KIOXIA introduces Open-Source AiSAQ to Optimize AI Systems’ DRAM Usage


January 28, 2025 by our News Team

Kioxia introduces open-source AiSAQ technology, a game-changing solution for efficient and scalable retrieval-augmented generation (RAG) in generative AI systems, eliminating the need for DRAM and enabling seamless switching between databases for optimal performance.

  • No More DRAM Dependency: Large-scale databases can now operate independently of DRAM, boosting the performance of RAG systems significantly.
  • Instant Launch: With AiSAQ, there’s no need to load index data into DRAM. The vector database can launch instantly, making it a breeze to switch databases for efficient RAG service delivery.
  • Cloud-Optimized: By storing indexes in disaggregated storage, AiSAQ is designed for the cloud. This means it can share resources across multiple servers, dynamically adjusting search performance for specific users or applications and allowing rapid migration of search instances.


Kioxia introduces Game-Changing Technology for AI

Today, Kioxia Corporation, a heavyweight in the world of memory solutions, has dropped a major announcement that’s sure to get tech enthusiasts buzzing. They’ve just released their new All-in-Storage ANNS with Product Quantization (AiSAQ) technology as open-source! This innovative approach to “approximate nearest neighbor” search (ANNS) is specifically optimized for SSDs, and it’s set to revolutionize how we handle data in generative AI systems.

Why Should You Care About AiSAQ?

Generative AI is all the rage these days, but let’s face it: deploying these systems can be a costly affair. With their insatiable appetite for compute, memory, and storage resources, they often stretch budgets thin. Enter KIOXIA AiSAQ, which promises to enhance retrieval-augmented generation (RAG) without the usual drawbacks. Imagine a world where you can refine large language models (LLMs) with company-specific data without the heavy lifting that typically bogs down performance. Sounds enticing, right?

At the heart of RAG is a vector database that transforms specific data into feature vectors. This is where the magic happens. The ANNS algorithm kicks in, pinpointing the vectors that can elevate your model by identifying similarities between accumulated and target vectors. For RAG to truly shine, it needs to retrieve the most relevant information at lightning speed. Traditionally, this meant relying heavily on DRAM, which can be limiting.

What Makes KIOXIA AiSAQ Stand Out?

KIOXIA’s AiSAQ technology flips the script. It offers a scalable and efficient ANNS solution that can handle billion-scale datasets with minimal memory usage. Imagine being able to switch between user-specific and application-specific databases on the same server without breaking a sweat. That’s the kind of seamless experience AiSAQ delivers!

Here are a few key benefits that make KIOXIA AiSAQ a game-changer:

No More DRAM Dependency:
Large-scale databases can now operate independently of DRAM, boosting the performance of RAG systems significantly.

Instant Launch:
With AiSAQ, there’s no need to load index data into DRAM. The vector database can launch instantly, making it a breeze to switch databases for efficient RAG service delivery.

Cloud-Optimized:
By storing indexes in disaggregated storage, AiSAQ is designed for the cloud. This means it can share resources across multiple servers, dynamically adjusting search performance for specific users or applications and allowing rapid migration of search instances.

A Commitment to the Future of AI

Kioxia is not just keeping this innovation to themselves; they’re making a bold move by contributing the KIOXIA AiSAQ technology to the open-source community. This is a huge step toward fostering collaboration and innovation in AI development.

Curious to dive deeper? Check out the open-source release of KIOXIA AiSAQ [here](https://github.com/kioxiaamerica/aisaq-diskann). This could be the beginning of something transformative in the world of AI and data management. Are you ready to explore the possibilities?

KIOXIA introduces Open-Source AiSAQ to Optimize AI Systems’ DRAM Usage

KIOXIA introduces Open-Source AiSAQ to Optimize AI Systems’ DRAM Usage

KIOXIA introduces Open-Source AiSAQ to Optimize AI Systems’ DRAM Usage

About Our Team

Our team comprises industry insiders with extensive experience in computers, semiconductors, games, and consumer electronics. With decades of collective experience, we’re committed to delivering timely, accurate, and engaging news content to our readers.

Background Information


About Kioxia:

Kioxia is a global leader in flash memory and solid-state drive (SSD) technology, originating from Toshiba Memory Corporation, which rebranded as Kioxia in 2019. Headquartered in Tokyo, Japan, Kioxia develops high-quality memory solutions, serving various markets including consumer electronics, data centers, and industrial applications. The company is known for pioneering NAND flash memory technology, focusing on innovation, data storage solutions, and sustainability.

Kioxia website  Kioxia LinkedIn
Latest Articles about Kioxia




Leave a Reply