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Tiered memory systems consisting of fast small memory and slow large memory have emerged to provide high capacity memory in a cost-effective way. The effectiveness of tiered memory systems relies on how many memory accesses can be absorbed…

Operating Systems · Computer Science 2025-05-15 Hyungjun Cho , Igjae Kim , Kwanghoon Choi , Hongjin Kim , Wonjae Lee , Junhyeok Im , Jinin So , Jaehyuk Huh

Modern enterprise servers are increasingly embracing tiered memory systems with a combination of low latency DRAMs and large capacity but high latency non-volatile main memories (NVMMs) such as Intel's Optane DC PMM. Prior works have…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-22 Sandeep Kumar , Aravinda Prasad , Smruti R. Sarangi , Sreenivas Subramoney

The increasing demand for memory in hyperscale applications has led to memory becoming a large portion of the overall datacenter spend. The emergence of coherent interfaces like CXL enables main memory expansion and offers an efficient…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-30 Hasan Al Maruf , Hao Wang , Abhishek Dhanotia , Johannes Weiner , Niket Agarwal , Pallab Bhattacharya , Chris Petersen , Mosharaf Chowdhury , Shobhit Kanaujia , Prakash Chauhan

Existing software-based memory tiering systems decide which pages to place on the slower or faster tier. However, they do not take into account two important factors that greatly influence application performance: the size of the migrated…

Operating Systems · Computer Science 2026-04-15 Xi Wang , Tal Zussman , Yuang Xu , Bin Ma , Asaf Cidon , Dong Li

Memory tiering provides a cost-effective solution to increase memory capacity, utilization, and even bandwidth. Memory tiering relies on system software for memory profiling, detection of frequently accessed pages, and page migration. Such…

Operating Systems · Computer Science 2026-04-15 Xi Wang , Jie Liu , Shuangyan Yang , Jongryool Kim , Pengfei Su , Dong Li

Memory tiering is the norm to effectively tackle the increasing server memory total cost of ownership (TCO) and the growing data demands of modern data center workloads. However, the host-based state-of-the-art memory tiering solutions can…

Operating Systems · Computer Science 2025-06-09 Chandra Prakash , Aravinda Prasad , Sandeep Kumar , Sreenivas Subramoney

Software-controlled heterogeneous memory systems have the potential to improve performance, efficiency, and cost tradeoffs in emerging systems. Delivering on this promise requires an efficient operating system (OS) mechanisms and policies…

Operating Systems · Computer Science 2020-04-13 Sudarsun Kannan , Yujie Ren , Abhishek Bhatacharjee

Modern multi-socket architectures offer a single virtual address space, but physically divide main-memory across multiple regions, where each region is attached to a CPU and its cores. While this simplifies the usage, developers must be…

Databases · Computer Science 2026-02-06 Felix Schuhknecht , Nick Rassau

Memory tiering systems seek cost-effective memory scaling by adding multiple tiers of memory. For maximum performance, frequently accessed (hot) data must be placed close to the host in faster tiers and infrequently accessed (cold) data can…

Operating Systems · Computer Science 2025-08-07 Sujay Yadalam , Konstantinos Kanellis , Michael Swift , Shivaram Venkataraman

As persistent memory (PM) technologies emerge, hybrid memory architectures combining DRAM with PM bring the potential to provide a tiered, byte-addressable main memory of unprecedented capacity. Nearly a decade after the first proposals for…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-24 Miguel Marques , Ilia Kuzmin , João Barreto , José Monteiro , Rodrigo Rodrigues

Multi-tiered large memory systems call for rethinking of memory profiling and migration because of the unique problems unseen in the traditional memory systems with smaller capacity and fewer tiers. We develop MTM, an…

Performance · Computer Science 2023-05-03 Jie Ren , Dong Xu , Ivy Peng , Junhee Ryu , Kwangsik Shin , Daewoo Kim , Dong Li

Memory management operations that modify page-tables, typically performed during memory allocation/deallocation, are infamous for their poor performance in highly threaded applications, largely due to process-wide TLB shootdowns that the OS…

Operating Systems · Computer Science 2024-01-30 Bin Gao , Qingxuan Kang , Hao-Wei Tee , Kyle Timothy Ng Chu , Alireza Sanaee , Djordje Jevdjic

Modern hardware architectures, e.g., NUMA servers, chiplet processors, tiered and disaggregated memory systems have significantly improved the performance of Main-Memory Databases, and are poised to deliver further improvements in the…

Databases · Computer Science 2025-05-27 Yeasir Rayhan , Walid G. Aref

Multi-socket machines with 1-100 TBs of physical memory are becoming prevalent. Applications running on multi-socket machines suffer non-uniform bandwidth and latency when accessing physical memory. Decades of research have focused on data…

Operating Systems · Computer Science 2019-11-11 Reto Achermann , Ashish Panwar , Abhishek Bhattacharjee , Timothy Roscoe , Jayneel Gandhi

Hardware memory disaggregation (HMD) is an emerging technology that enables access to remote memory, thereby creating expansive memory pools and reducing memory underutilization in datacenters. However, a significant challenge arises when…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-25 Archit Patke , Christian Pinto , Saurabh Jha , Haoran Qiu , Zbigniew Kalbarczyk , Ravishankar Iyer

Increasing workload demands and emerging technologies necessitate the use of various memory and storage tiers in computing systems. This paper presents results from a CXL-based Experimental Memory Request Logger that reveals precise memory…

Operating Systems · Computer Science 2025-08-14 Vinicius Petrucci , Felippe Zacarias , David Roberts

We present MaxMem, a tiered main memory management system that aims to maximize Big Data application colocation and performance. MaxMem uses an application-agnostic and lightweight memory occupancy control mechanism based on fast memory…

Operating Systems · Computer Science 2023-12-04 Amanda Raybuck , Wei Zhang , Kayvan Mansoorshahi , Aditya K. Kamath , Mattan Erez , Simon Peter

A heterogeneous memory has a single address space with fast access to some addresses (a fast tier of DRAM) and slow access to other addresses (a capacity tier of CXL-attached memory or NVM). A tiered memory system aims to maximize the…

Emerging Technologies · Computer Science 2025-10-28 Rohan Kadekodi , Haoran Peng , Gilbert Bernstein , Michael D. Ernst , Baris Kasikci

Memory tiering has received wide adoption in recent years as an effective solution to address the increasing memory demands of memory-intensive workloads. However, existing tiered memory systems often fail to meet service-level objectives…

Operating Systems · Computer Science 2024-12-13 Jiaheng Lu , Yiwen Zhang , Hasan Al Maruf , Minseo Park , Yunxuan Tang , Fan Lai , Mosharaf Chowdhury

The Compute Express Link (CXL) interconnect makes it feasible to integrate diverse types of memory into servers via its byte-addressable SerDes links. Considering the various access latency, harnessing the full potential of CXL-based…

Hardware Architecture · Computer Science 2024-09-12 Zhe Zhou , Yiqi Chen , Tao Zhang , Yang Wang , Ran Shu , Shuotao Xu , Peng Cheng , Lei Qu , Yongqiang Xiong , Jie Zhang , Guangyu Sun
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