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Memory disaggregation addresses memory imbalance in a cluster by decoupling CPU and memory allocations of applications while also increasing the effective memory capacity for (memory-intensive) applications beyond the local memory limit…

分布式、并行与集群计算 · 计算机科学 2022-02-07 Anil Yelam

Memory disaggregation (MD) allows for scalable and elastic data center design by separating compute (CPU) from memory. With MD, compute and memory are no longer coupled into the same server box. Instead, they are connected to each other via…

数据库 · 计算机科学 2022-07-08 Ruihong Wang , Jianguo Wang , Stratos Idreos , M. Tamer Özsu , Walid G. Aref

Memory-compute disaggregation promises transparent elasticity, high utilization and balanced usage for resources in data centers by physically separating memory and compute into network-attached resource "blades". However, existing designs…

分布式、并行与集群计算 · 计算机科学 2021-10-22 Seung-seob Lee , Yanpeng Yu , Yupeng Tang , Anurag Khandelwal , Lin Zhong , Abhishek Bhattacharjee

Memory disaggregation is being considered as a strong alternative to traditional architecture to deal with the memory under-utilization in data centers. Disaggregated memory can adapt to dynamically changing memory requirements for the data…

分布式、并行与集群计算 · 计算机科学 2023-04-11 Amit Puri , John Jose , Tamarapalli Venkatesh

Traditional memory management suffers from metadata overhead, architectural complexity, and stability degradation, problems intensified in cloud environments. Existing software/hardware optimizations are insufficient for cloud computing's…

Disaggregating resources in data centers is an emerging trend. Recent work has begun to explore memory disaggregation, but suffers limitations including lack of consideration of the complexity of cloud-based deployment, including…

操作系统 · 计算机科学 2017-07-26 Blake Caldwell , Youngbin Im , Sangtae Ha , Richard Han , Eric Keller

Personal data is an attractive source of insights for a diverse field of research and business. While our data is highly valuable, it is often privacy-sensitive. Thus, regulations like the GDPR restrict what data can be legally published,…

密码学与安全 · 计算机科学 2022-06-16 Stefan More , Lukas Alber

Compute and memory are tightly coupled within each server in traditional datacenters. Large-scale datacenter operators have identified this coupling as a root cause behind fleet-wide resource underutilization and increasing Total Cost of…

分布式、并行与集群计算 · 计算机科学 2023-05-09 Hasan Al Maruf , Mosharaf Chowdhury

Recent measurement studies show that there are massively distributed hosting and computing infrastructures deployed in the Internet. Such infrastructures include large data centers and organizations' computing clusters. When idle, these…

网络与互联网体系结构 · 计算机科学 2014-05-09 Hamed Haddadi , Georgios Smaragdakis , K. K. Ramakrishnan

Large language model (LLM) serving has transformed from stateless to stateful systems, utilizing techniques like context caching and disaggregated inference. These optimizations extend the lifespan and domain of the KV cache, necessitating…

分布式、并行与集群计算 · 计算机科学 2024-12-24 Cunchen Hu , Heyang Huang , Junhao Hu , Jiang Xu , Xusheng Chen , Tao Xie , Chenxi Wang , Sa Wang , Yungang Bao , Ninghui Sun , Yizhou Shan

For many years, the distributed systems community has struggled to smooth the transition from local to remote computing. Transparency means concealing the complexities of distributed programming like remote locations, failures or scaling.…

分布式、并行与集群计算 · 计算机科学 2020-06-03 Pedro García-López , Aleksander Slominski , Simon Shillaker , Michael Behrendt , Barnard Metzler

The concept of memory disaggregation has recently been gaining traction in research. With memory disaggregation, data center compute nodes can directly access memory on adjacent nodes and are therefore able to overcome local memory…

分布式、并行与集群计算 · 计算机科学 2022-04-28 Robin Abrahamse , Akos Hadnagy , Zaid Al-Ars

Disaggregated memory is an upcoming data center technology that will allow nodes (servers) to share data efficiently. Sharing data creates a debate on the level of cache coherence the system should provide. While current proposals aim to…

分布式、并行与集群计算 · 计算机科学 2025-04-24 Jaewan Hong , Marcos K. Aguilera , Emmanuel Amaro , Vincent Liu , Aurojit Panda , Ion Stoica

Modern applications demand high performance and cost efficient database management systems (DBMSs). Their workloads may be diverse, ranging from online transaction processing to analytics and decision support. The cloud infrastructure…

Memory disaggregation has recently been adopted in data centers to improve resource utilization, motivated by cost and sustainability. Recent studies on large-scale HPC facilities have also highlighted memory underutilization. A promising…

分布式、并行与集群计算 · 计算机科学 2023-11-30 Jacob Wahlgren , Gabin Schieffer , Maya Gokhale , Ivy Peng

It is well-known that cloud application performance critically depends on the network. Accordingly, new abstractions for cloud applications are proposed which extend the performance isolation guarantees to the network. The most common…

网络与互联网体系结构 · 计算机科学 2015-11-10 Arne Ludwig , Carlo Fuerst , Alexander Henze , Stefan Schmid

The development of machine learning models requires a large amount of training data. Data marketplaces are essential for trading high-quality, private-domain data not publicly available online. However, due to growing data privacy concerns,…

密码学与安全 · 计算机科学 2024-05-10 Qi Li , Zhuotao Liu , Qi Li , Ke Xu

Energy storage can play an important role in energy management of end users. To promote an efficient utilization of energy storage, we develop a novel business model to enable virtual storage sharing among a group of users. Specifically, a…

系统与控制 · 电气工程与系统科学 2021-12-16 Dongwei Zhao , Hao Wang , Jianwei Huang , Xiaojun Lin

Container technologies have been evolving rapidly in the cloud-native era. Kubernetes, as a production-grade container orchestration platform, has been proven to be successful at managing containerized applications in on-premises…

分布式、并行与集群计算 · 计算机科学 2021-03-25 Chao Zheng , Qinghui Zhuang , Fei Guo

As LLM-powered agents are increasingly deployed in edge-cloud environments, personalized memory has become a key enabler of long-term adaptation and user-centric interaction. However, cloud-assisted memory management exposes sensitive user…

密码学与安全 · 计算机科学 2026-05-15 Yining Chen , Jihao Zhao , Bo Tang , Haofen Wang , Yue Zhang , Fei Huang , Feiyu Xiong , Zhiyu Li
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