{"id":"https://openalex.org/W4400798795","doi":"https://doi.org/10.1145/3626203.3670526","title":"Stable Diffusion in the Classroom: Deploying interactive GPU-enabled ML workloads with Open OnDemand and Kubernetes","display_name":"Stable Diffusion in the Classroom: Deploying interactive GPU-enabled ML workloads with Open OnDemand and Kubernetes","publication_year":2024,"publication_date":"2024-07-17","ids":{"openalex":"https://openalex.org/W4400798795","doi":"https://doi.org/10.1145/3626203.3670526"},"language":"en","primary_location":{"id":"doi:10.1145/3626203.3670526","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626203.3670526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Practice and Experience in Advanced Research Computing 2024: Human Powered Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003293033","display_name":"Evan Jaffe","orcid":"https://orcid.org/0009-0005-7218-2020"},"institutions":[{"id":"https://openalex.org/I34077533","display_name":"Ohio Supercomputer Center","ror":"https://ror.org/01apna436","country_code":"US","type":"facility","lineage":["https://openalex.org/I34077533"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Evan Jaffe","raw_affiliation_strings":["Scientific Applications Group, Ohio Supercomputer Center, USA"],"affiliations":[{"raw_affiliation_string":"Scientific Applications Group, Ohio Supercomputer Center, USA","institution_ids":["https://openalex.org/I34077533"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083859192","display_name":"Heechang Na","orcid":null},"institutions":[{"id":"https://openalex.org/I34077533","display_name":"Ohio Supercomputer Center","ror":"https://ror.org/01apna436","country_code":"US","type":"facility","lineage":["https://openalex.org/I34077533"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Heechang Na","raw_affiliation_strings":["Ohio Supercomputer Center, USA"],"affiliations":[{"raw_affiliation_string":"Ohio Supercomputer Center, USA","institution_ids":["https://openalex.org/I34077533"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113295546","display_name":"Douglas Johnson","orcid":null},"institutions":[{"id":"https://openalex.org/I34077533","display_name":"Ohio Supercomputer Center","ror":"https://ror.org/01apna436","country_code":"US","type":"facility","lineage":["https://openalex.org/I34077533"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Douglas Johnson","raw_affiliation_strings":["Ohio Supercomputer Center, USA"],"affiliations":[{"raw_affiliation_string":"Ohio Supercomputer Center, USA","institution_ids":["https://openalex.org/I34077533"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025368600","display_name":"Trey Dockendorf","orcid":"https://orcid.org/0000-0002-5494-0968"},"institutions":[{"id":"https://openalex.org/I34077533","display_name":"Ohio Supercomputer Center","ror":"https://ror.org/01apna436","country_code":"US","type":"facility","lineage":["https://openalex.org/I34077533"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Trey Dockendorf","raw_affiliation_strings":["Ohio Supercomputer Center, USA"],"affiliations":[{"raw_affiliation_string":"Ohio Supercomputer Center, USA","institution_ids":["https://openalex.org/I34077533"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104704419","display_name":"Basil Masri Zada","orcid":"https://orcid.org/0000-0003-1081-967X"},"institutions":[{"id":"https://openalex.org/I4210106879","display_name":"Ohio University","ror":"https://ror.org/01jr3y717","country_code":"US","type":"education","lineage":["https://openalex.org/I4210106879"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Basil Masri Zada","raw_affiliation_strings":["Ohio University, USA"],"affiliations":[{"raw_affiliation_string":"Ohio University, USA","institution_ids":["https://openalex.org/I4210106879"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5003293033"],"corresponding_institution_ids":["https://openalex.org/I34077533"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08980427,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13650","display_name":"Computational Physics and Python Applications","score":0.9753999710083008,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13650","display_name":"Computational Physics and Python Applications","score":0.9753999710083008,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.9678000211715698,"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/T11697","display_name":"Numerical Methods and Algorithms","score":0.9358999729156494,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/computer-science","display_name":"Computer science","score":0.7342622876167297},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.49165183305740356},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.48163241147994995},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4616943597793579},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.3364894390106201},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2692455053329468},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19624611735343933},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.08718708157539368}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7342622876167297},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.49165183305740356},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.48163241147994995},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4616943597793579},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.3364894390106201},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2692455053329468},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19624611735343933},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.08718708157539368},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3626203.3670526","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626203.3670526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Practice and Experience in Advanced Research Computing 2024: Human Powered Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2804145951","https://openalex.org/W3180391059","https://openalex.org/W4284969491","https://openalex.org/W4312933868","https://openalex.org/W6912565237"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"This":[0],"paper":[1],"explores":[2],"the":[3,20,92],"deployment":[4],"of":[5,22,96],"Stable":[6],"Diffusion":[7],"instances":[8],"in":[9,19,35,57,108],"educational":[10],"settings,":[11],"particularly":[12],"focusing":[13],"on":[14],"addressing":[15],"resource":[16],"allocation":[17],"challenges":[18],"context":[21],"interactive":[23,104],"GPU-enabled":[24,105],"machine":[25],"learning":[26],"(ML)":[27],"workloads.":[28],"Traditional":[29],"approaches":[30],"to":[31,46,102],"providing":[32],"GPU":[33,45,74],"resources":[34,84],"High-Performance":[36],"Computing":[37],"(HPC)":[38],"environments":[39],"often":[40],"involve":[41],"assigning":[42],"a":[43,58,67,79],"full":[44],"each":[47],"user,":[48],"which":[49],"can":[50],"be":[51],"cost-prohibitive":[52],"and":[53,73,94,99],"inefficient":[54],"for":[55,81],"students":[56],"classroom.":[59],"To":[60],"overcome":[61],"this":[62],"limitation,":[63],"we":[64],"deploy":[65,103],"with":[66],"novel":[68],"solution":[69],"leveraging":[70],"Kubernetes":[71,98],"(k8s)":[72],"sharing":[75],"through":[76],"Open":[77,100],"OnDemand,":[78],"platform":[80],"accessing":[82],"HPC":[83],"via":[85],"web":[86],"interfaces.":[87],"Our":[88],"innovative":[89],"approach":[90],"demonstrates":[91],"feasibility":[93],"effectiveness":[95],"employing":[97],"OnDemand":[101],"ML":[106],"workloads":[107],"classroom":[109],"environments.":[110]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}