{"id":"https://openalex.org/W4388697601","doi":"https://doi.org/10.1145/3581784.3627042","title":"Scaling the \u201cMemory Wall\u201d for Multi-Dimensional Seismic Processing with Algebraic Compression on Cerebras CS-2 Systems","display_name":"Scaling the \u201cMemory Wall\u201d for Multi-Dimensional Seismic Processing with Algebraic Compression on Cerebras CS-2 Systems","publication_year":2023,"publication_date":"2023-11-11","ids":{"openalex":"https://openalex.org/W4388697601","doi":"https://doi.org/10.1145/3581784.3627042"},"language":"en","primary_location":{"id":"doi:10.1145/3581784.3627042","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581784.3627042","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581784.3627042","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3581784.3627042","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017526753","display_name":"Hatem Ltaief","orcid":"https://orcid.org/0000-0002-6897-1095"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hatem Ltaief","raw_affiliation_strings":["King Abdullah University of Science and Technology, Thuwal, Western Province, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-6897-1095","affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology, Thuwal, Western Province, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046043219","display_name":"Yuxi Hong","orcid":"https://orcid.org/0000-0002-0741-6602"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Yuxi Hong","raw_affiliation_strings":["King Abdullah University of Science and Technology, yuxi.hong@kaust.edu.sa, Western Province, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-0741-6602","affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology, yuxi.hong@kaust.edu.sa, Western Province, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014335702","display_name":"Leighton Wilson","orcid":"https://orcid.org/0000-0003-1676-8156"},"institutions":[{"id":"https://openalex.org/I4401726927","display_name":"Cerebras Systems (United States)","ror":"https://ror.org/040zz8080","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726927"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Leighton Wilson","raw_affiliation_strings":["Cerebras Systems, Inc., Sunnyvale, California, United States of America"],"raw_orcid":"https://orcid.org/0000-0003-1676-8156","affiliations":[{"raw_affiliation_string":"Cerebras Systems, Inc., Sunnyvale, California, United States of America","institution_ids":["https://openalex.org/I4401726927"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077299278","display_name":"Mathias Jacquelin","orcid":"https://orcid.org/0000-0002-3137-166X"},"institutions":[{"id":"https://openalex.org/I4401726927","display_name":"Cerebras Systems (United States)","ror":"https://ror.org/040zz8080","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726927"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mathias Jacquelin","raw_affiliation_strings":["Cerebras Systems, Inc., Sunnyvale, California, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-3137-166X","affiliations":[{"raw_affiliation_string":"Cerebras Systems, Inc., Sunnyvale, California, United States of America","institution_ids":["https://openalex.org/I4401726927"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063220292","display_name":"Matteo Ravasi","orcid":"https://orcid.org/0000-0003-0020-2721"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Matteo Ravasi","raw_affiliation_strings":["King Abdullah University of Science and Technology (KAUST), Thuwal, Western Province, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-0020-2721","affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology (KAUST), Thuwal, Western Province, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021283893","display_name":"David E. Keyes","orcid":"https://orcid.org/0000-0002-4052-7224"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"David Elliot Keyes","raw_affiliation_strings":["King Abdullah University of Science and Technology (KAUST), Thuwal, Western Province, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-4052-7224","affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology (KAUST), Thuwal, Western Province, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10572","display_name":"Geophysical and Geoelectrical Methods","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7228897213935852},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6342734098434448},{"id":"https://openalex.org/keywords/memory-bandwidth","display_name":"Memory bandwidth","score":0.6156936883926392},{"id":"https://openalex.org/keywords/memory-footprint","display_name":"Memory footprint","score":0.5659990906715393},{"id":"https://openalex.org/keywords/static-random-access-memory","display_name":"Static random-access memory","score":0.514281690120697},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.480964332818985},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.44657179713249207},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4105414152145386},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35745692253112793},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.2622585594654083}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7228897213935852},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6342734098434448},{"id":"https://openalex.org/C188045654","wikidata":"https://www.wikidata.org/wiki/Q17148339","display_name":"Memory bandwidth","level":2,"score":0.6156936883926392},{"id":"https://openalex.org/C74912251","wikidata":"https://www.wikidata.org/wiki/Q6815727","display_name":"Memory footprint","level":2,"score":0.5659990906715393},{"id":"https://openalex.org/C68043766","wikidata":"https://www.wikidata.org/wiki/Q267416","display_name":"Static random-access memory","level":2,"score":0.514281690120697},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.480964332818985},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.44657179713249207},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4105414152145386},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35745692253112793},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.2622585594654083},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3581784.3627042","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581784.3627042","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581784.3627042","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"},{"id":"pmh:oai:escholarship.org:ark:/13030/qt8gf591hb","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/8gf591hb","pdf_url":"https://escholarship.org/content/qt8gf591hb/qt8gf591hb.pdf","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:repository.kaust.edu.sa:10754/694388","is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/694388","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":{"id":"doi:10.1145/3581784.3627042","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581784.3627042","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581784.3627042","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320322320","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388697601.pdf","grobid_xml":"https://content.openalex.org/works/W4388697601.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1547507450","https://openalex.org/W1602760118","https://openalex.org/W1712535590","https://openalex.org/W1929736935","https://openalex.org/W1974786074","https://openalex.org/W1981443498","https://openalex.org/W2018419001","https://openalex.org/W2064047914","https://openalex.org/W2088536107","https://openalex.org/W2117756735","https://openalex.org/W2118104957","https://openalex.org/W2124793784","https://openalex.org/W2154902062","https://openalex.org/W2159994240","https://openalex.org/W2160774872","https://openalex.org/W2169370352","https://openalex.org/W2276076090","https://openalex.org/W2296667344","https://openalex.org/W2612290557","https://openalex.org/W2747107764","https://openalex.org/W2769518350","https://openalex.org/W2803588824","https://openalex.org/W2941166818","https://openalex.org/W2963683362","https://openalex.org/W2963754333","https://openalex.org/W2994639484","https://openalex.org/W3035137910","https://openalex.org/W3099990694","https://openalex.org/W3121496191","https://openalex.org/W3161620474","https://openalex.org/W3192143344","https://openalex.org/W3196146255","https://openalex.org/W3198776795","https://openalex.org/W3198976408","https://openalex.org/W4221054631","https://openalex.org/W4240774490","https://openalex.org/W4285168406","https://openalex.org/W4292169167"],"related_works":["https://openalex.org/W2085047658","https://openalex.org/W4386302689","https://openalex.org/W2068996722","https://openalex.org/W4396520111","https://openalex.org/W3193699965","https://openalex.org/W4319917399","https://openalex.org/W3035490917","https://openalex.org/W4200309432","https://openalex.org/W1907136119","https://openalex.org/W2929170389"],"abstract_inverted_index":{"We":[0],"exploit":[1],"the":[2,52,69,78,100,137],"high":[3],"memory":[4,86,122],"bandwidth":[5,123],"of":[6,68,104,117,124,139,147,155],"AI-customized":[7,140],"Cerebras":[8,105],"CS-2":[9,113],"systems":[10,114],"for":[11,66],"seismic":[12,22,49,96,148],"processing.":[13],"By":[14,84],"leveraging":[15],"low-rank":[16,60],"matrix":[17],"approximation,":[18],"we":[19,55,92],"fit":[20,93],"memory-hungry":[21],"applications":[23],"onto":[24,111],"memory-austere":[25],"SRAM":[26],"wafer-scale":[27],"hardware,":[28],"thus":[29],"addressing":[30],"a":[31,94,120,132,144],"challenge":[32],"arising":[33],"in":[34,48,51,72,115],"many":[35],"wave-equation-based":[36],"algorithms":[37,149],"that":[38,135,150],"rely":[39],"on":[40,126],"Multi-Dimensional":[41,79],"Convolution":[42],"(MDC)":[43],"operators.":[44],"Exploiting":[45],"sparsity":[46],"inherent":[47],"data":[50],"frequency":[53],"domain,":[54],"implement":[56],"embarrassingly":[57],"parallel":[58],"tile":[59],"matrix-vector":[61],"multiplications":[62],"(TLR-MVM),":[63],"which":[64],"account":[65],"most":[67],"elapsed":[70],"time":[71],"MDC":[73],"operations,":[74],"to":[75,142],"successfully":[76],"solve":[77],"Deconvolution":[80],"(MDD)":[81],"inverse":[82],"problem.":[83],"reducing":[85],"footprint":[87],"along":[88],"with":[89],"arithmetic":[90],"complexity,":[91],"standard":[95],"benchmark":[97],"dataset":[98],"into":[99],"small":[101],"local":[102],"memories":[103],"processing":[106,130],"elements.":[107],"Deploying":[108],"TLR-MVM":[109],"execution":[110],"48":[112],"support":[116],"MDD":[118],"gives":[119],"sustained":[121],"92.58PB/s":[125],"35,":[127],"784,":[128],"000":[129],"elements,":[131],"significant":[133],"milestone":[134],"highlights":[136],"capabilities":[138],"architectures":[141],"enable":[143],"new":[145],"generation":[146],"will":[151],"empower":[152],"multiple":[153],"technologies":[154],"our":[156],"low-carbon":[157],"future.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
