ALBADross: Active Learning Based Anomaly Diagnosis for Production HPC Systems
Cluster 2022
Burak Aksar, Efe Sencan, Benjamin Schwaller, Omar Raad Aaziz, Brian Kulis, Ayse K. Coskun, Vitus J. Leung, James M. Brandt
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Conference Proceeding – 2022
Conference Proceeding
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2022 |
Using Monitoring Data to Improve HPC Performance via Network-Data-Driven Allocation
Ieee Hpec
Yijia Zhang, Burak Aksar, Omar Raad Aaziz, Benjamin Schwaller, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun
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Conference Presentation – 2021
Conference Presentation
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2021 |
L2 Milestone #7842 SAND Report
Omar Raad Aaziz, Benjamin A. Allan, James M. Brandt, Jeanine Cook, Karen D. Devine, James Elliott, Ann C. Gentile, Simon David Hammond, Brian Michael Kelley, Lena Lopatina, Stan Gerald Moore, Stephen Lecler Olivier, Kevin Pedretti, David Zoeller Poliakoff, Roger P. Pawlowski, Phillip A Regier, Mark E Schmitz, Benjamin Schwaller, Vanessa Surjadidjaja, Matthew Scot Swan, Nick Tucker, Tom Tucker, Courtenay T. Vaughan, Sara Petra Walton
https://www.osti.gov/search/identifier:1819812
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SAND Report – 2021
SAND Report
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2021 |
Integrated System and Application Continuous Performance Monitoring and Analysis Capability
FY20 ASC FOUS L2 Milestone 7842 Final Review
James M. Brandt, Jeanine Cook, Omar Raad Aaziz, Benjamin A. Allan, Karen D. Devine, James John Elliott, Ann C. Gentile, Simon David Hammond, Brian Michael Kelley, Lena Lopatina, Stan Gerald Moore, Stephen Lecler Olivier, Kevin Pedretti, David Zoeller Poliakoff, Roger P. Pawlowski, Phillip A Regier, Mark E Schmitz, Benjamin Schwaller, Vanessa Surjadidjaja, Matthew Scot Swan, Tom Tucker, Nick Tucker, Courtenay T. Vaughan, Sara Petra Walton
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Presentation (non-conference) – 2021
Presentation (non-conference)
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2021 |
Using Monitoring Data to Improve HPC Performance via Network-Data-Driven Allocation
Ieee Hpec
Yijia Zhang, Burak Aksar, Omar Raad Aaziz, Benjamin Schwaller, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun
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Conference Proceeding – 2021
Conference Proceeding
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2021 |
E2EWatch: End-to-end Anomaly Diagnosis Framework for Production HPC Systems
Euro-Par 2021
Burak Aksar, Yijia Zhang, Emre Ates, Omar Raad Aaziz, Benjamin Schwaller, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun
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Conference Presentation – 2021
Conference Presentation
|
2021 |
E2EWatch: End-to-end Anomaly Diagnosis Framework for Production HPC Systems
Euro-Par 2021
Burak Aksar, Yijia Zhang, Emre Ates, Omar Raad Aaziz, Benjamin Schwaller, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun
https://www.osti.gov/search/identifier:1873069
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Conference Paper – 2021
Conference Paper
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2021 |
Proctor: A Semi-Supervised Performance Anomaly Diagnosis Framework for Production HPC Systems
ISC High Performance
Burak Aksar, Yijia Zhang, Emre Ates, Benjamin Schwaller, Omar Raad Aaziz, Vitus J. Leung, James M. Brandt, Manuel Egele, Ayse K. Coskun
https://www.osti.gov/search/identifier:1866057
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Conference Proceeding – 2021
Conference Proceeding
|
2021 |
Enabling Application and System Data Fusion
ECP Annual Meeting
Ann C. Gentile, James M. Brandt, Jeanine Cook, Simon David Hammond, David Zoeller Poliakoff, Benjamin Schwaller, Vanessa Surjadidjaja, Thomas Owen Tucker
https://www.osti.gov/search/identifier:1863505
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Conference Presentation – 2021
Conference Presentation
|
2021 |
Attributing Performance Variation from Integrated Application and System Data
Applied Computer Science Meeting
Omar Raad Aaziz, Benjamin A. Allan, James M. Brandt, Jeanine Cook, Karen D. Devine, James John Elliott, Ann C. Gentile, Stephen Lecler Olivier, Kevin Pedretti, Tom Tucker
https://www.osti.gov/search/identifier:1765520
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Conference Paper – 2020
Conference Paper
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2020 |
A Machine Learning Approach to Understanding HPC Application Performance Variation
Supercomputing Conference
Benjamin Schwaller, Burak Aksar, Omar Raad Aaziz, Emre Ates, James M. Brandt, Ayse Coskun, Manuel Egele, Vitus J. Leung
https://www.osti.gov/search/identifier:1642784
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Conference Paper – 2019
Conference Paper
|
2019 |
AD for Machine Learning Approach to Understanding HPC Application Performance Variation Poster
Supercomputing Conference
Burak Aksar, Benjamin Schwaller, Omar Raad Aaziz, Emre Ates, James M. Brandt, Ayse Coskun, Manuel Egele, Vitus J. Leung
https://www.osti.gov/search/identifier:1642788
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Conference Paper – 2019
Conference Paper
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2019 |
Design, Installation, and Operation of the Vortex ART Platform
Nathan Edward Gauntt, Kevin Duvall Davis, Jason John Repik, James M. Brandt, Ann C. Gentile, Simon David Hammond
https://www.osti.gov/search/identifier:1562796
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Report – 2019
Report
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2019 |
Taxonomist: Application Detection through Rich Monitoring Data
Machine Learning Course
Emre Ates, Ozan Tuncer, Ata Turk, Vitus J. Leung, James M. Brandt, Manuel Egele, Ayse K. Coskun
https://www.osti.gov/search/identifier:1645517
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Presentation (non-conference) – 2019
Presentation (non-conference)
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2019 |
Large-Scale System Monitoring Experiences and Recommendations
Workshop on Monitoring and Analysis for High Performance Compute Systems Plus Applications
V. Ahlgren, S. Andersson, James M. Brandt, N. Cardo, S. Chunduri, J. Enos, P. Fields, Ann C. Gentile, R. Gerber, M. Gienger, J. Greenseid, A. Greiner, B. Hadri, Y. He, D. Hoppe, U. Kaila, K. Kelly, M. Klein, A. Kristiansen, S. Leak, M. Mason, Kevin Pedretti, J-G. Piccinali, Jason John Repik, J. Rogers, S. Salminen, M. Showerman, C. Whitney, J. Williams
https://www.osti.gov/search/identifier:1592263
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Conference Paper – 2018
Conference Paper
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2018 |
Online Diagnosis of Performance Variation in HPC Systems Using Machine Learning
IEEE Transactions on Parallel and Distributed Systems
Ozan Tuncer, Emre Ates, Yijia Zhang, Ata Turk, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun
https://www.osti.gov/search/identifier:1474092
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Journal Article – 2018
Journal Article
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2018 |
Large-Scale System Monitoring Experiences and Recommendations
Workshop on Monitoring and Analysis for High Performance Compute Systems Plus Applications
V. Ahlgren, S. Andersson, James M. Brandt, N. Cardo, S. Chunduri, J. Enos, P. Fields, Ann C. Gentile, R. Gerber, M. Gienger, J. Greenseid, A. Greiner, B. Hadri, Y. He, D. Hoppe, U. Kaila, K. Kelly, M. Klein, A. Kristiansen, S. Leak, M. Mason, Kevin Pedretti, J-G. Piccinali, Jason John Repik, J. Rogers, S. Salminen, M. Showerman, C. Whitney, J. Williams
https://www.osti.gov/search/identifier:1576168
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Conference Paper – 2018
Conference Paper
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2018 |
Application Performance Insights via System Monitoring
Jowog-34
James M. Brandt, Ann C. Gentile, Simon David Hammond, Jeanine Cook, Benjamin A. Allan, Thomas Tucker, Nichamon Naksinehaboon, Narate Taerat, Jonathan Cook, Omar Raad Aaziz, Emre Ates, Ozan Tuncer, Manuel Egele, Ata Turk, Ayse Coskun, Ramin Izadpanah, Damian Dechev
https://www.osti.gov/search/identifier:1532642
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Presentation (non-conference) – 2018
Presentation (non-conference)
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2018 |
Taxonimist: Application Detection through Rich Monitoring Data
Euro-Par
Emre Ates, Ozan Tuncer, Ata Turk, Vitus J. Leung, James M. Brandt, Manuel Egele, Ayse K. Coskun
https://www.osti.gov/search/identifier:1526818
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Conference Paper – 2018
Conference Paper
|
2018 |
Runtime HPC System and Application Performance Assessment and Diagnostics
Conference on Data Analysis
James M. Brandt, Ann C. Gentile, Jonathan Edwin Cook, Benjamin A. Allan, Jeanine Cook, Omar Raad Aaziz, Thomas Tucker, Naksinehaboon Nichamon, Narate Taerat, Emre Ates, Ozan Tuncer, Manuel Egele, Ata Turk, Ayse Coskun
https://www.osti.gov/search/identifier:1500155
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Conference Paper – 2018
Conference Paper
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2018 |
Detection and Diagnosis of Performance Variations
Potential discussion with Susan Seestrom on AI/ML
Ozan Tuncer, Emre Ates, Yijia Zhang, Ata Turk, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun
https://www.osti.gov/search/identifier:1497230
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Presentation (non-conference) – 2018
Presentation (non-conference)
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2018 |
Enhanced Profiling for Kokkos Applications
Applied Computer Science Multi-Lab Meeting
Simon David Hammond, Christian Robert Trott, Daniel Alejandro Ibanez-Granados, Harold C. Edwards, Daniel Sunderland, Nathan David Ellingwood, James M. Brandt, Ann C. Gentile, Jeanine Cook, Robert J. Hoekstra
https://www.osti.gov/search/identifier:1495756
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Conference Paper – 2018
Conference Paper
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2018 |
Continuous Performance Tracking for Kokkos Applications Using LDMS
Programming Models and Co-Design Meeting
James M. Brandt, Simon David Hammond, Thomas Tucker, Ann C. Gentile, Jeanine Cook
https://www.osti.gov/search/identifier:1495760
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Presentation (non-conference) – 2018
Presentation (non-conference)
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2018 |
Diagnosing Performance Variations in HPC Applications Using Machine Learning
Csss
Ozan Tuncer, Emre Ates, Yijia Zhang, Ata Turk, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse Coskun
https://www.osti.gov/search/identifier:1510194
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Presentation (non-conference) – 2017
Presentation (non-conference)
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2017 |
Task Placement to Reduce Application Communication Costs
Sandia CIS External Review Board
Karen D. Devine, James M. Brandt, Mehmet Deveci, Ann C. Gentile, Vitus J. Leung, Stephen Lecler Olivier, Kevin Pedretti, Sivasankaran Rajamanickam, Mark Alan Taylor
https://www.osti.gov/search/identifier:1467790
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Presentation (non-conference) – 2017
Presentation (non-conference)
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2017 |