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What is DiffusionGemma?

DiffusionGemma is a groundbreaking open model that delves into the phenomenon of text diffusion, offering an exceptionally quick approach to text generation. Licensed under Apache 2.0, this model features a staggering 26 billion parameters and utilizes a Mixture of Experts (MoE) architecture, pushing the boundaries beyond the conventional sequential token generation found in autoregressive models. Rather than generating tokens one by one, it is capable of producing complete blocks of text simultaneously, yielding generation speeds that can be up to four times quicker on GPUs. With foundations rooted in the parameter efficiency of the Gemma 4 family and insights from Gemini Diffusion research, DiffusionGemma boasts a distinctive diffusion head that significantly accelerates the generation process. Its design targets researchers and developers focused on optimizing local workflows that demand speed, such as in-line editing, rapid iterations, and complex narrative structures. By shifting the decoding bottleneck from memory bandwidth to computational capacity, the model can generate over 1,000 tokens per second on a single NVIDIA H100 and more than 700 tokens per second when utilizing an NVIDIA GeForce RTX 5090. This advancement not only enhances efficiency in text generation but also opens up new possibilities for various applications in the realm of natural language processing, paving the way for innovative developments in the field. Ultimately, the capabilities of DiffusionGemma could lead to transformative changes in how we approach text generation tasks.

What is ByteDance Seed?

Seed Diffusion Preview represents a cutting-edge language model tailored for code generation that utilizes discrete-state diffusion, enabling it to generate code in a non-linear fashion, which significantly accelerates inference times without sacrificing quality. This pioneering methodology follows a two-phase training procedure that consists of mask-based corruption coupled with edit-based enhancement, allowing a typical dense Transformer to strike an optimal balance between efficiency and accuracy while steering clear of shortcuts such as carry-over unmasking, thereby ensuring rigorous density estimation. Remarkably, the model achieves an impressive inference rate of 2,146 tokens per second on H20 GPUs, outperforming existing diffusion benchmarks while either matching or exceeding accuracy on recognized code evaluation metrics, including various editing tasks. This exceptional performance not only establishes a new standard for the trade-off between speed and quality in code generation but also highlights the practical effectiveness of discrete diffusion techniques in real-world coding environments. Furthermore, its achievements pave the way for improved productivity in coding tasks across diverse platforms, potentially transforming how developers approach code generation and refinement.

Media

Media

Integrations Supported

AnyAPI
C++
Flyne AI
Fuser
Galaxy.ai
Gemini Enterprise Agent Platform
Gemma
Go
Java
NVIDIA NIM
Python
TESS AI
WaveSpeedAI
ZOOOP
graphis

Integrations Supported

AnyAPI
C++
Flyne AI
Fuser
Galaxy.ai
Gemini Enterprise Agent Platform
Gemma
Go
Java
NVIDIA NIM
Python
TESS AI
WaveSpeedAI
ZOOOP
graphis

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

blog.google/innovation-and-ai/technology/developers-tools/diffusion-gemma-faster-text-generation/

Company Facts

Organization Name

ByteDance

Date Founded

2012

Company Location

China

Company Website

seed.bytedance.com/en/seed_diffusion

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