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ease
features
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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

SeedEdit is a cutting-edge AI image-editing model created by the Seed team at ByteDance, allowing users to modify existing images through natural-language prompts while keeping unaltered areas intact. By providing an input image along with a description of the desired changes—such as altering styles, removing or replacing objects, swapping backgrounds, adjusting lighting, or changing text—the model generates a final product that seamlessly integrates the edits while preserving the original's structural integrity, resolution, and identity. Utilizing a diffusion-based architecture, SeedEdit is trained through a meta-information embedding pipeline and a joint loss approach that merges diffusion and reward losses, ensuring a fine balance between image reconstruction and regeneration. This results in remarkable editing control, detail preservation, and adherence to user prompts. The latest iteration, SeedEdit 3.0, is capable of performing high-resolution edits of up to 4K, boasts rapid inference times (often under 10-15 seconds), and accommodates multiple rounds of sequential editing, making it an invaluable tool for creative professionals and enthusiasts alike. Its innovative capabilities allow users to explore their artistic visions with unprecedented ease and flexibility.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

C++
Flyne AI
Fuser
GPT-4o
Galaxy.ai
Gemini
Go
Java
Python
TESS AI
WaveSpeedAI
graphis

Integrations

C++
Flyne AI
Fuser
GPT-4o
Galaxy.ai
Gemini
Go
Java
Python
TESS AI
WaveSpeedAI
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

ByteDance

Founded

2012

Country

China

Website

seed.bytedance.com/en/seededit

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