ByteDance Seed

ByteDance Seed

ByteDance
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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

Pony Diffusion is a versatile text-to-image diffusion model designed to generate high-quality, non-photorealistic images across various styles. It offers a user-friendly interface where users simply input descriptive text prompts and the model creates vivid visuals ranging from stylized pony-themed artwork to dynamic fantasy scenes. The fine-tuned model uses a dataset of approximately 80,000 pony-related images to optimize relevance and aesthetic consistency. It incorporates CLIP-based aesthetic ranking to evaluate image quality during training and supports a “scoring” system to guide output quality. The workflow is straightforward; craft a descriptive prompt, run the model, and save or share the generated image. The service clarifies that the model is trained to produce SFW content and is available under an OpenRAIL-M license, thereby allowing users to freely use, redistribute, and modify the outputs subject to certain guidelines.

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

Artists, illustrators, hobbyists and creatives in need of a tool to generate stylized, high-quality illustrations and creative visuals without deep technical or art-software expertise

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

Free
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

Pony Diffusion
United States
ponydiffusion.com

Alternatives

Seed2.0 Pro

Seed2.0 Pro

ByteDance

Alternatives

Gemini Diffusion

Gemini Diffusion

Google DeepMind
Mercury Coder

Mercury Coder

Inception Labs
Imagen

Imagen

Google
Seedream 4.0

Seedream 4.0

ByteDance

Categories

Categories

Integrations

C++
Flyne AI
Fuser
Galaxy.ai
Go
Java
Python
TESS AI
WaveSpeedAI
graphis

Integrations

C++
Flyne AI
Fuser
Galaxy.ai
Go
Java
Python
TESS AI
WaveSpeedAI
graphis
Claim ByteDance Seed and update features and information
Claim ByteDance Seed and update features and information
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Claim Pony Diffusion and update features and information