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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
Hedra is an AI inference and model development platform designed for organizations building and deploying multimodal and physical artificial intelligence applications. The software provides infrastructure for running image, video, audio, language, and world models through a unified API and managed computing environment. Its World Model Runtime is optimized for the computational requirements of visual AI, including diffusion processing, video generation, and multimodal model execution. Specialized inference capabilities include vision-native kernels, quality-aware quantization, and step-aware scheduling to improve throughput and reduce processing latency. Hedra also provides model distillation and inference optimization services to help businesses improve the performance and efficiency of existing AI models. Its Model Factory combines specialized researchers, custom training workflows, and hardware-aware development to create models tailored to specific business problems. The platform includes experimental recursive self-improvement capabilities in which AI agents conduct research experiments under human-defined objectives and guardrails. Developers can access supported models through a unified API, while organizations can deploy workloads using managed Hedra Cloud, hybrid infrastructure, or on-premises environments. Hedra supports AI research laboratories, enterprise development teams, and organizations building visual intelligence, generative media, robotics, and physical AI applications.
API Access
Has API
No
API Access
Has API
No
Integrations
AnyAPI
Yes
C++
Yes
Citlyze
Yes
Flesk
Yes
Flyne AI
Yes
Fuser
Yes
Go
Yes
Java
Yes
Magica
Yes
Model Context Protocol (MCP)
No
Integrations
AnyAPI
No
C++
No
Citlyze
No
Flesk
No
Flyne AI
No
Fuser
No
Go
No
Java
No
Magica
No
Model Context Protocol (MCP)
Yes
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)
No
In Person
No
Vendor Details
Company Name
ByteDance
Founded
2012
Country
China
Website
seed.bytedance.com/en/seed_diffusion
Vendor Details
Company Name
Hedra
Founded
2023
Country
United States
Website
www.hedra.com
