressive systems while maintaining competitive benchmark performance

Audience

Creative technology teams that need professional image generation, editing, upscaling, and model deployment options for branded production workflows

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

ByteDance
Founded: 2012
China
seed.bytedance.com/en/seed_diffusion

Company Information

Stability AI
Founded: 2019
United States
stability.ai/stable-image

Alternatives

Seed2.0 Pro

Seed2.0 Pro

ByteDance

Alternatives

FLUX.1

FLUX.1

Black Forest Labs
FLUX.2

FLUX.2

Black Forest Labs
Gemini Diffusion

Gemini Diffusion

Google DeepMind
Mercury Coder

Mercury Coder

Inception Labs
Stable Diffusion

Stable Diffusion

Stability AI
Mercury 2

Mercury 2

Inception

Categories

Categories

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
Claim ByteDance Seed and update features and information
Claim ByteDance Seed and update features and information
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