Week 1: Course Overview
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Week 2: Course overview continued
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Week 3: Log Analysis
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Automatic Identification of Load Testing Problems
Zhen Ming Jiang, Ahmed E. Hassan, Parminder Flora, and Gilbert Hamann
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Detecting Large-Scale System Problems by Mining Console Logs
Wei Xu, Ling Huang, Armando Fox, David Patterson, Michael Jordan
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Learning to Log: Helping Developers Make Informed Logging Decisions
Jieming Zhu, Pinjia He, Qiang Fu, Hongyu Zhang, Michael R. Lyu, Dongmei Zhang
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Pensieve: Non-Intrusive Failure Reproduction for Distributed Systems using the Event Chaining Approach
Yongle Zhang, Serguei Makarov, Xiang Ren, David Lion, and Ding Yuan
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[READING]
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Improving Software Diagnosability via Log Enhancement
Ding Yuan, Jing Zheng, Soyeon Park, Yuanyuan Zhou, and Stefan Savage
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[READING]
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Week 4: Performance Counters and Measurements
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Week 5: Project Proposal Presentation
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Project proposal DUE Wednesday night 11:59 pm (2 pages ACM report)
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Week 6: Performance Engineering
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Understanding Database Performance Inefficiencies in Real-world Web Applications
Cong Yan, Junwen Yang, Alvin Cheung, and Shan Lu
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Toddler: Detecting Performance Problems via Similar Memory-Access Patterns
Adrian Nistor, Linhai Song, Darko Marinov, and Shan Lu |
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Detecting performance anti-patterns for applications developed using object-relational mapping
Tse-Hsun Chen, Weiyi Shang, Zhen Ming Jiang, Ahmed E. Hassan, Mohamed Nasser, and Parminder Flora |
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Statistical Debugging for Performance Problems
Linhai Song Shan Lu |
[READING] |
CARAMEL: Detecting and Fixing Performance Problems That Have Non-Intrusive Fixes
Adrian Nistor, Po-Chun Chang, Cosmin Radoi, Shan Lu |
[READING] |
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Week 7: Mid-term Break
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Assignment DUE (Sunday Feb 25, 11:59PM) -- (5 page ACM report)
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Week 8: Empirical studies on data from large-scale software systems
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Week 9: Project Update Presentation
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Project Update Presentation (10 min presentation + 10 minutes question)
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Week 10: Configuration
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Hey, You Have Given Me Too Many Knobs!
Tianyin Xu, Long Jin, Xuepeng Fan, Yuanyuan Zhou, Shankar Pasupathy, and Rukma Talwadker
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Which Configuration Option Should I Change?
Sai Zhang and Michael D. Ernst. |
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Optimizing the Performance-Related Configurations of Object-Relational Mapping Frameworks Using a Multi-Objective Genetic Algorithm
Ravjot Singh, Cor-Paul Bezemer, Weiyi Shang and Ahmed E. Hassan |
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AutoBash: Improving Configuration Management with Operating System Causality Analysis
Ya-Yunn Su, Mona Attariyan, and Jason Flinn
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[READING]
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Week 11: Debugging ultra-large-scale systems
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Debugging in the (Very) Large: Ten Years of Implementation and Experience
Kirk Glerum, Kinshuman Kinshumann, Steve Greenberg, Gabriel Aul, Vince Orgovan, Greg Nichols, David Grant, Gretchen Loihle, and Galen Hunt
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Extrinsic Influence Factors in Software Reliability:
A Study of 200,000 Windows Machines
Christian Bird, Venkatesh-Prasad Ranganath, Thomas Zimmermann,
Nachiappan Nagappan, Andreas Zeller |
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Performance Debugging in the Large via Mining Millions of Stack Traces
Shi Han, Yingnong Dang, Song Ge, Dongmei Zhang, and Tao Xie |
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Week 12: Good Friday
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Week 13, 14: Project Presentations
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Project Presentation DUE (20 mins presentation)
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Project Report DUE (10 page IEEE report)
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