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What is ModelScope?

This advanced system employs a complex multi-stage diffusion model to translate English text descriptions into corresponding video outputs. It consists of three interlinked sub-networks: the first extracts features from the text, the second translates these features into a latent space for video, and the third transforms this latent representation into a final visual video format. With around 1.7 billion parameters, the model leverages the Unet3D architecture to facilitate effective video generation through a process of iterative denoising that starts with pure Gaussian noise. This cutting-edge methodology enables the production of engaging video sequences that faithfully embody the stories outlined in the input descriptions, showcasing the model's ability to capture intricate details and maintain narrative coherence throughout the video. Furthermore, this system opens new avenues for creative expression and storytelling in digital media.

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.

Media

Media

Integrations Supported

01.AI
CodeQwen
GLM-4.5
Qwen
Qwen-7B
Qwen2
Qwen2-VL
Qwen2.5
Qwen2.5-1M
Qwen2.5-Coder
Qwen3
Qwen3.6
Qwen3.6-27B
Qwen3.6-Max-Preview
Qwen3.7-Plus
Qwen3.8-Max
Step 3.5 Flash
Yi-Large

Integrations Supported

Gemma
NVIDIA NIM

API Availability

API Availability

Pricing Information

Free
Free Version

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

Windows
Mac
On-Prem
Linux

Customer Service / Support

Not specified

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Alibaba Cloud

Company Location

China

Company Website

modelscope.cn/

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/

Categories and Features

AI Gateways

Not specified

AI Inference

Not specified

AI Tools

Not specified

AI Video Generators

Not specified

ML Model Deployment

Not specified

Categories and Features

AI Models

Not specified

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