{"id":"https://openalex.org/W3165721526","doi":"https://doi.org/10.1109/mcse.2021.3082864","title":"High-Productivity Parallelism With Python Plus Packages (But Without a Cluster)","display_name":"High-Productivity Parallelism With Python Plus Packages (But Without a Cluster)","publication_year":2021,"publication_date":"2021-05-21","ids":{"openalex":"https://openalex.org/W3165721526","doi":"https://doi.org/10.1109/mcse.2021.3082864","mag":"3165721526"},"language":"en","primary_location":{"id":"doi:10.1109/mcse.2021.3082864","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcse.2021.3082864","pdf_url":null,"source":{"id":"https://openalex.org/S107923245","display_name":"Computing in Science & Engineering","issn_l":"1521-9615","issn":["1521-9615","1558-366X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320061","host_organization_name":"AIP Publishing","host_organization_lineage":["https://openalex.org/P4310320061","https://openalex.org/P4310320257"],"host_organization_lineage_names":["AIP Publishing","American Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing in Science & Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://digital.lib.washington.edu/bitstreams/dab5d3d8-5e14-46c3-9c2a-98067085226d/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038230358","display_name":"John Bartlett","orcid":"https://orcid.org/0000-0003-0516-3709"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John Bartlett","raw_affiliation_strings":["University of Washington-Seattle, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington-Seattle, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090421086","display_name":"Chris Uchytil","orcid":null},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chris Uchytil","raw_affiliation_strings":["University of Washington-Seattle, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington-Seattle, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072289905","display_name":"Duane Storti","orcid":"https://orcid.org/0000-0002-9880-2022"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Duane Storti","raw_affiliation_strings":["University of Washington-Seattle, Seattle, WA, USA"],"raw_orcid":"https://orcid.org/0000-0002-9880-2022","affiliations":[{"raw_affiliation_string":"University of Washington-Seattle, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I201448701"],"apc_list":null,"apc_paid":null,"fwci":0.1485,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.39816307,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"23","issue":"4","first_page":"38","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10514","display_name":"Numerical methods in engineering","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10514","display_name":"Numerical methods in engineering","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11263","display_name":"Electromagnetic Simulation and Numerical Methods","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8721668720245361},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.8514779806137085},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.807375967502594},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.6386480331420898},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.6074876189231873},{"id":"https://openalex.org/keywords/cuda","display_name":"CUDA","score":0.5904257297515869},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.4561748504638672},{"id":"https://openalex.org/keywords/supercomputer","display_name":"Supercomputer","score":0.4548008441925049},{"id":"https://openalex.org/keywords/automatic-parallelization","display_name":"Automatic parallelization","score":0.4366159439086914},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.4351210296154022},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3306812047958374}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8721668720245361},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.8514779806137085},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.807375967502594},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.6386480331420898},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.6074876189231873},{"id":"https://openalex.org/C2778119891","wikidata":"https://www.wikidata.org/wiki/Q477690","display_name":"CUDA","level":2,"score":0.5904257297515869},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.4561748504638672},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.4548008441925049},{"id":"https://openalex.org/C164833996","wikidata":"https://www.wikidata.org/wiki/Q2323839","display_name":"Automatic parallelization","level":3,"score":0.4366159439086914},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4351210296154022},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3306812047958374}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mcse.2021.3082864","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcse.2021.3082864","pdf_url":null,"source":{"id":"https://openalex.org/S107923245","display_name":"Computing in Science & Engineering","issn_l":"1521-9615","issn":["1521-9615","1558-366X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320061","host_organization_name":"AIP Publishing","host_organization_lineage":["https://openalex.org/P4310320061","https://openalex.org/P4310320257"],"host_organization_lineage_names":["AIP Publishing","American Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing in Science & Engineering","raw_type":"journal-article"},{"id":"pmh:oai:digital.lib.washington.edu:1773/46935","is_oa":true,"landing_page_url":"http://hdl.handle.net/1773/46935","pdf_url":"https://digital.lib.washington.edu/bitstreams/dab5d3d8-5e14-46c3-9c2a-98067085226d/download","source":{"id":"https://openalex.org/S4306401128","display_name":"ResearchWorks at the University of Washington (University of Washington)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201448701","host_organization_name":"University of Washington","host_organization_lineage":["https://openalex.org/I201448701"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:digital.lib.washington.edu:1773/46935","is_oa":true,"landing_page_url":"http://hdl.handle.net/1773/46935","pdf_url":"https://digital.lib.washington.edu/bitstreams/dab5d3d8-5e14-46c3-9c2a-98067085226d/download","source":{"id":"https://openalex.org/S4306401128","display_name":"ResearchWorks at the University of Washington (University of Washington)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201448701","host_organization_name":"University of Washington","host_organization_lineage":["https://openalex.org/I201448701"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G497077421","display_name":null,"funder_award_id":"W911NF-17-1-0595","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"}],"funders":[{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3165721526.pdf"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1538912020","https://openalex.org/W1591608973","https://openalex.org/W2012828992","https://openalex.org/W2273879208","https://openalex.org/W2587288333","https://openalex.org/W2611234013","https://openalex.org/W2753683498","https://openalex.org/W2755637799","https://openalex.org/W3128829735","https://openalex.org/W3135394996"],"related_works":["https://openalex.org/W3013976982","https://openalex.org/W1984303163","https://openalex.org/W1504651774","https://openalex.org/W2521117258","https://openalex.org/W1577309527","https://openalex.org/W4321009748","https://openalex.org/W1970675128","https://openalex.org/W2028715895","https://openalex.org/W3165721526","https://openalex.org/W2324612144"],"abstract_inverted_index":{"We":[0],"present":[1],"two":[2,112],"computing":[3,48,61],"projects,":[4],"peridynamics":[5,69],"simulation":[6],"and":[7,92,119],"numerical":[8,106],"integration":[9,107],"on":[10,63,99,108],"implicit":[11,109],"domains,":[12],"for":[13],"which":[14],"we":[15,50],"realized":[16],"high":[17],"performance":[18,149],"implementations":[19,56],"using":[20],"Python":[21,91,129],"with":[22],"appropriate":[23],"packages.":[24],"The":[25],"problems":[26,45],"are":[27],"sufficiently":[28],"compute":[29],"intensive":[30],"that":[31,57,145],"a":[32,47,64,100],"straightforward":[33],"serial":[34],"implementation":[35],"is":[36,79],"prohibitively":[37],"slow.":[38],"While":[39],"conventional":[40],"wisdom":[41],"suggests":[42],"moving":[43],"such":[44],"onto":[46],"cluster,":[49],"very":[51],"directly":[52],"produced":[53],"high-performance":[54],"parallel":[55,98],"effectively":[58],"perform":[59],"the":[60,68,71],"tasks":[62],"single":[65],"GPU.":[66,102],"For":[67],"application,":[70],"only":[72,131],"package":[73],"needed":[74],"in":[75,90,97,137],"addition":[76],"to":[77,86,95,105,115,122],"Numpy":[78],"Numba":[80],"whose":[81],"just-in-time":[82],"compiler":[83],"allows":[84],"us":[85],"write":[87],"kernel":[88],"functions":[89],"compile":[93],"them":[94],"run":[96],"CUDA-enabled":[101],"Our":[103],"approach":[104],"domains":[110],"invokes":[111],"additional":[113],"packages":[114],"support":[116],"interval":[117],"arithmetic":[118],"dynamic":[120,134],"parallelism":[121,135],"enable":[123],"tree-structured":[124],"recursive":[125],"refinement.":[126],"Use":[127],"of":[128,142],"(with":[130],"kernels":[132],"requiring":[133],"written":[136],"C)":[138],"enabled":[139],"rapid":[140],"development":[141],"concise":[143],"code":[144],"successfully":[146],"achieves":[147],"significant":[148],"enhancement.":[150]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}