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ease
features
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support

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Write a Review

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

MOSS-Image represents a versatile family of open-weight models designed for transforming natural-language prompts and structured layout specifications into images. Both its Base and fine-tuned SFT checkpoints utilize a unified inference interface and accommodate prompts with a maximum length of 4,096 tokens. Users have the flexibility to either articulate a scene in written form or supply JSON layout data that dictates the placement of objects and text within the image. The project offers comprehensive resources, including Python and Gradio workflows, a Diffusers pipeline, model weights, and detailed guidance for local deployment and fine-tuning processes. This model is capable of producing a variety of visual content, such as illustrations, photorealistic images, posters, and other designed compositions that can integrate specific text elements. Additionally, developers have the option to leverage supported image-generation runtimes or a hosted API to enhance their projects. Aimed at developers, researchers, and creative individuals, the software facilitates the generation and modification of images with precise layout control, making it a valuable tool in various creative endeavors. As users explore MOSS-Image, they can unlock new possibilities in visual storytelling and design innovation.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

AnyAPI Yes 
C++ Yes 
Citlyze Yes 
ComfyUI No 
Flesk Yes 
Flyne AI Yes 
Fuser Yes 
Go Yes 
Java Yes 
Magica Yes 
Python Yes 
TESS AI Yes 
WaveSpeedAI Yes 
ZOOOP Yes 
graphis Yes 

Integrations

AnyAPI No 
C++ No 
Citlyze No 
ComfyUI Yes 
Flesk No 
Flyne AI No 
Fuser No 
Go No 
Java No 
Magica No 
Python No 
TESS AI No 
WaveSpeedAI No 
ZOOOP No 
graphis No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac Yes 
Linux Yes 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

ByteDance

Founded

2012

Country

China

Website

seed.bytedance.com/en/seed_diffusion

Vendor Details

Company Name

OpenMOSS

Country

China

Website

openmoss.ai/MOSS-Image/

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