{"id":"https://openalex.org/W3110541413","doi":"https://doi.org/10.1145/3426422.3426979","title":"Pricing Python parallelism: a dynamic language cost model for heterogeneous platforms","display_name":"Pricing Python parallelism: a dynamic language cost model for heterogeneous platforms","publication_year":2020,"publication_date":"2020-11-15","ids":{"openalex":"https://openalex.org/W3110541413","doi":"https://doi.org/10.1145/3426422.3426979","mag":"3110541413"},"language":"en","primary_location":{"id":"doi:10.1145/3426422.3426979","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3426422.3426979","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM SIGPLAN International Symposium on Dynamic Languages","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.gla.ac.uk/view/author/36563.html>","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027135948","display_name":"Dejice Jacob","orcid":"https://orcid.org/0000-0002-4137-0353"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dejice Jacob","raw_affiliation_strings":["University of Glasgow, UK"],"raw_orcid":"https://orcid.org/0000-0002-4137-0353","affiliations":[{"raw_affiliation_string":"University of Glasgow, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047010988","display_name":"Phil Trinder","orcid":"https://orcid.org/0000-0003-0190-7010"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Phil Trinder","raw_affiliation_strings":["University of Glasgow, UK"],"raw_orcid":"https://orcid.org/0000-0003-0190-7010","affiliations":[{"raw_affiliation_string":"University of Glasgow, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064718447","display_name":"Jeremy Singer","orcid":"https://orcid.org/0000-0001-9462-6802"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jeremy Singer","raw_affiliation_strings":["University of Glasgow, UK"],"raw_orcid":"https://orcid.org/0000-0001-9462-6802","affiliations":[{"raw_affiliation_string":"University of Glasgow, UK","institution_ids":["https://openalex.org/I7882870"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I7882870"],"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":"201","issue":null,"first_page":"29","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9995999932289124,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9976000189781189,"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"}},{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9919000267982483,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8995866179466248},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.8573700785636902},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.7214634418487549},{"id":"https://openalex.org/keywords/just-in-time-compilation","display_name":"Just-in-time compilation","score":0.6475918889045715},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6242300271987915},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.5739074349403381},{"id":"https://openalex.org/keywords/dynamic-compilation","display_name":"Dynamic compilation","score":0.4478338062763214},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4397929310798645}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8995866179466248},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.8573700785636902},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.7214634418487549},{"id":"https://openalex.org/C76782552","wikidata":"https://www.wikidata.org/wiki/Q110546","display_name":"Just-in-time compilation","level":3,"score":0.6475918889045715},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6242300271987915},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.5739074349403381},{"id":"https://openalex.org/C8767382","wikidata":"https://www.wikidata.org/wiki/Q1058454","display_name":"Dynamic compilation","level":3,"score":0.4478338062763214},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4397929310798645}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3426422.3426979","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3426422.3426979","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM SIGPLAN International Symposium on Dynamic Languages","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.gla.ac.uk:226320","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/36563.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:226320","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/36563.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2029244016","display_name":"DTP - University of Glasgow","funder_award_id":"EP/M508056/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G2579219253","display_name":null,"funder_award_id":"EP/L000687/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3168390544","display_name":null,"funder_award_id":"EP/M508056","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4385236312","display_name":"Capable VMs","funder_award_id":"EP/V000349/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7362665925","display_name":null,"funder_award_id":"EP/M508056/1, EP/L000725/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7614107872","display_name":null,"funder_award_id":"1638780","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W91689834","https://openalex.org/W890264500","https://openalex.org/W1494930385","https://openalex.org/W1965742121","https://openalex.org/W1981896890","https://openalex.org/W1985462363","https://openalex.org/W2014353453","https://openalex.org/W2038666141","https://openalex.org/W2053321753","https://openalex.org/W2074743336","https://openalex.org/W2076285066","https://openalex.org/W2086891775","https://openalex.org/W2101512691","https://openalex.org/W2105545110","https://openalex.org/W2111379929","https://openalex.org/W2113282196","https://openalex.org/W2126545654","https://openalex.org/W2134616937","https://openalex.org/W2138163628","https://openalex.org/W2142769604","https://openalex.org/W2147621157","https://openalex.org/W2153190325","https://openalex.org/W2162343223","https://openalex.org/W2239144794","https://openalex.org/W2245493112","https://openalex.org/W2559932280","https://openalex.org/W2595314725","https://openalex.org/W2793738497","https://openalex.org/W2884300176","https://openalex.org/W2929786106","https://openalex.org/W2954615592","https://openalex.org/W2964456834","https://openalex.org/W2979745275","https://openalex.org/W3105115110"],"related_works":["https://openalex.org/W2086394627","https://openalex.org/W3094026940","https://openalex.org/W168456742","https://openalex.org/W2103362613","https://openalex.org/W3195007140","https://openalex.org/W3129216300","https://openalex.org/W2061483729","https://openalex.org/W2921326579","https://openalex.org/W3162397251","https://openalex.org/W3153841236"],"abstract_inverted_index":{"Execution":[0],"times":[1],"may":[2],"be":[3],"reduced":[4],"by":[5],"offloading":[6],"parallel":[7],"loop":[8,59],"nests":[9,60],"to":[10,25],"a":[11,22],"GPU.":[12],"Auto-parallelizing":[13],"compilers":[14],"are":[15],"common":[16],"for":[17,66],"static":[18],"languages,":[19],"often":[20],"using":[21],"cost":[23],"model":[24],"determine":[26],"when":[27],"the":[28,34],"GPU":[29,70],"execution":[30],"speed":[31],"will":[32],"outweigh":[33],"offload":[35],"overheads.":[36],"Nowadays":[37],"scientific":[38],"software":[39],"is":[40],"increasingly":[41],"written":[42],"in":[43],"dynamic":[44],"languages":[45],"and":[46,61,69],"would":[47],"benefit":[48],"from":[49],"compute":[50],"accelerators.":[51],"The":[52],"ALPyNA":[53],"framework":[54],"analyses":[55],"moderately":[56],"complex":[57],"Python":[58],"automatically":[62],"JIT":[63],"compiles":[64],"code":[65],"heterogeneous":[67],"CPU":[68],"architectures.":[71]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}