CCRI: ENS: Collaborative Research: Modernizing gem5: Expanding the Reach of Computer Architecture Simulation
CCRI: ENS: Collaborative Research: Modernizing gem5: Expanding the Reach of Computer Architecture Simulation
批准号:
1925485
负责人:
Matthew Sinclair
金额:
$36.28万
依托单位国家:
美国
项目类别:
Standard 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
Computer systems are increasingly important to society and the advancement of science. In recent years, technological trends have made it increasingly difficult to continue scaling their performance. As a result, research to further improve computer systems is vital. Traditionally, this research has relied on cycle-level software simulation of these computer systems to model the potential improvements of novel techniques. However, much of the software was written 15 years ago, and it is currently maintained by students and researchers. This project will make a concerted effort to improve the underlying simulation infrastructure, which will enable increased research output by the computer systems community. It will specifically focus on the gem5 infrastructure, which is widely used in the community (e.g., cited over 3000 times) and considered the de facto tool for simulating all components of the computing system.This project will enhance and rejuvenate the aging gem5 community infrastructure through improvements to the underlying gem5 components, community outreach and improved user's services, and developing new models for emerging devices required for evaluating important applications (e.g., machine learning, augmented and virtual reality, high performance computing, and system security). These improvements will increase the research output of gem5's broad user base and extend the ability to perform hardware-software co-design to the entire computer systems community. This project will broaden the already vibrant gem5 community through reducing the barrier to entry by (1) running two gem5 summer schools to introduce junior graduate students to gem5 and computer systems research, (2) simplifying gem5's interface, (3) improving the community's documentation and communication channels, and (4) supervising a community code shepherd to help researchers integrate their code with the community infrastructure. The investigators will also create a set of 'known-good' system configurations that will significantly increase the productivity of researchers performing detailed cycle-level research studies. These system configurations will be proxies for current state-of-the-art systems and will be publicly validated against real systems and workloads suggested by the community.This project will create a sustainable path for the future of the gem5 infrastructure by improving the code testing coverage and increasing the robustness of hardware device models. Additionally, community outreach efforts will broaden the community increasing the impact of gem5 and providing more contributors to continue development of this infrastructure after this project completes.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(11)
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Modeling Modern GPU Applications in gem5
在 gem5 中对现代 GPU 应用程序进行建模
DOI:
--
发表时间:
2020
期刊:
gem5 Users Workshop
影响因子:
--
作者:
[Roarty, Kyle, Sinclair, Matthew D.]
通讯作者:
Sinclair, Matthew D.
Enabling Reproducible and Agile Full-System Simulation
实现可重复且敏捷的全系统仿真
DOI:
--
发表时间:
2021
期刊:
2021 IEEE International Symposium on Performance Analysis of Systems and Software
影响因子:
--
作者:
[Bobby R. Bruce, Ayaz Akram]
通讯作者:
Bobby R. Bruce, Ayaz Akram
Analyzing the Benefits of More Complex Cache Replacement Policies in Moderns GPU LLCs
分析现代 GPU LLC 中更复杂的缓存替换策略的好处
DOI:
--
发表时间:
2023
期刊:
5th gem5 Users' Workshop
影响因子:
--
作者:
[Jarvis Jia, Matthew D. Sinclair]
通讯作者:
Matthew D. Sinclair
Improving the Speed of gem5’s GPU Regression Tests
提高 gem5 GPU 回归测试的速度
DOI:
--
发表时间:
2023
期刊:
5th gem5 Users' Workshop
影响因子:
--
作者:
[James Braun, Matthew D. Sinclair]
通讯作者:
Matthew D. Sinclair
gem5 GPU Accuracy Profiler (GAP)
gem5 GPU 精度分析器 (GAP)
DOI:
--
发表时间:
2022
期刊:
4th gem5 Users Workshop
影响因子:
--
作者:
[Charles Jamieson, Anushka Chandrashekar]
通讯作者:
Charles Jamieson, Anushka Chandrashekar
共 9 条
Collaborative Research: Frameworks: Advancing Computer Hardware and Systems' Research Capability, Reproducibility, and Sustainability with the gem5 Simulator Ecosystem
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批准号:2311889
-
项目类别:Standard Grant
-
资助金额:$40.0万
-
财政年份:2023
-
负责人:Matthew Sinclair
-
依托单位:
CAREER: SHF: Rethinking the Control Plane for Chiplet-Based Heterogeneous Systems
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批准号:2238608
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项目类别:Continuing Grant
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资助金额:$67.49万
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财政年份:2023
-
负责人:Matthew Sinclair
-
依托单位:
国内基金
海外基金
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