{"id":"https://openalex.org/W6911418522","doi":"https://doi.org/10.5281/zenodo.11028934","title":"Generic and ML Workloads in an HPC Datacenter","display_name":"Generic and ML Workloads in an HPC Datacenter","publication_year":2024,"publication_date":"2024-05-05","ids":{"openalex":"https://openalex.org/W6911418522","doi":"https://doi.org/10.5281/zenodo.11028934"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.11028934","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.11028934","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.11028934","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Chu, Xiaoyu","orcid":"https://orcid.org/0000-0002-0353-7968"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Chu, Xiaoyu","raw_affiliation_strings":["Vrije Universiteit Amsterdam"],"raw_orcid":"https://orcid.org/0000-0002-0353-7968","affiliations":[{"raw_affiliation_string":"Vrije Universiteit Amsterdam","institution_ids":["https://openalex.org/I865915315"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hofst\u00e4tter, Daniel","orcid":"https://orcid.org/0009-0006-0204-2361"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Hofst\u00e4tter, Daniel","raw_affiliation_strings":["TU Wien"],"raw_orcid":"https://orcid.org/0009-0006-0204-2361","affiliations":[{"raw_affiliation_string":"TU Wien","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ilager, Shashikant","orcid":"https://orcid.org/0000-0003-1178-6582"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Ilager, Shashikant","raw_affiliation_strings":["TU Wien"],"raw_orcid":"https://orcid.org/0000-0003-1178-6582","affiliations":[{"raw_affiliation_string":"TU Wien","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Talluri, Sacheendra","orcid":"https://orcid.org/0000-0003-3461-4919"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Talluri, Sacheendra","raw_affiliation_strings":["Vrije Universiteit Amsterdam"],"raw_orcid":"https://orcid.org/0000-0003-3461-4919","affiliations":[{"raw_affiliation_string":"Vrije Universiteit Amsterdam","institution_ids":["https://openalex.org/I865915315"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kampert, Duncan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kampert, Duncan","raw_affiliation_strings":["SURF"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SURF","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Podareanu, Damian","orcid":"https://orcid.org/0000-0002-4207-8725"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Podareanu, Damian","raw_affiliation_strings":["SURF"],"raw_orcid":"https://orcid.org/0000-0002-4207-8725","affiliations":[{"raw_affiliation_string":"SURF","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Duplyakin, Dmitry","orcid":"https://orcid.org/0000-0001-5132-0168"},"institutions":[{"id":"https://openalex.org/I1297288678","display_name":"National Laboratory of the Rockies","ror":"https://ror.org/036266993","country_code":"US","type":"facility","lineage":["https://openalex.org/I1297288678","https://openalex.org/I1330989302","https://openalex.org/I2800842121"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Duplyakin, Dmitry","raw_affiliation_strings":["National Renewable Energy Laboratory"],"raw_orcid":"https://orcid.org/0000-0001-5132-0168","affiliations":[{"raw_affiliation_string":"National Renewable Energy Laboratory","institution_ids":["https://openalex.org/I1297288678"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Brandic, Ivona","orcid":"https://orcid.org/0009-0007-0661-5937"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Brandic, Ivona","raw_affiliation_strings":["TU Wien"],"raw_orcid":"https://orcid.org/0009-0007-0661-5937","affiliations":[{"raw_affiliation_string":"TU Wien","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"last","author":{"id":null,"display_name":"Iosup, Alexandru","orcid":"https://orcid.org/0000-0001-8030-9398"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Iosup, Alexandru","raw_affiliation_strings":["Vrije Universiteit Amsterdam"],"raw_orcid":"https://orcid.org/0000-0001-8030-9398","affiliations":[{"raw_affiliation_string":"Vrije Universiteit Amsterdam","institution_ids":["https://openalex.org/I865915315"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7085999846458435},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.6658999919891357},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4738999903202057},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.45089998841285706},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4318000078201294},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.41850000619888306},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.38760000467300415}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7615000009536743},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7085999846458435},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.6658999919891357},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4738999903202057},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.45089998841285706},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4318000078201294},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.41850000619888306},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.38760000467300415},{"id":"https://openalex.org/C2777480716","wikidata":"https://www.wikidata.org/wiki/Q23582796","display_name":"Resource consumption","level":2,"score":0.3797000050544739},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.36640000343322754},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.3327000141143799},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.32600000500679016},{"id":"https://openalex.org/C111873713","wikidata":"https://www.wikidata.org/wiki/Q1641413","display_name":"Job scheduler","level":3,"score":0.3124000132083893},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.30309998989105225},{"id":"https://openalex.org/C194739806","wikidata":"https://www.wikidata.org/wiki/Q66221","display_name":"Computer data storage","level":2,"score":0.28769999742507935},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.27649998664855957},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.27300000190734863},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2635999917984009},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.2623000144958496}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.11028934","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.11028934","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"doi:10.5281/zenodo.11028934","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.11028934","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.5357101559638977,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,93,180],"archive":[1],"contains":[2],"hardware":[3,56],"and":[4,20,76,81,130,135,138,162,191,249],"workload":[5],"traces":[6],"from":[7,105],"SURF":[8],"Lisa,":[9],"a":[10,109,150,168,217],"Dutch":[11],"datacenter":[12],"consisting":[13],"of":[14,27,111,152,177,194,200,211,255],"338":[15],"nodes,":[16],"used":[17,223],"by":[18,238,244],"universities":[19],"researchers":[21],"for":[22,49,84,173,224],"various":[23],"jobs.":[24,53,195],"Around":[25],"85%":[26],"the":[28,39,68,188,208],"nodes":[29,107],"are":[30,58,65,143,165],"equipped":[31],"only":[32],"with":[33,43],"CPUs,":[34],"handling":[35],"generic":[36,212],"compute-heavy":[37],"workloads,":[38],"other":[40],"15%":[41],"come":[42],"additional":[44],"GPUs,":[45],"serving":[46],"as":[47,167],"accelerators":[48],"Machine":[50],"Learning":[51],"(ML)":[52],"Individual":[54],"node":[55,163,257],"configurations":[57,254],"listed":[59],"in":[60,96,119,149,171,216],"`node_hardware_info.parquet`.":[61],"Jobs":[62],"within":[63],"Lisa":[64],"submitted":[66],"over":[67,108,124],"SLURM":[69,239],"scheduler,":[70],"where":[71,203],"we":[72,99,204],"logged":[73],"job":[74,161],"start":[75],"end":[77],"time,":[78],"resource":[79,189],"allocation,":[80],"exit":[82],"state":[83],"roughly":[85],"10":[86],"months":[87,113,176],"(December":[88],"2021":[89],"to":[90,116],"November":[91,117],"2022).":[92],"data":[94,164,182,202,236,242],"saved":[95],"`slurm_table_cleaned.parquet`.":[97],"Addidionally,":[98],"provide":[100,184],"detailed":[101,198],"Prometheus":[102,245],"monitoring":[103],"logs":[104,122],"all":[106,158],"timespan":[110],"5":[112],"(June":[114],"2022":[115],"2022)":[118],"`prom_table_cleaned.parquet`.":[120],"These":[121,141],"contain":[123],"90":[125],"attributes,":[126],"including":[127],"CPU/GPU":[128],"power":[129],"temperatures,":[131],"network":[132],"I/O,":[133],"memory":[134],"storage":[136],"usage,":[137],"many":[139],"more.":[140],"metrics":[142],"sampled":[144],"at":[145,207],"30s":[146],"intervals,":[147],"resulting":[148],"total":[151],"almost":[153],"130":[154],"million":[155],"records":[156],"across":[157],"nodes.":[159],"Finally,":[160],"provided":[166],"joined":[169],"dataset":[170,251],"`prom_slurm_joined.parquet`":[172],"their":[174],"4":[175],"overlapping":[178],"timespan.":[179],"combined":[181],"can":[183,226],"more":[185],"insights":[186],"into":[187],"consumption":[190],"performance":[192],"patterns":[193],"We":[196],"conducted":[197],"analysis":[199],"this":[201],"specifically":[205],"looked":[206],"different":[209],"characteristics":[210],"vs.":[213],"ML":[214],"workloads":[215],"heterogeneous":[218],"HPC":[219],"environment.":[220],"Our":[221],"code":[222],"evaluation":[225],"be":[227],"found":[228],"on":[229],"GitHub.":[230],"Dataset":[231],"Name":[232],"Explanation":[233],"slurm_table_cleaned.parquet":[234],"Job":[235,248],"collected":[237,243],"prom_table_cleaned.parquet":[240],"Node":[241,250],"prom_slurm_joined.parquet":[246],"Joined":[247],"node_hardware_info.parquet":[252],"Hardware":[253],"each":[256]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2025-10-10T00:00:00"}
