{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,21]],"date-time":"2026-03-21T19:24:14Z","timestamp":1774121054108,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":31,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,9,27]],"date-time":"2021-09-27T00:00:00Z","timestamp":1632700800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,9,27]]},"DOI":"10.1145\/3488423.3519336","type":"proceedings-article","created":{"date-parts":[[2022,5,9]],"date-time":"2022-05-09T15:02:51Z","timestamp":1652108571000},"page":"1-11","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":14,"title":["A Holistic View of Memory Utilization on HPC Systems: Current and Future Trends"],"prefix":"10.1145","author":[{"given":"Ivy","family":"Peng","sequence":"first","affiliation":[{"name":"Lawrence Livermore National Laboratory, United States"}]},{"given":"Ian","family":"Karlin","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, United States"}]},{"given":"Maya","family":"Gokhale","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, United States"}]},{"given":"Kathleen","family":"Shoga","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, United States"}]},{"given":"Matthew","family":"Legendre","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, United States"}]},{"given":"Todd","family":"Gamblin","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, United States"}]}],"member":"320","published-online":{"date-parts":[[2022,5,9]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"2021. the Fugaku supercomputer. https:\/\/www.fujitsu.com\/global\/about\/innovation\/fugaku\/.  2021. the Fugaku supercomputer. https:\/\/www.fujitsu.com\/global\/about\/innovation\/fugaku\/."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/SC.2014.18"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/2189750.2150984"},{"key":"e_1_3_2_1_4_1","unstructured":"Livermore Computing. 2021. the Lassen supercomputer. https:\/\/hpc.llnl.gov\/hardware\/platforms\/lassen.  Livermore Computing. 2021. the Lassen supercomputer. https:\/\/hpc.llnl.gov\/hardware\/platforms\/lassen."},{"key":"e_1_3_2_1_5_1","unstructured":"Livermore Computing. 2021. the Quartz supercomputer. https:\/\/hpc.llnl.gov\/hardware\/platforms\/Quartz.  Livermore Computing. 2021. the Quartz supercomputer. https:\/\/hpc.llnl.gov\/hardware\/platforms\/Quartz."},{"key":"e_1_3_2_1_6_1","volume-title":"A white paper on the benefits of chipkill-correct ECC for PC server main memory. IBM Microelectronics division 11","author":"Dell J","year":"1997","unstructured":"Timothy\u00a0 J Dell . 1997. A white paper on the benefits of chipkill-correct ECC for PC server main memory. IBM Microelectronics division 11 ( 1997 ), 1\u201323. Timothy\u00a0J Dell. 1997. A white paper on the benefits of chipkill-correct ECC for PC server main memory. IBM Microelectronics division 11 (1997), 1\u201323."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/CCGRID.2017.18"},{"key":"e_1_3_2_1_8_1","unstructured":"Joseph Izraelevitz Jian Yang Lu Zhang Juno Kim Xiao Liu Amirsaman Memaripour Yun\u00a0Joon Soh Zixuan Wang Yi Xu Subramanya\u00a0R Dulloor 2019. Basic performance measurements of the intel optane DC persistent memory module. arXiv preprint arXiv:1903.05714(2019).  Joseph Izraelevitz Jian Yang Lu Zhang Juno Kim Xiao Liu Amirsaman Memaripour Yun\u00a0Joon Soh Zixuan Wang Yi Xu Subramanya\u00a0R Dulloor 2019. Basic performance measurements of the intel optane DC persistent memory module. arXiv preprint arXiv:1903.05714(2019)."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3126908.3126917"},{"key":"e_1_3_2_1_10_1","volume-title":"2014 IEEE Hot Chips 26 Symposium (HCS). IEEE, 1\u201324","author":"Kim Joonyoung","year":"2014","unstructured":"Joonyoung Kim and Younsu Kim . 2014 . HBM: Memory solution for bandwidth-hungry processors . In 2014 IEEE Hot Chips 26 Symposium (HCS). IEEE, 1\u201324 . Joonyoung Kim and Younsu Kim. 2014. HBM: Memory solution for bandwidth-hungry processors. In 2014 IEEE Hot Chips 26 Symposium (HCS). IEEE, 1\u201324."},{"key":"e_1_3_2_1_11_1","volume-title":"International Conference for High Performance Computing, Networking, Storage and Analysis.","author":"Le\u00f3n A.","unstructured":"Edgar\u00a0 A. Le\u00f3n , Ian Karlin , Abhinav Bhatele , Steven\u00a0 H. Langer , Chris Chambreau , Louis\u00a0 H. Howell , Trent D\u2019Hooge , and Matthew\u00a0 L. Leininger . [n.d.]. Characterizing Parallel Scientific Applications on Commodity Clusters: An Empirical Study of a Tapered Fat-Tree. In SC\u201916: the International Conference for High Performance Computing, Networking, Storage and Analysis. Edgar\u00a0A. Le\u00f3n, Ian Karlin, Abhinav Bhatele, Steven\u00a0H. Langer, Chris Chambreau, Louis\u00a0H. Howell, Trent D\u2019Hooge, and Matthew\u00a0L. Leininger. [n.d.]. Characterizing Parallel Scientific Applications on Commodity Clusters: An Empirical Study of a Tapered Fat-Tree. In SC\u201916: the International Conference for High Performance Computing, Networking, Storage and Analysis."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/NAS.2017.8026844"},{"key":"e_1_3_2_1_13_1","volume-title":"Correlation-wise Smoothing: Lightweight Knowledge Extraction for HPC Monitoring Data. In 2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS). IEEE, 2\u201312","author":"Netti Alessio","year":"2021","unstructured":"Alessio Netti , Daniele Tafani , Michael Ott , and Martin Schulz . 2021 . Correlation-wise Smoothing: Lightweight Knowledge Extraction for HPC Monitoring Data. In 2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS). IEEE, 2\u201312 . Alessio Netti, Daniele Tafani, Michael Ott, and Martin Schulz. 2021. Correlation-wise Smoothing: Lightweight Knowledge Extraction for HPC Monitoring Data. In 2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS). IEEE, 2\u201312."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3352460.3358267"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3295500.3356183"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/HOTCHIPS.2011.7477494"},{"key":"e_1_3_2_1_17_1","volume-title":"On the Memory Underutilization: Exploring Disaggregated Memory on HPC Systems. In 2020 IEEE 32nd International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD)","author":"Peng Ivy","unstructured":"Ivy Peng , Roger Pearce , and Maya Gokhale . 2020. On the Memory Underutilization: Exploring Disaggregated Memory on HPC Systems. In 2020 IEEE 32nd International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD) . IEEE , 183\u2013190. Ivy Peng, Roger Pearce, and Maya Gokhale. 2020. On the Memory Underutilization: Exploring Disaggregated Memory on HPC Systems. In 2020 IEEE 32nd International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD). IEEE, 183\u2013190."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.parco.2018.04.007"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3357526.3357568"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/SC.2018.00036"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2818950.2818955"},{"key":"e_1_3_2_1_22_1","volume-title":"Shoal: A network architecture for disaggregated racks. In 16th {USENIX} Symposium on Networked Systems Design and Implementation ({NSDI} 19). 255\u2013270.","author":"Shrivastav Vishal","year":"2019","unstructured":"Vishal Shrivastav , Asaf Valadarsky , Hitesh Ballani , Paolo Costa , Ki\u00a0Suh Lee , Han Wang , Rachit Agarwal , and Hakim Weatherspoon . 2019 . Shoal: A network architecture for disaggregated racks. In 16th {USENIX} Symposium on Networked Systems Design and Implementation ({NSDI} 19). 255\u2013270. Vishal Shrivastav, Asaf Valadarsky, Hitesh Ballani, Paolo Costa, Ki\u00a0Suh Lee, Han Wang, Rachit Agarwal, and Hakim Weatherspoon. 2019. Shoal: A network architecture for disaggregated racks. In 16th {USENIX} Symposium on Networked Systems Design and Implementation ({NSDI} 19). 255\u2013270."},{"key":"e_1_3_2_1_23_1","volume-title":"High bandwidth memory (hbm) dram. Jesd235","author":"Standard JEDEC","year":"2013","unstructured":"JEDEC Standard . 2013. High bandwidth memory (hbm) dram. Jesd235 ( 2013 ). JEDEC Standard. 2013. High bandwidth memory (hbm) dram. Jesd235 (2013)."},{"key":"e_1_3_2_1_24_1","unstructured":"top500.org. 2021. Top 500 list. https:\/\/www.top500.org\/lists\/top500\/list\/2020\/11\/.  top500.org. 2021. Top 500 list. https:\/\/www.top500.org\/lists\/top500\/list\/2020\/11\/."},{"key":"e_1_3_2_1_25_1","volume-title":"International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems. Springer, 250\u2013260","author":"Turner Andy","year":"2017","unstructured":"Andy Turner and Simon McIntosh-Smith . 2017 . A survey of application memory usage on a national supercomputer: an analysis of memory requirements on ARCHER . In International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems. Springer, 250\u2013260 . Andy Turner and Simon McIntosh-Smith. 2017. A survey of application memory usage on a national supercomputer: an analysis of memory requirements on ARCHER. In International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems. Springer, 250\u2013260."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/SC.2018.00055"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/CLUSTER.2019.8891001"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/SC.2005.59"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3078597.3078614"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/IPDPS.2011.83"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"crossref","unstructured":"Darko Zivanovic Milan Pavlovic Milan Radulovic Hyunsung Shin Jongpil Son Sally\u00a0A Mckee Paul\u00a0M Carpenter Petar Radojkovi\u0107 and Eduard Ayguad\u00e9. 2017. Main memory in HPC: Do we need more or could we live with less?ACM Transactions on Architecture and Code Optimization (TACO) 14 1(2017) 1\u201326.  Darko Zivanovic Milan Pavlovic Milan Radulovic Hyunsung Shin Jongpil Son Sally\u00a0A Mckee Paul\u00a0M Carpenter Petar Radojkovi\u0107 and Eduard Ayguad\u00e9. 2017. Main memory in HPC: Do we need more or could we live with less?ACM Transactions on Architecture and Code Optimization (TACO) 14 1(2017) 1\u201326.","DOI":"10.1145\/3023362"}],"event":{"name":"MEMSYS 2021: The International Symposium on Memory Systems","location":"Washington DC DC USA","acronym":"MEMSYS 2021"},"container-title":["The International Symposium on Memory Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3488423.3519336","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3488423.3519336","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:30:24Z","timestamp":1750188624000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3488423.3519336"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,9,27]]},"references-count":31,"alternative-id":["10.1145\/3488423.3519336","10.1145\/3488423"],"URL":"https:\/\/doi.org\/10.1145\/3488423.3519336","relation":{},"subject":[],"published":{"date-parts":[[2021,9,27]]},"assertion":[{"value":"2022-05-09","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}