Unite.AI

Five Steps to Turn Memory From AI’s Biggest Constraint Into a Competitive Advantage

For the past few years, AI infrastructure has focused on compute above all other metrics. More accelerators, larger clusters and higher FLOPS drove the conversation to make the most of GPUs. This ...

The convergence of context: Why Nvidia’s BlueField-4 STX marries the network and storage admin

The BlueField-4 STX introduces the Nvidia CMX (Context Memory Storage) platform. This isn’t just “more disk,” but rather a ...
IEEE

A Reinforcement Learning-based Approach to in-Pool Memory Allocation for Distributed Heterogeneous Memory Pools

Abstract: The conventional memory allocation method in distributed heterogeneous memory pool mainly uses the Spark Shuffle skew tuning execution algorithm to calculate the allocation parameters, which ...
IEEE

MemTunnel: A CXL-Based Rack-Scale Host Memory Pooling Architecture for Cloud Service

Abstract: Memory underutilization poses a significant challenge in cloud services, leading to performance inefficiencies and resource wastage. The tightly coupled computing and memory resources in ...