ByteDance Seed

ByteDance Seed

ByteDance
Diffusion

Diffusion

DiffusionData
+
+

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About

Seed Diffusion Preview is a large-scale, code-focused language model that uses discrete-state diffusion to generate code non-sequentially, achieving dramatically faster inference without sacrificing quality by decoupling generation from the token-by-token bottleneck of autoregressive models. It combines a two-stage curriculum, mask-based corruption followed by edit-based augmentation, to robustly train a standard dense Transformer, striking a balance between speed and accuracy and avoiding shortcuts like carry-over unmasking to preserve principled density estimation. The model delivers an inference speed of 2,146 tokens/sec on H20 GPUs, outperforming contemporary diffusion baselines while matching or exceeding their accuracy on standard code benchmarks, including editing tasks, thereby establishing a new speed-quality Pareto frontier and demonstrating discrete diffusion’s practical viability for real-world code generation.

About

Diffusion is a pioneer in real-time data streaming and messaging solutions. Founded to solve the real-time systems & application connectivity and data distribution challenges experienced by companies worldwide, the company has an international team of business and technology experts. The company’s flagship offering, the Diffusion data platform, makes it easy to consume, enrich, and deliver data reliably. Quickly capitalize on existing or new data sources. Purpose-built to simplify event-driven, real-time application development, Diffusion enables you to swiftly add new capabilities with minimal development costs. Accommodates any size, format, or velocity of data. Provides a flexible, hierarchical data model to organize incoming event-data in a multi-level topic tree structure. Easily scalable to millions of topics. Facilitates transformation of event data using low-code features of the platform. Enables subscription to event-data at a fine-grained level for hyper-personalization.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers and research teams needing a code generation model tool that reduces latency compared to traditional autoregressive systems while maintaining competitive benchmark performance

Audience

Businesses looking for a solution to manage their real-time data streaming and messaging operations

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

$199 per month
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

ByteDance
Founded: 2012
China
seed.bytedance.com/en/seed_diffusion

Company Information

DiffusionData
Founded: 2006
United Kingdom
www.diffusiondata.com

Alternatives

Seed2.0 Pro

Seed2.0 Pro

ByteDance

Alternatives

Gemini Diffusion

Gemini Diffusion

Google DeepMind
Mercury Coder

Mercury Coder

Inception Labs
RODIN

RODIN

Microsoft
VE3 DataWise

VE3 DataWise

VE3 Global

Categories

Categories

Integrations

Java
Python
.NET
AWS PrivateLink
Android
Apache Kafka
Apple iOS
C#
C++
Fuser
Go
JMS
JavaScript
New Relic
Prometheus
Redis
TESS AI
WaveSpeedAI
graphis

Integrations

Java
Python
.NET
AWS PrivateLink
Android
Apache Kafka
Apple iOS
C#
C++
Fuser
Go
JMS
JavaScript
New Relic
Prometheus
Redis
TESS AI
WaveSpeedAI
graphis
Claim ByteDance Seed and update features and information
Claim ByteDance Seed and update features and information
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