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相关论文: From FASTER to F2: Evolving Concurrent Key-Value S…

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Persistent key-value (KV) stores are critical infrastructure for data-intensive applications. Leveraging high-performance Non-Volatile Memory (NVM) to enhance KV stores has gained traction. However, previous work has primarily focused on…

数据库 · 计算机科学 2025-06-02 Zhen Liu , Wenzhe Zhu , Yongkun Li , Yinlong Xu

Key-value stores (KV) have become one of the main components of the modern storage and data processing system stack. With the increasing need for timely data analysis, performance becomes more and more critical. In the past, these stores…

硬件体系结构 · 计算机科学 2022-05-18 Krijn Doekemeijer , Animesh Trivedi

Persistent key-value (KV) stores mostly build on the Log-Structured Merge (LSM) tree for high write performance, yet the LSM-tree suffers from the inherently high I/O amplification. KV separation mitigates I/O amplification by storing only…

数据库 · 计算机科学 2019-06-18 Yongkun Li , Helen H. W. Chan , Patrick P. C. Lee , Yinlong Xu

Edge-computing requires high-performance energy-efficient embedded systems. Fixed-function or custom accelerators, such as FFT or FIR filter engines, are very efficient at implementing a particular functionality for a given set of…

硬件体系结构 · 计算机科学 2022-06-03 Benoît Walter Denkinger , Miguel Peón-Quirós , Mario Konijnenburg , David Atienza , Francky Catthoor

Distributed in-memory key-value (KV) stores are embracing the disaggregated memory (DM) architecture for higher resource utilization. However, existing KV stores on DM employ a semi-disaggregated design that stores KV pairs on DM but…

分布式、并行与集群计算 · 计算机科学 2023-01-25 Jiacheng Shen , Pengfei Zuo , Xuchuan Luo , Tianyi Yang , Yuxin Su , Yangfan Zhou , Michael R. Lyu

Disaggregated memory (DM) is a promising data center architecture that decouples CPU and memory into independent resource pools to improve resource utilization. Building on DM, memory-disaggregated key-value (KV) stores are adopted to…

分布式、并行与集群计算 · 计算机科学 2025-12-19 Zhisheng Hu , Jiacheng Shen , Ming-Chang Yang

When key-value (KV) stores use SSDs for storing a large number of items, oftentimes they also require large in-memory data structures including indices and caches to be traversed to reduce IOs. This paper considers offloading most of such…

Multi-modal Large Language Models (MLLMs) serving systems commonly employ KV-cache compression to reduce memory footprint. However, existing compression methods introduce significant processing overhead and queuing delays, particularly in…

多媒体 · 计算机科学 2025-03-12 Jianian Zhu , Hang Wu , Haojie Wang , Yinghui Li , Biao Hou , Ruixuan Li , Jidong Zhai

Key-value store is a popular type of cloud computing applications. The performance of key-value store applications have been shown to be very sensitive to load within the data center, and in particular to latency. As load within data center…

硬件体系结构 · 计算机科学 2018-05-30 Yuta Tokusashi , Hiroki Matsutani , Noa Zilberman

With the growing demand for long-context LLMs across a wide range of applications, the key-value (KV) cache has become a critical bottleneck for both latency and memory usage. Recently, KV-cache offloading has emerged as a promising…

机器学习 · 计算机科学 2026-05-18 Andrey Bocharnikov , Ivan Ermakov , Denis Kuznedelev , Vyacheslav Zhdanovskiy , Yegor Yershov

Large Language Models (LLMs) exhibit pronounced memory-bound characteristics during inference due to High Bandwidth Memory (HBM) bandwidth constraints. In this paper, we propose an L2 Cache-oriented asynchronous KV Cache prefetching method…

机器学习 · 计算机科学 2025-11-11 Yanhao Dong , Yubo Miao , Weinan Li , Xiao Zheng , Chao Wang , Jiesheng Wu , Feng Lyu

Millions of sensors, mobile applications and machines now generate billions of events. Specialized many-core key-value stores (KVSs) can ingest and index these events at high rates (over 100 Mops/s on one machine) if events are generated on…

分布式、并行与集群计算 · 计算机科学 2021-04-29 Chinmay Kulkarni , Badrish Chandramouli , Ryan Stutsman

Large language models (LLMs) are widely deployed with rapidly expanding context windows to support increasingly demanding applications. However, long contexts pose significant deployment challenges, primarily due to the KV cache whose size…

机器学习 · 计算机科学 2026-03-10 Guangda Liu , Chengwei Li , Zhenyu Ning , Jing Lin , Yiwu Yao , Danning Ke , Minyi Guo , Jieru Zhao

Log-structured merge tree (LSM-tree) based key-value stores are widely employed in large-scale storage systems. In the compaction of the key-value store, SSTables are merged with overlapping key ranges and sorted for data queries. This,…

分布式、并行与集群计算 · 计算机科学 2018-07-12 Hui Sun , Wei Liu , Jianzhong Huang , Weisong Shi

Systems that require high-throughput and fault tolerance, such as key-value stores and databases, are looking to persistent memory to combine the performance of in-memory systems with the data-consistent fault-tolerance of nonvolatile…

数据库 · 计算机科学 2020-02-07 Brian Choi , Parv Saxena , Ryan Huang , Randal Burns

Large language models (LLMs) rely on Key-Value (KV) cache to reduce time-to-first-token (TTFT) latency, but existing disk-based KV cache systems using file-per-object layouts suffer from severe scalability bottlenecks due to file system…

数据库 · 计算机科学 2025-11-26 Weiping Yu , Ye Jiarui , He Mengke , Junfeng Liu , Siqiang Luo

Memory-augmented Large Language Models (LLMs) have demonstrated remarkable capability for complex and long-horizon embodied planning. By keeping track of past experiences and environmental states, memory enables LLMs to maintain a global…

机器人学 · 计算机科学 2026-03-18 Zebin Yang , Tong Xie , Baotong Lu , Shaoshan Liu , Bo Yu , Meng Li

In the last decade, key-value data storage systems have gained significantly more interest from academia and industry. These systems face numerous challenges concerning storage space- and read optimization. There exists a large potential…

数据库 · 计算机科学 2020-04-07 Martin Weise

The programmability of modern network devices has led to innovative research in the area of in-network computing, i.e., offloading certain computations to the programmable data plane. Key-value stores, which offer coordination services for…

网络与互联网体系结构 · 计算机科学 2023-03-15 Stefanos Sagkriotis , Dimitrios Pezaros

Key-value stores are a fundamental class of NoSQL databases that offer a simple yet powerful model for data storage and retrieval, representing information as pairs of unique keys and associated values. Their minimal structure enables…

数据库 · 计算机科学 2025-11-13 Zonglin Guo , Tony Givargis
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