UPVSS: Jointly Managing Vector Similarity Search with Near-Memory Processing Systems

Vector similarity search plays a pivotal role in modern applications, including recommendation systems, image search, large language models (LLMs), and high-dimensional data retrieval. As data size scales, our research reveals that the search phase imposes substantial demands on DRAM bandwidth, lead...

Ausführliche Beschreibung