CSR: Medium: Understanding and Automatically Adjusting Performance Sensitive Software Configurations
CSR: Medium: Understanding and Automatically Adjusting Performance Sensitive Software Configurations
批准号:
1764039
负责人:
Henry Hoffmann
金额:
$114.91万
依托单位:
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-09-01 至 2023-08-31
中文摘要
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英文摘要
Every day, people interact with complex software systems on their mobile devices and in the cloud. Experts develop this software, but they cannot account for all possible uses, so they make the software configurable using redefinable parameters. Most of these parameters affect software's performance. These performance-related configuration parameters are growing exponentially. Unfortunately, so is the difficulty of setting them. Performance-related misconfigurations are a leading cause of system failures (e.g., web services crashing) and lag (e.g., delayed response to user requests). This project will develop AutoConf to automatically set performance-related configuration parameters and eliminate these sources of failure in critical software infrastructure.To better understand and manage performance-related configurations, AutoConf has four major research objectives. The first is studying existing configuration parameters to understand why and when they lead to failures. The second is designing a new interface where users set high-level goals in terms of desired performance rather than setting specific parameter values. The third is developing techniques that automatically and dynamically configure software to meet these goals. The final objective is constructing tools that ensure the interface's proper usage to produce the desired behavior.If successful, AutoConf will change the way users deploy software. Instead of setting 100s of configuration parameters, they will state their goals. AutoConf will automatically adjust performance-related configurations to ensure the goals are met, resulting in faster and more robust software deployment. Additionally, the AutoConf project will create many research opportunities that will be used to broaden participation in computer science.Documentation and software releases will be posted at http://autoconf.cs.uchicago.edu/.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.
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Orthogonalized SGD and Nested Architectures for Anytime Neural Networks
适用于随时神经网络的正交化 SGD 和嵌套架构
DOI:
--
发表时间:
2020
期刊:
37th International Conference on Machine Learning
影响因子:
--
作者:
[Wan, Chengcheng, Hoffmann, Henry, Lu, Shan, Maire, Michael]
通讯作者:
Maire, Michael
DOI:
10.1145/3447818.3460370
发表时间:
2021-06
期刊:
Proceedings of the 35th ACM International Conference on Supercomputing
影响因子:
--
作者:
[Yuliana Zamora;Logan T. Ward;G. Sivaraman;Ian T. Foster;H. Hoffmann]
通讯作者:
Yuliana Zamora;Logan T. Ward;G. Sivaraman;Ian T. Foster;H. Hoffmann
Dynamical Systems Theory for Causal Inference with Application to Synthetic Control Methods
因果推理的动力系统理论及其在综合控制方法中的应用
DOI:
--
发表时间:
2020
期刊:
Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics
影响因子:
--
作者:
[Ding, Yi, Toulis, Panos]
通讯作者:
Toulis, Panos
DOI:
10.1145/3468264.3468603
发表时间:
2021-08
期刊:
Proceedings of the 29th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering
影响因子:
--
作者:
[Yi Ding;Ahsan Pervaiz;Michael Carbin;H. Hoffmann]
通讯作者:
Yi Ding;Ahsan Pervaiz;Michael Carbin;H. Hoffmann
DOI:
10.1145/3563835.3567655
发表时间:
2022-11
期刊:
Proceedings of the 2022 ACM SIGPLAN International Symposium on New Ideas, New Paradigms, and Reflections on Programming and Software
影响因子:
--
作者:
[Ahsan Pervaiz;Yao-Hsiang Yang;Adam Duracz;F. Bartha;R. Sai;Connor Imes;Robert Cartwright;K. Palem;Shan Lu;Henry Hoffmann]
通讯作者:
Ahsan Pervaiz;Yao-Hsiang Yang;Adam Duracz;F. Bartha;R. Sai;Connor Imes;Robert Cartwright;K. Palem;Shan Lu;Henry Hoffmann
共 11 条
SPX: Collaborative Research: Rethinking Data Center Abstractions Utilizing Warehouse-Scale Shared Memory
-
批准号:1823032
-
项目类别:Standard Grant
-
资助金额:$44.45万
-
财政年份:2018
-
负责人:Henry Hoffmann
-
依托单位:
XPS: FULL: CCA: Collaborative Research: CASH: Cost-aware Adaptation of Software and Hardware
-
批准号:1439156
-
项目类别:Standard Grant
-
资助金额:$30.0万
-
财政年份:2014
-
负责人:Henry Hoffmann
-
依托单位:
海外基金