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ease
features
design
support

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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

Qwen-Image is a cutting-edge multimodal diffusion transformer (MMDiT) foundation model that delivers exceptional capabilities in image generation, text rendering, editing, and comprehension. It stands out for its proficiency in integrating complex text, effortlessly incorporating both alphabetic and logographic scripts into visuals while maintaining high typographic accuracy. The model caters to a wide range of artistic styles, from photorealism to impressionism, anime, and minimalist design. In addition to creation, it offers advanced image editing functionalities such as style transfer, object insertion or removal, detail enhancement, in-image text editing, and manipulation of human poses through simple prompts. Furthermore, its built-in vision understanding tasks, which include object detection, semantic segmentation, depth and edge estimation, novel view synthesis, and super-resolution, enhance its ability to perform intelligent visual analysis. Qwen-Image can be accessed through popular libraries like Hugging Face Diffusers and is equipped with prompt-enhancement tools to support multiple languages, making it a versatile tool for creators across various fields. Its comprehensive features position Qwen-Image as a valuable asset for both artists and developers looking to explore the intersection of visual art and technology.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

APIFree
AyeCreate
C++
Comfy Cloud
ComfyUI
Flyne AI
Fuser
Galaxy.ai
Go
HeyVid.ai
Hugging Face
KomikoAI
ModelScope
Oxen.ai
Pixlio AI
Python
RenderFlow AI
TESS AI
WaveSpeedAI
graphis

Integrations

APIFree
AyeCreate
C++
Comfy Cloud
ComfyUI
Flyne AI
Fuser
Galaxy.ai
Go
HeyVid.ai
Hugging Face
KomikoAI
ModelScope
Oxen.ai
Pixlio AI
Python
RenderFlow AI
TESS AI
WaveSpeedAI
graphis

Pricing Details

Free
Free Trial
Free Version

Pricing Details

Free
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

Alibaba

Founded

1999

Country

China

Website

github.com/QwenLM/Qwen-Image

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