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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

DiffusionHub is an innovative cloud-based platform that harnesses AI technology to simplify the creation of images and videos. Users can take advantage of a complimentary 30-minute trial to test its features without any obligation. Designed for ease of use, the platform includes tools such as Automatic1111, ComfyUI, and Kohya, which streamline the setup process, removing the barriers of complex installations and programming knowledge. This results in a seamless and enjoyable workflow for anyone looking to create AI-generated art effortlessly. With competitive rates beginning at just $0.99 per hour, DiffusionHub also prioritizes user privacy by providing secure sessions that protect individual data and prevent unauthorized access to models or generated content. Moreover, this focus on user confidentiality allows creators to explore their artistic visions without concern.

API Access

Has API

API Access

Has API

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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

Pricing Details

Free
Free Trial
Free Version

Pricing Details

$0.99 per hour
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

DiffusionHub

Founded

2023

Country

Hong Kong

Website

DiffusionHub.io

Product Features

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