ICSE 2023 (series) / SEIP - Software Engineering in Practice /
Who Ate My Memory? Towards Attribution in Memory Management
Fri 19 May 2023 15:07 - 15:15 at Level G - Plenary Room 1 - Software performance Chair(s): Philipp Leitner
To understand applications’ memory usage details, engineers use instrumented builds and profiling tools. Both approaches are impractical for use in production environments or deployed mobile applications. As a result, developers can gather only high-level memory-related statistics for deployed software. In our experience, the lack of granular field data makes fixing performance and reliability-related defects complex and time-consuming. The software industry needs lightweight solutions to collect detailed data about applications’ memory usage to increase developer productivity. Current research into memory attribution-related data structures, techniques, and tools is in the early stages and enables several new research avenues.
Fri 19 MayDisplayed time zone: Hobart change
Fri 19 May
Displayed time zone: Hobart change
13:45 - 15:15 | Software performanceDEMO - Demonstrations / NIER - New Ideas and Emerging Results / Technical Track / SEIP - Software Engineering in Practice at Level G - Plenary Room 1 Chair(s): Philipp Leitner Chalmers University of Technology, Sweden / University of Gothenburg, Sweden | ||
13:45 15mTalk | Analyzing the Impact of Workloads on Modeling the Performance of Configurable Software Systems Technical Track Stefan Mühlbauer Leipzig University, Florian Sattler Saarland Informatics Campus, Saarland University, Christian Kaltenecker Saarland University, Germany, Johannes Dorn Leipzig University, Sven Apel Saarland University, Norbert Siegmund Leipzig University Pre-print | ||
14:00 15mTalk | Twins or False Friends? A Study on Energy Consumption and Performance of Configurable Software Technical Track Max Weber Leipzig University, Christian Kaltenecker Saarland University, Germany, Florian Sattler Saarland Informatics Campus, Saarland University, Sven Apel Saarland University, Norbert Siegmund Leipzig University Link to publication | ||
14:15 15mTalk | Auto-tuning elastic applications in production SEIP - Software Engineering in Practice Adalberto R. Sampaio Jr Huawei Canada, Ivan Beschastnikh University of British Columbia, Daryl Maier IBM Canada, Don Bourne IBM Canada, Vijay Sundaresan IBM Canada | ||
14:30 7mTalk | CryptOpt: Automatic Optimization of Straightline Code DEMO - Demonstrations Joel Kuepper University of Adelaide, Andres Erbsen MIT, Jason Gross MIT CSAIL, Owen Conoly MIT, Chuyue Sun Stanford, Samuel Tian MIT, David Wu University of Adelaide, Adam Chlipala Massachusetts Institute of Technology, Chitchanok Chuengsatiansup University of Adelaide, Daniel Genkin Georgia Tech, Markus Wagner Monash University, Australia, Yuval Yarom Ruhr University Bochum Link to publication | ||
14:37 7mTalk | Performance Analysis with Bayesian Inference NIER - New Ideas and Emerging Results Noric Couderc Lund University, Christoph Reichenbach Lund University, Emma Söderberg Lund University | ||
14:45 15mTalk | Runtime Performance Prediction for Deep Learning Models with Graph Neural Network SEIP - Software Engineering in Practice Yanjie Gao Microsoft Research, Xianyu Gu Tsinghua University, Hongyu Zhang The University of Newcastle, Haoxiang Lin Microsoft Research, Mao Yang Microsoft Research Pre-print | ||
15:00 7mTalk | Judging Adam: Studying the Performance of Optimization Methods on ML4SE Tasks NIER - New Ideas and Emerging Results Dmitry Pasechnyuk Mohammed bin Zayed University of Artificial Intelligence, UAE, Anton Prazdnichnykh , Mikhail Evtikhiev JetBrains Research, Timofey Bryksin JetBrains Research | ||
15:07 7mTalk | Who Ate My Memory? Towards Attribution in Memory Management SEIP - Software Engineering in Practice Gunnar Kudrjavets University of Groningen, Ayushi Rastogi University of Groningen, The Netherlands, Jeff Thomas Meta Platforms, Inc., Nachiappan Nagappan Facebook Pre-print | ||