CNS Core: Medium: Collaborative Research: Towards Enabling Optimal Performance-Cost Tradeoffs in Distributed Storage
CNS Core: Medium: Collaborative Research: Towards Enabling Optimal Performance-Cost Tradeoffs in Distributed Storage
批准号:
1900665
负责人:
Mosharaf Chowdhury
金额:
$69.24万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-10-01 至 2023-09-30
中文摘要
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英文摘要
Modern Internet services aim to be always available and provide low latency responses. Typically, this is achieved by storing data on multiple sites close to the end-users. Such an arrangement imposes a fundamental trade-off between response times for read and write requests to storage systems and data storage/transfer costs. Existing distributed storage solutions for addressing this trade-off may result in sub-optimal outcomes. First, realizing different performance-vs-cost trade-offs today requires using radically different solutions with little choice in between. Also, many trade-off points that appear theoretically feasible are currently unachievable in practice. This research project aims to design and build a distributed storage solution that offers a single design to realize a wide range of feasible latency-cost trade-offs.The overarching goal of this project is to design next-generation distributed storage solutions (1) that can be configured to achieve all feasible performance-cost trade-offs on mutable data, and (2) that enables a significant portion of the theoretically feasible trade-off space that is currently unachievable. Specifically, the project involves overcoming the following key challenges: (1) Seamless support for low latency and low cost; (2) Ensuring high performance across widely varying network latency domains and object sizes; and (3) Efficiently maintaining consistency in erasure-coded data. This will allow application developers to select from all feasible points in the trade-off space, using replication or erasure coding, without having to redesign their services.By making a broader region of the trade-off space accessible to cloud service providers, this project will help reduce the price of cloud storage for end users. Additionally, lowering achievable latency bounds enables new, low-cost, geo-distributed services and applications that are interactive and collaborative. The researchers will work with industry partners to apply the outcomes from this project in practice, and leverage the results from this project in classes they teach. Research exposure for undergraduate students will be promoted through research internships. The researchers plan to build upon several already-established outreach activities to help improve diversity of the student population in computer science.The results from the research project, including software, will be made available at: github.com/cns1901410.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(7)
专著(0)
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DOI:
--
发表时间:
2023
期刊:
Journal of the American Chemical Society
影响因子:
15
作者:
[Fan Lai;Yinwei Dai;H. Madhyastha;Mosharaf Chowdhury]
通讯作者:
Fan Lai;Yinwei Dai;H. Madhyastha;Mosharaf Chowdhury
AdaEmbed: Adaptive Embedding for Large-Scale Recommendation Models
AdaEmbed:大规模推荐模型的自适应嵌入
DOI:
--
发表时间:
2023
期刊:
USENIX OSDI
影响因子:
--
作者:
[Lai, Fan, Zhang, Wei, Liu, Rui, Tsai, William, Wei, Xiaohan, Hu, Yuxi, Devkota, Sabin, Huang, Jianyu, Park, Jongsoo, Liu, Xing]
通讯作者:
Liu, Xing
DOI:
--
发表时间:
2020
期刊:
影响因子:
--
作者:
[Fan Lai;Jie You;Xiangfeng Zhu;H. Madhyastha;Mosharaf Chowdhury]
通讯作者:
Fan Lai;Jie You;Xiangfeng Zhu;H. Madhyastha;Mosharaf Chowdhury
DOI:
--
发表时间:
2019-10
期刊:
影响因子:
--
作者:
[Youngmoon Lee;H. Maruf;Mosharaf Chowdhury;Asaf Cidon;K. Shin]
通讯作者:
Youngmoon Lee;H. Maruf;Mosharaf Chowdhury;Asaf Cidon;K. Shin
Oort: Efficient Federated Learning via Guided Participant Selection
奥尔特:通过引导参与者选择实现高效联邦学习
DOI:
--
发表时间:
2021
期刊:
USENIX OSDI
影响因子:
--
作者:
[Lai, Fan, Zhu, Xiangfeng, Madhyastha, Harsha, Chowdhury, Mosharaf]
通讯作者:
Chowdhury, Mosharaf
共 7 条
Collaborative Research: Conference: NSF NeTS PI Meeting - Spring 2023
-
批准号:2309858
-
项目类别:Standard Grant
-
资助金额:$2.0万
-
财政年份:2023
-
负责人:Mosharaf Chowdhury
-
依托单位:
Collaborative Research: NGSDI: Foundations of Clean and Balanced Datacenters: Treehouse
-
批准号:2104243
-
项目类别:Continuing Grant
-
资助金额:$37.73万
-
财政年份:2021
-
负责人:Mosharaf Chowdhury
-
依托单位:
Collaborative Research: CNS Core: Medium: Systems Support for Federated Learning
-
批准号:2106184
-
项目类别:Continuing Grant
-
资助金额:$80.0万
-
财政年份:2021
-
负责人:Mosharaf Chowdhury
-
依托单位:
CAREER: End-to-End Network Design for Unified Memory Disaggregation
-
批准号:1845853
-
项目类别:Continuing Grant
-
资助金额:$57.82万
-
财政年份:2019
-
负责人:Mosharaf Chowdhury
-
依托单位:
CNS Core: Small: Multi-Scale GPU Resource Management for AI Applications
-
批准号:1909067
-
项目类别:Standard Grant
-
资助金额:$46.27万
-
财政年份:2019
-
负责人:Mosharaf Chowdhury
-
依托单位:
NeTS: CSR: Medium: Collaborative Research: Enabling Flexible and High Performance Big Data Analytics Over Geo-Distributed Clouds
-
批准号:1563095
-
项目类别:Continuing Grant
-
资助金额:$40.0万
-
财政年份:2016
-
负责人:Mosharaf Chowdhury
-
依托单位:
XPS: FULL: A Cross-Layer Approach Toward Low-Latency Data-Parallel Applications in Rack-Scale Computing
-
批准号:1629397
-
项目类别:Standard Grant
-
资助金额:$82.5万
-
财政年份:2016
-
负责人:Mosharaf Chowdhury
-
依托单位:
NeTS: Small: Collaborative Research: Enabling Application-Level Performance Predictability in Public Clouds
-
批准号:1617773
-
项目类别:Standard Grant
-
资助金额:$23.85万
-
财政年份:2016
-
负责人:Mosharaf Chowdhury
-
依托单位:
国内基金
海外基金
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