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3D NAND flash memory with advanced multi-level cell techniques provides high storage density, but suffers from significant performance degradation due to a large number of read-retry operations. Although the read-retry mechanism is…

Hardware Architecture · Computer Science 2021-03-15 Jisung Park , Myungsuk Kim , Myoungjun Chun , Lois Orosa , Jihong Kim , Onur Mutlu

Non-volatile random access memory (NVRAM) offers byte-addressable persistence at speeds comparable to DRAM. However, with caches remaining volatile, automatic cache evictions can reorder updates to memory, potentially leaving persistent…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-20 Yuanhao Wei , Naama Ben-David , Michal Friedman , Guy E. Blelloch , Erez Petrank

Software-defined networking (SDN) and software-defined flash (SDF) have been serving as the backbone of modern data centers. They are managed separately to handle I/O requests. At first glance, this is a reasonable design by following the…

Operating Systems · Computer Science 2023-09-14 Benjamin Reidys , Yuqi Xue , Daixuan Li , Bharat Sukhwani , Wen-mei Hwu , Deming Chen , Sameh Asaad , Jian Huang

Hashing has been widely used for large-scale search due to its low storage cost and fast query speed. By using supervised information, supervised hashing can significantly outperform unsupervised hashing. Recently, discrete supervised…

Information Retrieval · Computer Science 2018-10-17 Qing-Yuan Jiang , Xue Cui , Wu-Jun Li

Flash memory devices are winning the competition for storage density against magnetic recording devices. This outcome results from advances in physics that allow storage of more than one bit per cell, coupled with advances in signal…

Information Theory · Computer Science 2020-12-09 Ahmed Hareedy , Beyza Dabak , Robert Calderbank

Learning-based hashing algorithms are ``hot topics" because they can greatly increase the scale at which existing methods operate. In this paper, we propose a new learning-based hashing method called ``fast supervised discrete hashing"…

Machine Learning · Computer Science 2019-04-09 Jie Gui , Tongliang Liu , Zhenan Sun , Dacheng Tao , Tieniu Tan

Cloud object storage such as AWS S3 is cost-effective and highly elastic but relatively slow, while high-performance cloud storage such as AWS ElastiCache is expensive and provides limited elasticity. We present a new cloud storage service…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-20 Jingyuan Zhang , Ao Wang , Xiaolong Ma , Benjamin Carver , Nicholas John Newman , Ali Anwar , Lukas Rupprecht , Dimitrios Skourtis , Vasily Tarasov , Feng Yan , Yue Cheng

Host-side page victimizations can easily overflow the SSD internal buffer, which interferes I/O services of diverse user applications thereby degrading user-level experiences. To address this, we propose FastDrain, a co-design of OS kernel…

Operating Systems · Computer Science 2020-06-23 Jie Zhang , Miryeong Kwon , Sanghyun Han , Nam Sung Kim , Mahmut Kandemir , Myoungsoo Jung

We introduce PaCHash, a hash table that stores its objects contiguously in an array without intervening space, even if the objects have variable size. In particular, each object can be compressed using standard compression techniques. A…

Data Structures and Algorithms · Computer Science 2022-11-09 Florian Kurpicz , Hans-Peter Lehmann , Peter Sanders

New PCI-e flash cards and SSDs supporting over 100,000 IOPs are now available, with several usecases in the design of a high performance storage system. By using an array of flash chips, arranged in multiple banks, large capacities are…

Operating Systems · Computer Science 2013-02-25 Srimugunthan , K. Gopinath , Giridhar Appaji Nag Yasa

DRAM Main memory is a performance bottleneck for many applications due to the high access latency. In-DRAM caches work to mitigate this latency by augmenting regular-latency DRAM with small-but-fast regions of DRAM that serve as a cache for…

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

The widening gap between processor speed and storage latency has made data movement a dominant bottleneck in modern systems. Two lines of storage-layer innovation attempted to close this gap: persistent memory shortened the latency…

Operating Systems · Computer Science 2026-04-06 Yiwei Yang , Yanpeng Hu , Yusheng Zheng , Estabon Ramos , Jianchang Su , Andi Quinn , Wei Zhang

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

Persistent key value stores are an important component of many distributed data serving solutions with innovations targeted at taking advantage of growing flash speeds. Unfortunately their performance is hampered by the need to maintain and…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-21 Amitabha Roy , Subramanya R. Dulloor

This paper demonstrates that adopting out-of-place writes is essential for database systems to fully leverage SSD performance and extend SSD lifespan. We propose a set of out-of-place optimizations that collectively reduce write…

Databases · Computer Science 2026-03-19 Bohyun Lee , Tobias Ziegler , Viktor Leis

RDMA (Remote Direct Memory Access) is widely exploited in building key-value stores to achieve ultra low latency. In RDMA-based key-value stores, the indexing time takes a large fraction (up to 74%) of the overall operation latency as RDMA…

Databases · Computer Science 2022-08-30 Shukai Han , Mi Zhang , Dejun Jiang , Jin Xiong

A primary source of increased read time on NAND flash comes from the fact that in the presence of noise, the flash medium must be read several times using different read threshold voltages for the decoder to succeed. This paper proposes an…

Information Theory · Computer Science 2022-02-14 Borja Peleato , Rajiv Agarwal , John Cioffi , Minghai Qin , Paul H. Siegel

This paper addresses spoken language understanding (SLU) on microcontroller-like embedded devices, integrating on-device execution with cloud offloading in a novel fashion. We leverage temporal locality in the speech inputs to a device and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-05-09 Afsara Benazir , Zhiming Xu , Felix Xiaozhu Lin

Recently, the capital expenditure of flash-based Solid State Driver (SSDs) keeps declining and the storage capacity of SSDs keeps increasing. As a result, all-flash storage systems have started to become more economically viable for large…

Performance · Computer Science 2019-07-10 Zhengyu Yang , Manu Awasthi , Mrinmoy Ghosh , Janki Bhimani , Ningfang Mi
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