LEIP Optimize 4.0 Advances Deployment of Edge AI

AI’s potential is boundless, but its true power lies in its ability to operate at the edge. The challenge? Bridging the gap between cutting-edge models and resource-constrained devices. Today, we are introducing LEIP Optimize 4.0 to simplify and automate rapid hardware and software optimization of machine learning (ML) models without requiring hardware expertise.

LEIP Optimize 4.0 is a significant upgrade to the Latent AI Efficient Inference Platform (LEIP) designed to expedite edge AI development and empower a broader range of AI developers.

LEIP Optimize now supports most computer vision models, including those on Hugging Face. With expanded support for dynamic tensor models like transformers, development teams can deploy a broader range of models to their preferred hardware. 

Within LEIP Optimize, Latent AI has developed Forge, the central technology that streamlines compilation and optimization and eliminates the need to handcraft quantization and optimization to edge hardware. Forge enables development teams to build and rapidly deploy on more devices than ever.

“By automating hardware and software optimization, we’re breaking down the barriers that have hindered the widespread adoption of edge AI. With LEIP Optimize, including Forge, businesses can now harness the full potential of AI to drive innovation and gain a competitive edge,” said Jags Kandasamy, CEO and Co-Founder of Latent AI.

How LEIP Optimize 4.0 can help ML teams

Unlike other platforms and fully open-source tools that demand coding expertise and often result in time-consuming model optimizations for hardware, LEIP Optimize 4.0 delivers a robust and comprehensive solution with the following benefits.

• Agnostic model support that accommodates models from various sources and frameworks, ensuring compatibility.
• Seamless integration into existing enterprise ML environments and preserving developer familiarity.
• Accelerated prototyping that enables development teams to test optimization for different model-hardware combinations quickly.
• Workflow efficiency so that developers can optimize and encrypt multiple models for various hardware targets, streamlining the process.
• Expert control offers direct model graph manipulation for fine-tuning and debugging to the experts on your team.
  

LEIP Optimize 4.0 significantly advances ML optimization at the edge. Automating complex processes and expanding model support empowers ML experts and beginners to deploy AI models more efficiently and effectively. With its focus on simplicity, performance, and flexibility, LEIP Optimize 4.0 is poised to alter how AI is developed and deployed.

Learn more about LEIP Optimize 4.0

LEIP Optimize 4.0 is available for upgrade to LEIP customers today. To learn more, you can read the Optimize 4.0 developer documentation or check out product information. If you are new to Latent AI, request a demo today.