Portable Acceleration of CMS Computing Workflows with Coprocessors as a Service
| dc.authorscopusid | 58579035000 | |
| dc.authorscopusid | 35222495600 | |
| dc.authorscopusid | 56217303000 | |
| dc.authorscopusid | 57222730792 | |
| dc.authorscopusid | 56236454000 | |
| dc.authorscopusid | 55470759900 | |
| dc.authorscopusid | 55536858600 | |
| dc.contributor.author | Hayrapetyan,A. | |
| dc.contributor.author | Tumasyan,A. | |
| dc.contributor.author | Adam,W. | |
| dc.contributor.author | Andrejkovic,J.W. | |
| dc.contributor.author | Bergauer,T. | |
| dc.contributor.author | Chatterjee,S. | |
| dc.contributor.author | García,C.L. | |
| dc.date.accessioned | 2024-10-15T20:23:36Z | |
| dc.date.available | 2024-10-15T20:23:36Z | |
| dc.date.issued | 2024 | |
| dc.department | Okan University | en_US |
| dc.department-temp | Hayrapetyan A., Yerevan Physics Institute, Yerevan, Armenia; Tumasyan A., Yerevan Physics Institute, Yerevan, Armenia, Yerevan State University, Yerevan, Armenia; Adam W., Institut für Hochenergiephysik, Vienna, Austria; Andrejkovic J.W., Institut für Hochenergiephysik, Vienna, Austria; Bergauer T., Institut für Hochenergiephysik, Vienna, Austria; Chatterjee S., Institut für Hochenergiephysik, Vienna, Austria; Damanakis K., Institut für Hochenergiephysik, Vienna, Austria; Dragicevic M., Institut für Hochenergiephysik, Vienna, Austria; Hussain P.S., Institut für Hochenergiephysik, Vienna, Austria; Jeitler M., Institut für Hochenergiephysik, Vienna, Austria, TU Wien, Vienna, Austria; Krammer N., Institut für Hochenergiephysik, Vienna, Austria; Li A., Institut für Hochenergiephysik, Vienna, Austria; Liko D., Institut für Hochenergiephysik, Vienna, Austria; Mikulec I., Institut für Hochenergiephysik, Vienna, Austria; Schieck J., Institut für Hochenergiephysik, Vienna, Austria, TU Wien, Vienna, Austria; Schöfbeck R., Institut für Hochenergiephysik, Vienna, Austria; Schwarz D., Institut für Hochenergiephysik, Vienna, Austria; Sonawane M., Institut für Hochenergiephysik, Vienna, Austria; Templ S., Institut für Hochenergiephysik, Vienna, Austria; Waltenberger W., Institut für Hochenergiephysik, Vienna, Austria; Wulz C.-E., Institut für Hochenergiephysik, Vienna, Austria, TU Wien, Vienna, Austria; Darwish M.R., Universiteit Antwerpen, Antwerpen, Belgium, Institute of Basic and Applied Sciences, Faculty of Engineering, Arab Academy for Science, Technology and Maritime Transport, Alexandria, Egypt; Janssen T., Universiteit Antwerpen, Antwerpen, Belgium; Mechelen P.V., Universiteit Antwerpen, Antwerpen, Belgium; Bols E.S., Vrije Universiteit Brussel, Brussel, Belgium; D’Hondt J., Vrije Universiteit Brussel, Brussel, Belgium; Dansana S., Vrije Universiteit Brussel, Brussel, Belgium; De Moor A., Vrije Universiteit Brussel, Brussel, Belgium; Delcourt M., Vrije Universiteit Brussel, Brussel, Belgium; Faham H.E., Vrije Universiteit Brussel, Brussel, Belgium; Lowette S., Vrije Universiteit Brussel, Brussel, Belgium; Makarenko I., Vrije Universiteit Brussel, Brussel, Belgium; Müller D., Vrije Universiteit Brussel, Brussel, Belgium; Sahasransu A.R., Vrije Universiteit Brussel, Brussel, Belgium; Tavernier S., Vrije Universiteit Brussel, Brussel, Belgium; Tytgat M., Vrije Universiteit Brussel, Brussel, Belgium, Ghent University, Ghent, Belgium; Onsem G.P.V., Vrije Universiteit Brussel, Brussel, Belgium; Putte S.V., Vrije Universiteit Brussel, Brussel, Belgium; Vannerom D., Vrije Universiteit Brussel, Brussel, Belgium; Clerbaux B., Université Libre de Bruxelles, Bruxelles, Belgium; Das A.K., Université Libre de Bruxelles, Bruxelles, Belgium; De Lentdecker G., Université Libre de Bruxelles, Bruxelles, Belgium; Favart L., Université Libre de Bruxelles, Bruxelles, Belgium; Gianneios P., Université Libre de Bruxelles, Bruxelles, Belgium; Hohov D., Université Libre de Bruxelles, Bruxelles, Belgium; Jaramillo J., Université Libre de Bruxelles, Bruxelles, Belgium; Khalilzadeh A., Université Libre de Bruxelles, Bruxelles, Belgium; Khan F.A., Université Libre de Bruxelles, Bruxelles, Belgium; Lee K., Université Libre de Bruxelles, Bruxelles, Belgium; Mahdavikhorrami M., Université Libre de Bruxelles, Bruxelles, Belgium; Malara A., Université Libre de Bruxelles, Bruxelles, Belgium; Paredes S., Université Libre de Bruxelles, Bruxelles, Belgium; Thomas L., Université Libre de Bruxelles, Bruxelles, Belgium; Bemden M.V., Université Libre de Bruxelles, Bruxelles, Belgium; Velde C.V., Université Libre de Bruxelles, Bruxelles, Belgium; Vanlaer P., Université Libre de Bruxelles, Bruxelles, Belgium; De Coen M., Ghent University, Ghent, Belgium; Dobur D., Ghent University, Ghent, Belgium; Hong Y., Ghent University, Ghent, Belgium; Knolle J., Ghent University, Ghent, Belgium; Lambrecht L., Ghent University, Ghent, Belgium; Mestdach G., Ghent University, Ghent, Belgium; Amarilo K.M., Ghent University, Ghent, Belgium; Rendón C., Ghent University, Ghent, Belgium; Samalan A., Ghent University, Ghent, Belgium; Skovpen K., Ghent University, Ghent, Belgium; Bossche N.V.D., Ghent University, Ghent, Belgium; Linden J.V.D., Ghent University, Ghent, Belgium; Wezenbeek L., Ghent University, Ghent, Belgium; Benecke A., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Bethani A., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Bruno G., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Caputo C., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Delaere C., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Donertas I.S., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Giammanco A., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Jaffel K., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Jain S., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Lemaitre V., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Lidrych J., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Mastrapasqua P., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Mondal K., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Tran T.T., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Wertz S., Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Alves G.A., Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil; Coelho E., Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil; Hensel C., Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil; De Oliveira T.M., Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil; Moraes A., Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil; Teles P.R., Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil; Soeiro M., Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil; Júnior W.L.A., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Pereira M.A.G., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Filho M.B.F., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Malbouisson H.B., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Carvalho W., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Chinellato J., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil, Universidade Estadual de Campinas, Campinas, Brazil; Da Costa E.M., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Da Silveira G.G., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil, Federal University of Rio Grande do Sul, Porto Alegre, Brazil; De Jesus Damiao D., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; De Souza S.F., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; De Souza R.G., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Martins J., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil, UFMS, Nova Andradina, Brazil; Herrera C.M., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Mundim L., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Nogima H., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Pinheiro J.P., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Santoro A., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Sznajder A., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Thiel M., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Pereira A.V., Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil; Bernardes C.A., Universidade Estadual Paulista, Universidade Federal do ABC, São Paulo, Brazil, Federal University of Rio Grande do Sul, Porto Alegre, Brazil; Calligaris L., Universidade Estadual Paulista, Universidade Federal do ABC, São Paulo, Brazil; Tomei T.R.F.P., Universidade Estadual Paulista, Universidade Federal do ABC, São Paulo, Brazil; Gregores E.M., Universidade Estadual Paulista, Universidade Federal do ABC, São Paulo, Brazil; Mercadante P.G., Universidade Estadual Paulista, Universidade Federal do ABC, São Paulo, Brazil; Novaes S.F., Universidade Estadual Paulista, Universidade Federal do ABC, São Paulo, Brazil; Orzari B., Universidade Estadual Paulista, Universidade Federal do ABC, São Paulo, Brazil; Padula S.S., Universidade Estadual Paulista, Universidade Federal do ABC, São Paulo, Brazil; Aleksandrov A., Institute for Nuclear Research and Nuclear Energy, Bulgarian Academy of Sciences, Sofia, Bulgaria; Antchev G., Institute for Nuclear Research and Nuclear Energy, Bulgarian Academy of Sciences, Sofia, Bulgaria; Hadjiiska R., Institute for Nuclear Research and Nuclear Energy, Bulgarian Academy of Sciences, Sofia, Bulgaria; Iaydjiev P., Institute for Nuclear Research and Nuclear Energy, Bulgarian Academy of Sciences, Sofia, Bulgaria; Misheva M., Institute for Nuclear Research and Nuclear Energy, Bulgarian Academy of Sciences, Sofia, Bulgaria; Shopova M., Institute for Nuclear Research and Nuclear Energy, Bulgarian Academy of Sciences, Sofia, Bulgaria; Sultanov G., Institute for Nuclear Research and Nuclear Energy, Bulgarian Academy of Sciences, Sofia, Bulgaria; Dimitrov A., University of Sofia, Sofia, Bulgaria; Litov L., University of Sofia, Sofia, Bulgaria; Pavlov B., University of Sofia, Sofia, Bulgaria; Petkov P., University of Sofia, Sofia, Bulgaria; Petrov A., University of Sofia, Sofia, Bulgaria; Shumka E., University of Sofia, Sofia, Bulgaria; Keshri S., Instituto De Alta Investigación, Universidad de Tarapacá, Casilla 7 D, Arica, Chile; Thakur S., Instituto De Alta Investigación, Universidad de Tarapacá, Casilla 7 D, Arica, Chile; Cheng T., Beihang University, Beijing, China; Javaid T., Beihang University, Beijing, China; Yuan L., Beihang University, Beijing, China; Hu Z., Department of Physics, Tsinghua University, Beijing, China; Liu J., Department of Physics, Tsinghua University, Beijing, China; Yi K., Department of Physics, Tsinghua University, Beijing, China, Nanjing Normal University, Nanjing, China, Now at The University of Iowa, Iowa, United States; Chen G.M., Institute of High Energy Physics, Beijing, China, University of Chinese Academy of Sciences, Beijing, China; Chen H.S., Institute of High Energy Physics, Beijing, China, University of Chinese Academy of Sciences, Beijing, China; Chen M., Institute of High Energy Physics, Beijing, China, University of Chinese Academy of Sciences, Beijing, China; Iemmi F., Institute of High Energy Physics, Beijing, China; Jiang C.H., Institute of High Energy Physics, Beijing, China; Kapoor A., Institute of High Energy Physics, Beijing, China, China Center of Advanced Science and Technology, Beijing, China; Liao H., Institute of High Energy Physics, Beijing, China; Liu Z.-A., Institute of High Energy Physics, Beijing, China, University of Chinese Academy of Sciences, Beijing, China; Sharma R., Institute of High Energy Physics, Beijing, China, China Spallation Neutron Source, Guangdong, China; Song J.N., Institute of High Energy Physics, Beijing, China, University of Chinese Academy of Sciences, Beijing, China; Tao J., Institute of High Energy Physics, Beijing, China; Wang C., Institute of High Energy Physics, Beijing, China, University of Chinese Academy of Sciences, Beijing, China; Wang J., Institute of High Energy Physics, Beijing, China; Wang Z., Institute of High Energy Physics, Beijing, China, University of Chinese Academy of Sciences, Beijing, China; Zhang H., Institute of High Energy Physics, Beijing, China; Agapitos A., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Ban Y., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Levin A., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Li C., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Li Q., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Mao Y., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Qian S.J., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Sun X., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Wang D., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Yang H., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Zhang L., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; Zhou C., State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China; You Z., Sun Yat-sen University, Guangzhou, China; Lu N., University of Science and Technology of China, Hefei, China; Bauer G., Nanjing Normal University, Nanjing, China, Now at Henan Normal University, Xinxiang, China; Gao X., Université Libre de Bruxelles, Bruxelles, Belgium, Institute of Modern Physics and Key Laboratory of Nuclear Physics and Ion-beam Application (MOE) - Fudan University, Shanghai, China; Leggat D., Institute of Modern Physics and Key Laboratory of Nuclear Physics and Ion-beam Application (MOE) - Fudan University, Shanghai, China; Okawa H., Institute of Modern Physics and Key Laboratory of Nuclear Physics and Ion-beam Application (MOE) - Fudan University, Shanghai, China; Lin Z., Zhejiang University, Hangzhou, Zhejiang, China; Lu C., Zhejiang University, Hangzhou, Zhejiang, China; Xiao M., Zhejiang University, Hangzhou, Zhejiang, China, The University of Kansas, Lawrence, KS, United States; Avila C., Universidad de Los Andes, Bogota, Colombia; Trujillo D.A.B., Universidad de Los Andes, Bogota, Colombia; Cabrera A., Universidad de Los Andes, Bogota, Colombia; Florez C., Universidad de Los Andes, Bogota, Colombia; Fraga J., Universidad de Los Andes, Bogota, Colombia; Vega J.A.R., Universidad de Los Andes, Bogota, Colombia; Guisao J.M., Universidad de Antioquia, Medellin, Colombia; Ramirez F., Universidad de Antioquia, Medellin, Colombia; Rodriguez M., Universidad de Antioquia, Medellin, Colombia; Alvarez J.D.R., Universidad de Antioquia, Medellin, Colombia; Giljanovic D., University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Split, Croatia; Godinovic N., University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Split, Croatia; Lelas D., University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Split, Croatia; Sculac A., University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Split, Croatia; Kovac M., Faculty of Science, University of Split, Split, Croatia; Sculac T., Faculty of Science, University of Split, Split, Croatia; Bargassa P., Institute Rudjer Boskovic, Zagreb, Croatia; Brigljevic V., Institute Rudjer Boskovic, Zagreb, Croatia; Chitroda B.K., Institute Rudjer Boskovic, Zagreb, Croatia; Ferencek D., Institute Rudjer Boskovic, Zagreb, Croatia; Mishra S., Institute Rudjer Boskovic, Zagreb, Croatia; Starodumov A., Institute Rudjer Boskovic, Zagreb, Croatia, an institute or an international laboratory covered by a cooperation agreement with CERN, Geneva, Switzerland; Susa T., Institute Rudjer Boskovic, Zagreb, Croatia; Attikis A., University of Cyprus, Nicosia, Cyprus; Christoforou K., University of Cyprus, Nicosia, Cyprus; Konstantinou S., University of Cyprus, Nicosia, Cyprus; Mousa J., University of Cyprus, Nicosia, Cyprus; Nicolaou C., University of Cyprus, Nicosia, Cyprus; Ptochos F., University of Cyprus, Nicosia, Cyprus; Razis P.A., University of Cyprus, Nicosia, Cyprus; Rykaczewski H., University of Cyprus, Nicosia, Cyprus; Saka H., University of Cyprus, Nicosia, Cyprus; Stepennov A., University of Cyprus, Nicosia, Cyprus; Finger M., Charles University, Prague, Czech Republic; Finger M., Jr., Charles University, Prague, Czech Republic; Kveton A., Charles University, Prague, Czech Republic; Ayala E., Escuela Politecnica Nacional, Quito, Ecuador; Jarrin E.C., Universidad San Francisco de Quito, Quito, Ecuador; Abdelalim A.A., Academy of Scientific Research and Technology of the Arab Republic of Egypt, Egyptian Network of High Energy Physics, Cairo, Egypt, Helwan University, Cairo, Egypt, Now at Zewail City of Science and Technology, Zewail, Egypt; Salama E., Academy of Scientific Research and Technology of the Arab Republic of Egypt, Egyptian Network of High Energy Physics, Cairo, Egypt, British University in Egypt, Cairo, Egypt, Now at Ain Shams University, Cairo, Egypt; Mahmoud M.A., Center for High Energy Physics (CHEP-FU), Fayoum University, El-Fayoum, Egypt; Mohammed Y., Center for High Energy Physics (CHEP-FU), Fayoum University, El-Fayoum, Egypt; Ehataht K., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Kadastik M., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Lange T., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Nandan S., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Nielsen C., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Pata J., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Raidal M., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Tani L., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Veelken C., National Institute of Chemical Physics and Biophysics, Tallinn, Estonia; Kirschenmann H., Department of Physics, University of Helsinki, Helsinki, Finland; Osterberg K., Department of Physics, University of Helsinki, Helsinki, Finland; Voutilainen M., Department of Physics, University of Helsinki, Helsinki, Finland; Bharthuar S., Helsinki Institute of Physics, Helsinki, Finland; Brücken E., Helsinki Institute of Physics, Helsinki, Finland; Garcia F., Helsinki Institute of Physics, Helsinki, Finland; Kallonen K.T.S., Helsinki Institute of Physics, Helsinki, Finland; Kinnunen R., Helsinki Institute of Physics, Helsinki, Finland; Lampén T., Helsinki Institute of Physics, Helsinki, Finland; Lassila-Perini K., Helsinki Institute of Physics, Helsinki, Finland; Lehti S., Helsinki Institute of Physics, Helsinki, Finland; Lindén T., Helsinki Institute of Physics, Helsinki, Finland; Martikainen L., Helsinki Institute of Physics, Helsinki, Finland; Myllymäki M., Helsinki Institute of Physics, Helsinki, Finland; Rantanen M., Helsinki Institute of Physics, Helsinki, Finland; Siikonen H., Helsinki Institute of Physics, Helsinki, Finland; Tuominen E., Helsinki Institute of Physics, Helsinki, Finland; Tuominiemi J., Helsinki Institute of Physics, Helsinki, Finland; Luukka P., Lappeenranta-Lahti University of Technology, Lappeenranta, Finland; Petrow H., Lappeenranta-Lahti University of Technology, Lappeenranta, Finland; Besancon M., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Couderc F., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Dejardin M., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Denegri D., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Faure J.L., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Ferri F., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Ganjour S., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Gras P., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; de Monchenault G.H., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Lohezic V., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Malcles J., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Rander J., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Rosowsky A., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Sahin M.Ö., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Savoy-Navarro A., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France, Purdue University, West Lafayette, IN, United States; Simkina P., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Titov M., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Tornago M., IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Barrera C.B., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Beaudette F., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Perraguin A.B., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Busson P., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Cappati A., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Charlot C., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Chiusi M., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Damas F., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Davignon O., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; De Wit A., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Alves B.A.F.S., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Ghosh S., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Gilbert A., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; de Cassagnac R.G., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Hakimi A., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Harikrishnan B., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Kalipoliti L., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Liu G., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Motta J., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Nguyen M., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Ochando C., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Portales L., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Salerno R., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Sauvan J.B., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Sirois Y., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Tarabini A., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Vernazza E., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Zabi A., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Zghiche A., Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France; Agram J.-L., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France, Université de Haute Alsace, Mulhouse, France; Andrea J., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Apparu D., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Bloch D., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Brom J.-M., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Chabert E.C., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Collard C., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Falke S., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Goerlach U., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Grimault C., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; Haeberle R., Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France; 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Mamouni H.E., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Fay J., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Gascon S., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Gouzevitch M., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Greenberg C., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Grenier G., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Ille B., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Laktineh I.B., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Lethuillier M., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Mirabito L., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Perries S., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Purohit A., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Donckt M.V., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Verdier P., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Xiao J., Institut de Physique des 2 Infinis de Lyon (IP2I), Villeurbanne, France; Bagaturia I., Georgian Technical University, Tbilisi, Georgia, Ilia State University, Tbilisi, Georgia; Lomidze I., Georgian Technical University, Tbilisi, Georgia; Tsamalaidze Z., Georgian Technical University, Tbilisi, Georgia, an institute or an international laboratory covered by a cooperation agreement with CERN, Geneva, Switzerland; Botta V., RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany; Feld L., RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany; Klein K., RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany; Lipinski M., RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany; Meuser D., RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany; Pauls A., RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany; Röwert N., RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany; Teroerde M., RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany; Diekmann S., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Dodonova A., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Eich N., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Eliseev D., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Engelke F., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Erdmann J., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Erdmann M., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Fackeldey P., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Fischer B., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Hebbeker T., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Hoepfner K., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Ivone F., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Jung A., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Lee M., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Mausolf F., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Merschmeyer M., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Meyer A., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Mukherjee S., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Noll D., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Nowotny F., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Pozdnyakov A., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Rath Y., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Redjeb W., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Rehm F., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Reithler H., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Sarkar U., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Sarkisovi V., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Schmidt A., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Sharma A., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Spah J.L., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Stein A., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Da Silva De Araujo F.T., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany, The University of the State of Amazonas, Manaus, Brazil; Vigilante L., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Wiedenbeck S., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Zaleski S., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany; Dziwok C., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany; Flügge G., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany; Ahmad W.H., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany, Erzincan Binali Yildirim University, Erzincan, Turkey; Kress T., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany; Nowack A., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany; Pooth O., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany; Stahl A., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany; Ziemons T., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany; Zotz A., RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany; Petersen H.A., Deutsches Elektronen-Synchrotron, Hamburg, Germany; Martin M.A., Deutsches Elektronen-Synchrotron, Hamburg, Germany; Alimena J., Deutsches Elektronen-Synchrotron, Hamburg, Germany; Amoroso S., Deutsches Elektronen-Synchrotron, Hamburg, Germany; An Y., Deutsches Elektronen-Synchrotron, Hamburg, Germany; Baxter S., Deutsches Elektronen-Synchrotron, Hamburg, Germany | en_US |
| dc.description.abstract | Computing demands for large scientific experiments, such as the CMS experiment at the CERN LHC, will increase dramatically in the next decades. To complement the future performance increases of software running on central processing units (CPUs), explorations of coprocessor usage in data processing hold great potential and interest. Coprocessors are a class of computer processors that supplement CPUs, often improving the execution of certain functions due to architectural design choices. We explore the approach of Services for Optimized Network Inference on Coprocessors (SONIC) and study the deployment of this as-a-service approach in large-scale data processing. In the studies, we take a data processing workflow of the CMS experiment and run the main workflow on CPUs, while offloading several machine learning (ML) inference tasks onto either remote or local coprocessors, specifically graphics processing units (GPUs). With experiments performed at Google Cloud, the Purdue Tier-2 computing center, and combinations of the two, we demonstrate the acceleration of these ML algorithms individually on coprocessors and the corresponding throughput improvement for the entire workflow. This approach can be easily generalized to different types of coprocessors and deployed on local CPUs without decreasing the throughput performance. We emphasize that the SONIC approach enables high coprocessor usage and enables the portability to run workflows on different types of coprocessors. © The Author(s) 2024. | en_US |
| dc.description.sponsorship | Council of Scientific and Industrial Research, India, CSIR; Ministry of Business, Innovation and Employment, MBIE; Ministry of Education and Science, MES; Benemérita Universidad Autónoma de Puebla, BUAP; Department of Atomic Energy, Government of India, DAE; PCTI; National Academy of Sciences of Ukraine, NASU; National Science and Technology Development Agency, สวทช; National Research Foundation of Korea, NRF; MSES; Ministerio de Educación, Cultura y Deporte, MECD; National Science Foundation, NSF; Institut National de Physique Nucléaire et de Physique des Particules, IN2P3; Latvijas Zinātnes Padome; Science and Technology Facilities Council, STFC; Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional, CINVESTAV; Ministry of Science, ICT and Future Planning, MSIP; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro, FAPERJ; Ministerio de Ciencia e Innovación, MCIN; Universiti Malaya, UM; Ministry of Science and Technology, Taiwan, MOST; Hellenic Foundation for Research and Innovation, ΕΛ.ΙΔ.Ε.Κ; National Science Council, NSC; Ministry of Science,Technology and Research, MoSTR; Hispanics in Philanthropy, HIP; Instituto Nazionale di Fisica Nucleare, INFN; Secretaría de Educación Pública, SEP; Austrian Science Fund, FWF; Department of Science and Technology, Ministry of Science and Technology, India, DST; Chulalongkorn Academic; Consejo Nacional de Humanidades, Ciencias y Tecnologías, Conahcyt; Belgian Federal Science Policy Office, BELSPO; Centre National de la Recherche Scientifique, CNRS; Bundesministerium für Bildung und Forschung, BMBF; Fonds Wetenschappelijk Onderzoek, FWO; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu, TÜBİTAK; Kavli Foundation; Helmholtz-Gemeinschaft, HGF; Commissariat à l'Énergie Atomique et aux Énergies Alternatives, CEA; Research Council of Finland, AKA; Conselho Nacional de Desenvolvimento Científico e Tecnológico, CNPq; Pakistan Atomic Energy Commission, PAEC; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, CAPES; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu, TENMAK; Ministry of Education - Singapore, MOE; European Commission, EC; Ministarstvo Prosvete, Nauke i Tehnološkog Razvoja, MPNTR; Science Foundation Ireland, SFI; U.S. Department of Energy, USDOE; International Council of Shopping Centers, ICSC; Fundação de Amparo à Pesquisa do Estado de São Paulo, FAPESP; Cosmetic Surgery Foundation, CSF; Agencia Estatal de Investigación, AEI; Programa Severo Ochoa del Principado de Asturias; General Secretariat for Research and Innovation, GSRI; Bulgarian National Science Fund, BNSF; Direktion für Entwicklung und Zusammenarbeit, DEZA; Bundesministerium für Bildung, Wissenschaft, Forschung und Technologie, BMBWF; Ministerio de Ciencia, Tecnología e Innovación; Alfred P. Sloan Foundation, APSF; Maryland Ornithological Society, MOS; Chinese Academy of Sciences, CAS; Ministry of Higher Education, Science, Research and Innovation, Thailand, MHESRI; Fonds De La Recherche Scientifique - FNRS, FNRS; Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul, FAPERGS; Weston Havens Foundation; Institute for Research in Fundamental Sciences, IPM; Magyar Tudományos Akadémia, MTA; A.G. Leventis Foundation; Fonds pour la Formation à la Recherche dans l’Industrie et dans l’Agriculture, FRIA; Laboratorio Nacional de Supercómputo del Sureste de Mexico, LNS; European Regional Development Fund, ERDF; Nvidia; CERN; Louisiana Academy of Sciences, LAS; Ministerstvo Školství, Mládeže a Tělovýchovy, MŠMT; Secretaría de Educación Superior, Ciencia, Tecnología e Innovación, SENESCYT; Fundamental Research Funds for the Central Universities; Agentschap voor Innovatie door Wetenschap en Technologie, IWT; Universidad Autónoma de San Luis Potosí, UASLP; National Natural Science Foundation of China, NSFC; Beijing Municipal Science and Technology Commission, Adminitrative Commission of Zhongguancun Science Park, (Z191100007219010); Beijing Municipal Science and Technology Commission, Adminitrative Commission of Zhongguancun Science Park; Programa Estatal de Fomento de la Investigación Científica y Técnica de Excelencia María de Maeztu, (MDM-2017-0765); National Science, Research and Innovation Fund, (B37G660013); Excellence of Science, (30820817); Nemzeti Kutatási Fejlesztési és Innovációs Hivatal, NKFIH, (K 131991, K 133046, K 143477, K 124845, K 129058, K 143460, K 128713, K 124850, TKP2021-NKTA-64, 20202.2.1-ED-2021-00181, K 138136, K 128786); Nemzeti Kutatási Fejlesztési és Innovációs Hivatal, NKFIH; European Research Council, ERC, (TK202); European Research Council, ERC; Shota Rustaveli National Science Foundation, SRNSF, (FR-22-985); Shota Rustaveli National Science Foundation, SRNSF; Alexander von Humboldt-Stiftung, AvH, (22rl-037); Alexander von Humboldt-Stiftung, AvH; Deutsche Forschungsgemeinschaft, DFG, (400140256—GRK2497, 390833306); Deutsche Forschungsgemeinschaft, DFG; Horizon 2020, (724704, 758316, 824093, 765710, 752730, 675440); Horizon 2020; European Cooperation in Science and Technology, COST, (CA16108); European Cooperation in Science and Technology, COST; Welch Foundation, (C-1845); Welch Foundation; Narodowe Centrum Nauki, NCN, (2021/43/B/ST2/01552, 2021/41/B/ST2/01369); Narodowe Centrum Nauki, NCN; Ministry of Education and Science, (2022/WK/14); Ministry of Education and Science; Fundação para a Ciência e a Tecnologia, FCT, (CEECIND/01334/2018); Fundação para a Ciência e a Tecnologia, FCT; Qatar National Research Fund, QNRF, (MCIN/AEI/10.13039/501100011033); Qatar National Research Fund, QNRF | en_US |
| dc.identifier.citation | 0 | |
| dc.identifier.doi | 10.1007/s41781-024-00124-1 | |
| dc.identifier.issn | 2510-2044 | |
| dc.identifier.issue | 1 | en_US |
| dc.identifier.scopus | 2-s2.0-85203288230 | |
| dc.identifier.scopusquality | Q2 | |
| dc.identifier.uri | https://doi.org/10.1007/s41781-024-00124-1 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.14517/6878 | |
| dc.identifier.volume | 8 | en_US |
| dc.language.iso | en | |
| dc.publisher | Springer Nature | en_US |
| dc.relation.ispartof | Computing and Software for Big Science | en_US |
| dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
| dc.rights | info:eu-repo/semantics/openAccess | en_US |
| dc.subject | CMS | en_US |
| dc.subject | Machine learning | en_US |
| dc.subject | Offline and computing | en_US |
| dc.title | Portable Acceleration of CMS Computing Workflows with Coprocessors as a Service | en_US |
| dc.type | Article | en_US |
| dspace.entity.type | Publication |