Average Ratings 0 Ratings
Average Ratings 0 Ratings
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
LTX-2.5 represents an open-weights world model designed for video generation, providing a robust platform that allows teams to operate it on their own hardware, customize it with their specific data, and implement it according to their preferences. This model enhances various aspects such as quality, continuity, control, and efficiency through its native multi-shot generation capabilities, improved prompt compliance, and superior local performance. Employing Diffusion Fidelity Rendering technology, it intelligently distributes rendering resources based on the complexity of scenes, ensuring high pixel quality that remains consistent from frame to frame. The result is a video output characterized by cleaner, smoother motion with minimal artifacts, along with the ability to create interconnected shots that preserve the integrity of characters, settings, lighting, and voice throughout transitions. Additionally, its enhanced prompt comprehension facilitates the execution of intricate creative directions from shorter prompts, while its automatic duration prediction feature accurately estimates the necessary clip length for the desired action, making it an invaluable tool for creators. This innovative approach empowers users to achieve their artistic visions with greater precision and efficiency than ever before.
API Access
Has API
No
API Access
Has API
Yes
Integrations
AnyAPI
Yes
C++
Yes
Citlyze
Yes
Flyne AI
Yes
Fuser
Yes
Go
Yes
Java
Yes
LTX
No
Magica
Yes
Python
Yes
Integrations
AnyAPI
No
C++
No
Citlyze
No
Flyne AI
No
Fuser
No
Go
No
Java
No
LTX
Yes
Magica
No
Python
No
Pricing Details
Free
Free Trial
No
Free Version
Yes
Pricing Details
No price information available.
Free Trial
No
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
No
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
No
Live Rep (24/7)
No
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
No
Live Training (Online)
Yes
In Person
No
Vendor Details
Company Name
ByteDance
Founded
2012
Country
China
Website
seed.bytedance.com/en/seed_diffusion
Vendor Details
Company Name
Lightricks
Country
Israel
Website
ltx.io/model/ltx-2-5