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The recent emergence of NVMe flash devices with Zoned Namespace support, ZNS SSDs, represents a significant new advancement in flash storage. ZNS SSDs introduce a new storage abstraction of append-only zones with a set of new I/O (i.e.,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-31 Krijn Doekemeijer , Nick Tehrany , Balakrishnan Chandrasekaran , Matias Bjørling , Animesh Trivedi

The standardization of NVMe Zoned Namespaces (ZNS) in the NVMe 2.0 specification presents a unique new addition to storage devices. Unlike traditional SSDs, where the flash media management idiosyncrasies are hidden behind a flash…

Operating Systems · Computer Science 2022-06-06 Nick Tehrany , Animesh Trivedi

We live in a data-centric world where we are heading to generate close to 200 Zettabytes of data by the year 2025. Our data processing requirements have also increased as we push to build data processing frameworks that can process large…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-21 Corne Lukken , Animesh Trivedi

The idea of computational storage device (CSD) has come a long way since at least 1990s [1], [2]. By embedding computing resources within storage devices, CSDs could potentially offload computational tasks from CPUs and enable near-data…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-23 Chao Shi , Anthony Manschula , Tabassum Mahmud , Zeren Yang , Mai Zheng , Yong Chen , Jim Wayda , Matthew Wolf , Byungwoo Bang

Zoned Namespace (ZNS) SSDs offer a new storage model that allows for high throughput and low-latency storage by eliminating device-side garbage collection. The ZNS interface exposes storage as append-only zones, thus enforcing host…

Hardware Architecture · Computer Science 2026-04-21 Teona Bagashvili , Tarikul Islam Papon , Subhadeep Sarkar , Manos Athanassoulis

Over the years, hardware trends have introduced various heterogeneous compute units while also bringing network and storage bandwidths within an order of magnitude of memory subsystems. In response, developers have used increasingly exotic…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-20 Aldrin Montana , Yuanqing Xue , Jeff LeFevre , Carlos Maltzahn , Josh Stuart , Philip Kufeldt , Peter Alvaro

Zoned Namespace SSDs (ZNS) are introduced recently to mitigate the block interface penalties of flash-based SSDs. It is a good opportunity for flash cache to address cache throughput and write amplification (WA) issues by fully controlling…

Performance · Computer Science 2024-10-16 Chongzhuo Yang , Chang Guo , Ming Zhao , Zhichao Cao

Solid-state drives (SSDs) have revolutionized data storage with their high performance, energy efficiency, and reliability. However, as storage demands grow, SSDs face critical challenges in scalability, endurance, latency, and security.…

Hardware Architecture · Computer Science 2026-02-12 Tianyu Ren , Yajuan Du , Jinhua Cui , Yina Lv , Qiao Li , Chun Jason Xue

Zoned Namespace (ZNS) defines a new abstraction for host software to flexibly manage storage in flash-based SSDs as append-only zones. It also provides a Zone Append primitive to further boost the write performance of ZNS SSDs by exploiting…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-21 Jinhong Li , Yiyang Geng , Qiuping Wang , Shujie Han , Patrick P. C. Lee

The data movement in large-scale computing facilities (from compute nodes to data nodes) is categorized as one of the major contributors to high cost and energy utilization. To tackle it, in-storage processing (ISP) within storage devices,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-16 Hongsu Byun , Safdar Jamil , Jungwook Han , Sungyong Park , Myungcheol Lee , Changsoo Kim , Beongjun Choi , Youngjae Kim

As continuous learning based video analytics continue to evolve, the role of efficient edge servers in efficiently managing vast and dynamic datasets is becoming increasingly crucial. Unlike their compute architecture, storage and archival…

Hardware Architecture · Computer Science 2024-10-10 Cyan Subhra Mishra , Deeksha Chaudhary , Jack Sampson , Mahmut Taylan Knademir , Chita Das

With the ever-increasing amount of data generate in the world, estimated to reach over 200 Zettabytes by 2025, pressure on efficient data storage systems is intensifying. The shift from HDD to flash-based SSD provides one of the most…

Operating Systems · Computer Science 2023-07-25 Nick Tehrany , Krijn Doekemeijer , Animesh Trivedi

Storing digital information, ensuring the accuracy, steady and uninterrupted access to the data are considered as fundamental challenges in enterprise-class organizations and companies. In recent years, new types of storage systems such as…

Other Computer Science · Computer Science 2014-05-12 Arash Batni , Farshad Safaei

Existing solid state drive (SSD) simulators unfortunately lack hardware and/or software architecture models. Consequently, they are far from capturing the critical features of contemporary SSD devices. More importantly, while the…

Hardware Architecture · Computer Science 2017-09-15 Myoungsoo Jung , Jie Zhang , Ahmed Abulila , Miryeong Kwon , Narges Shahidi , John Shalf , Nam Sung Kim , Mahmut Kandemir

Neural personalized recommendation models are used across a wide variety of datacenter applications including search, social media, and entertainment. State-of-the-art models comprise large embedding tables that have billions of parameters…

Hardware Architecture · Computer Science 2021-02-02 Mark Wilkening , Udit Gupta , Samuel Hsia , Caroline Trippel , Carole-Jean Wu , David Brooks , Gu-Yeon Wei

Operational and performance characteristics of flash SSDs have long been associated with a set of Unwritten Contracts due to their hidden, complex internals and lack of control from the host software stack. These unwritten contracts govern…

Operating Systems · Computer Science 2023-07-25 Nick Tehrany , Krijn Doekemeijer , Animesh Trivedi

Computational storage drives (CSD) are solid-state drives (SSD) empowered by general-purpose processors that can perform in-storage processing. They have the potential to improve both performance and energy significantly for big-data…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-24 Ali HeydariGorji , Mahdi Torabzadehkashi , Siavash Rezaei , Hossein Bobarshad , Vladimir Alves , Pai H. Chou

As the amount of data produced in society continues to grow at an exponential rate, modern applications are incurring significant performance and energy penalties due to high data movement between the CPU and memory/storage. While…

Hardware Architecture · Computer Science 2024-03-12 Ryan Wong , Nikita Kim , Kevin Higgs , Sapan Agarwal , Engin Ipek , Saugata Ghose , Ben Feinberg

NVMe SSD hardware has witnessed widespread deployment as commodity and enterprise hardware due to its high performance and rich feature set. Despite the open specifications of various NVMe protocols by the NVMe Express group and NVMe being…

Operating Systems · Computer Science 2024-11-12 Simon A. F. Lund , Vivek Shah

The storage stack in the traditional operating system is primarily optimized towards improving the CPU utilization and hiding the long I/O latency imposed by the slow I/O devices such as hard disk drivers (HDDs). However, the emerging…

Operating Systems · Computer Science 2023-06-21 Junzhe Li , Xiurui Pan , Shushu Yi , Jie Zhang
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