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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
Diffusion stands at the forefront of real-time data streaming and messaging innovations. Established to address the challenges of real-time systems, application connectivity, and data distribution faced by businesses globally, the company boasts a diverse team of professionals in both business and technology. Its premier product, the Diffusion data platform, streamlines the process of consuming, enriching, and reliably delivering data. Organizations can swiftly leverage both existing and new data sources, as the platform is specifically designed for straightforward event-driven, real-time application development, allowing for the rapid addition of new functionalities while keeping development costs low. It adeptly manages any data size, format, or speed and features a versatile hierarchical data model that organizes incoming event data into a multi-level topic tree. Furthermore, Diffusion is highly scalable, accommodating millions of topics and facilitating the transformation of event data through the platform's low-code capabilities. Users can subscribe to event data with remarkable precision, fostering hyper-personalization and enhancing the user experience. This robust platform not only meets current demands but also anticipates future needs in data management.
API Access
Has API
No
API Access
Has API
Yes
Integrations
Java
Yes
Python
Yes
AWS PrivateLink
No
Android
No
AnyAPI
Yes
Apache Kafka
No
C#
No
C++
Yes
Citlyze
Yes
Flyne AI
Yes
Integrations
Java
Yes
Python
Yes
AWS PrivateLink
Yes
Android
Yes
AnyAPI
No
Apache Kafka
Yes
C#
Yes
C++
No
Citlyze
No
Flyne AI
No
Pricing Details
Free
Free Trial
No
Free Version
Yes
Pricing Details
$199 per month
Free Trial
Yes
Free Version
No
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
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
Yes
Live Rep (24/7)
Yes
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
Yes
Live Training (Online)
Yes
In Person
Yes
Vendor Details
Company Name
ByteDance
Founded
2012
Country
China
Website
seed.bytedance.com/en/seed_diffusion
Vendor Details
Company Name
DiffusionData
Founded
2006
Country
United Kingdom
Website
www.diffusiondata.com
