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ease
features
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support

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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

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

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

AnyAPI
C++
Citlyze
Flyne AI
Fuser
Go
Java
LTX
Magica
Python
TESS AI
WaveSpeedAI
ZOOOP
graphis

Integrations

AnyAPI
C++
Citlyze
Flyne AI
Fuser
Go
Java
LTX
Magica
Python
TESS AI
WaveSpeedAI
ZOOOP
graphis

Pricing Details

Free
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

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

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