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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.

What is AudioCraft?

AudioCraft is a robust platform designed to fulfill all generative audio needs, which includes music, sound effects, and compression techniques honed through exposure to raw audio signals. By leveraging AudioCraft, we significantly improve the process of designing generative audio models, creating a more efficient solution compared to previous methods. MusicGen and AudioGen utilize a common autoregressive Language Model (LM) that operates on compressed discrete music representations, known as tokens. We introduce a clear approach that capitalizes on the internal organization of these parallel token streams, showing that with a single model and an advanced token interleaving strategy, our approach proficiently models audio sequences. This technique not only captures long-term dependencies inherent in the audio but also facilitates the generation of superior sound quality. Moreover, our models employ the EnCodec neural audio codec to convert raw waveforms into discrete audio tokens, with EnCodec transforming the audio signal into one or more parallel token streams. As a result, AudioCraft not only fosters advancements in audio generation but also effectively bridges the divide between high-quality output and operational efficiency in the realm of creative audio production. Furthermore, this integration of technology enhances the overall user experience, making the process more accessible for creators at all levels.

Media

Media

Integrations Supported

C++
Flyne AI
Fuser
Galaxy.ai
Go
Java
Python
TESS AI
WaveSpeedAI
graphis

Integrations Supported

C++
Flyne AI
Fuser
Galaxy.ai
Go
Java
Python
TESS AI
WaveSpeedAI
graphis

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

ByteDance

Date Founded

2012

Company Location

China

Company Website

seed.bytedance.com/en/seed_diffusion

Company Facts

Organization Name

Meta AI

Date Founded

2004

Company Location

United States

Company Website

audiocraft.metademolab.com

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