{"id":"https://openalex.org/W7162464980","doi":"https://doi.org/10.48550/arxiv.2605.24461","title":"Provisioning to Runtime Optimization of a 100 MW-Scale AI Cluster","display_name":"Provisioning to Runtime Optimization of a 100 MW-Scale AI Cluster","publication_year":2026,"publication_date":"2026-05-23","ids":{"openalex":"https://openalex.org/W7162464980","doi":"https://doi.org/10.48550/arxiv.2605.24461"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.24461","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.24461","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.24461","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137052623","display_name":"Ehsan K. Ardestani","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ardestani, Ehsan K.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137006791","display_name":"Leonardo Piga","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Piga, Leonardo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031961072","display_name":"Jovan Stojkovic","orcid":"https://orcid.org/0009-0007-4914-336X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stojkovic, Jovan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137048844","display_name":"Pavan Balaji","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Balaji, Pavan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058119792","display_name":"Mustafa \u00d6zdal","orcid":"https://orcid.org/0000-0002-0286-2128"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ozdal, Mustafa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137001579","display_name":"Mikel Jimenez Fernandez","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fernandez, Mikel Jimenez","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044862423","display_name":"Mihaela Dimovska","orcid":"https://orcid.org/0000-0002-1854-858X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dimovska, Mihaela","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137038591","display_name":"Luka Tadic","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tadic, Luka","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137028843","display_name":"Hao Shen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shen, Hao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137013905","display_name":"Devika Vishwanath","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vishwanath, Devika","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137083109","display_name":"Richa Mishra","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mishra, Richa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020717497","display_name":"Melaku Mihret","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mihret, Melaku","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066711395","display_name":"Valentin Andrei","orcid":"https://orcid.org/0000-0001-7975-6879"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrei, Valentin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006725152","display_name":"Mauricio Cespedes","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cespedes, Mauricio","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075600222","display_name":"Julien Prigent","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Prigent, Julien","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137016567","display_name":"James Monahan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Monahan, James","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110942801","display_name":"Tyler Graf","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Graf, Tyler","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137077976","display_name":"Bin Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Bin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008426933","display_name":"Charles Marquez","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marquez, Charles","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002100495","display_name":"Shobhit Kanaujia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kanaujia, Shobhit","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020883423","display_name":"Kaushik Veeraraghavan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Veeraraghavan, Kaushik","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5070094618","display_name":"Chunqiang Tang","orcid":"https://orcid.org/0009-0004-0133-4800"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tang, Chunqiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":22,"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":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.2890999913215637,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.2890999913215637,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.257099986076355,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.07400000095367432,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.745199978351593},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.7239999771118164},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.5612000226974487},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5521000027656555},{"id":"https://openalex.org/keywords/power-management","display_name":"Power management","score":0.4487999975681305},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.4481000006198883},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4311000108718872},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.39980000257492065}],"concepts":[{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.745199978351593},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.7239999771118164},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6279000043869019},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.5612000226974487},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5521000027656555},{"id":"https://openalex.org/C2778774385","wikidata":"https://www.wikidata.org/wiki/Q4437810","display_name":"Power management","level":3,"score":0.4487999975681305},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.4481000006198883},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4311000108718872},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.39980000257492065},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3779999911785126},{"id":"https://openalex.org/C40293303","wikidata":"https://www.wikidata.org/wiki/Q27137","display_name":"Electric power","level":3,"score":0.36230000853538513},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.34040001034736633},{"id":"https://openalex.org/C170777988","wikidata":"https://www.wikidata.org/wiki/Q2316331","display_name":"Electric power industry","level":3,"score":0.33489999175071716},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.3303000032901764},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.31869998574256897},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3043999969959259},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.2944999933242798},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.2842000126838684},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26969999074935913},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.26669999957084656},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.2644999921321869},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.26429998874664307},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2612999975681305},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.24461","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.24461","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.24461","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.24461","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"article"},"sustainable_development_goals":[{"score":0.43699899315834045,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"electric":[1],"power":[2,41,51,65,76,84],"supply":[3],"for":[4,44,78,86],"AI":[5,26,47,105],"data":[6],"centers":[7],"is":[8,34],"now":[9],"the":[10,15,23,35,39,114],"most":[11],"significant":[12],"bottleneck":[13],"in":[14],"race":[16],"toward":[17],"Artificial":[18],"General":[19],"Intelligence,":[20],"surpassing":[21],"even":[22],"constraint":[24],"of":[25,94],"accelerator":[27],"availability.":[28],"To":[29],"our":[30],"knowledge,":[31],"this":[32,103,109],"paper":[33],"first":[36],"to":[37,53,63,73,116],"describe":[38],"end-to-end":[40],"management":[42,77],"process":[43],"a":[45,87,92],"hyper-scale":[46],"datacenter;":[48],"from":[49,101],"early":[50],"planning":[52],"accommodate":[54],"next-generation":[55],"accelerators":[56],"6--12":[57],"months":[58],"before":[59],"their":[60,118],"general":[61],"availability,":[62],"tuning":[64],"settings":[66],"after":[67],"large":[68],"scale":[69],"deployment,":[70],"and":[71],"finally":[72],"dynamic,":[74],"runtime":[75],"evolving":[79],"workloads.":[80],"We":[81,98,107],"present":[82],"detailed":[83],"measurements":[85],"150":[88],"MW":[89],"datacenter":[90],"hosting":[91],"cluster":[93],"83K":[95],"GB200":[96],"GPUs.":[97],"share":[99,117],"insights":[100],"building":[102],"state-of-the-art":[104],"cluster.":[106],"hope":[108],"work":[110],"encourages":[111],"practitioners":[112],"across":[113],"industry":[115],"own":[119],"experiences":[120],"as":[121],"well.":[122]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-27T00:00:00"}
