Computing and Software for Big Science最新文献

{"title":"Portable Acceleration of CMS Computing Workflows with Coprocessors as a Service.","authors":"A Hayrapetyan, A Tumasyan, W Adam, J W Andrejkovic, T Bergauer, S Chatterjee, K Damanakis, M Dragicevic, P S Hussain, M Jeitler, N Krammer, A Li, D Liko, I Mikulec, J Schieck, R Schöfbeck, D Schwarz, M Sonawane, S Templ, W Waltenberger, C-E Wulz, M R Darwish, T Janssen, P Van Mechelen, E S Bols, J D'Hondt, S Dansana, A De Moor, M Delcourt, H El Faham, S Lowette, I Makarenko, D Müller, A R Sahasransu, S Tavernier, M Tytgat, G P Van Onsem, S Van Putte, D Vannerom, B Clerbaux, A K Das, G De Lentdecker, L Favart, P Gianneios, D Hohov, J Jaramillo, A Khalilzadeh, F A Khan, K Lee, M Mahdavikhorrami, A Malara, S Paredes, L Thomas, M Vanden Bemden, C Vander Velde, P Vanlaer, M De Coen, D Dobur, Y Hong, J Knolle, L Lambrecht, G Mestdach, K Mota Amarilo, C Rendón, A Samalan, K Skovpen, N Van Den Bossche, J van der Linden, L Wezenbeek, A Benecke, A Bethani, G Bruno, C Caputo, C Delaere, I S Donertas, A Giammanco, K Jaffel, Sa Jain, V Lemaitre, J Lidrych, P Mastrapasqua, K Mondal, T T Tran, S Wertz, G A Alves, E Coelho, C Hensel, T Menezes De Oliveira, A Moraes, P Rebello Teles, M Soeiro, W L Aldá Júnior, M Alves Gallo Pereira, M Barroso Ferreira Filho, H Brandao Malbouisson, W Carvalho, J Chinellato, E M Da Costa, G G Da Silveira, D De Jesus Damiao, S Fonseca De Souza, R Gomes De Souza, J Martins, C Mora Herrera, L Mundim, H Nogima, J P Pinheiro, A Santoro, A Sznajder, M Thiel, A Vilela Pereira, C A Bernardes, L Calligaris, T R Fernandez Perez Tomei, E M Gregores, P G Mercadante, S F Novaes, B Orzari, Sandra S Padula, A Aleksandrov, G Antchev, R Hadjiiska, P Iaydjiev, M Misheva, M Shopova, G Sultanov, A Dimitrov, L Litov, B Pavlov, P Petkov, A Petrov, E Shumka, S Keshri, S Thakur, T Cheng, T Javaid, L Yuan, Z Hu, J Liu, K Yi, G M Chen, H S Chen, M Chen, F Iemmi, C H Jiang, A Kapoor, H Liao, Z-A Liu, R Sharma, J N Song, J Tao, C Wang, J Wang, Z Wang, H Zhang, A Agapitos, Y Ban, A Levin, C Li, Q Li, Y Mao, S J Qian, X Sun, D Wang, H Yang, L Zhang, C Zhou, Z You, N Lu, G Bauer, X Gao, D Leggat, H Okawa, Z Lin, C Lu, M Xiao, C Avila, D A Barbosa Trujillo, A Cabrera, C Florez, J Fraga, J A Reyes Vega, J Mejia Guisao, F Ramirez, M Rodriguez, J D Ruiz Alvarez, D Giljanovic, N Godinovic, D Lelas, A Sculac, M Kovac, T Sculac, P Bargassa, V Brigljevic, B K Chitroda, D Ferencek, S Mishra, A Starodumov, T Susa, A Attikis, K Christoforou, S Konstantinou, J Mousa, C Nicolaou, F Ptochos, P A Razis, H Rykaczewski, H Saka, A Stepennov, M Finger, M Finger, A Kveton, E Ayala, E Carrera Jarrin, A A Abdelalim, E Salama, M A Mahmoud, Y Mohammed, K Ehataht, M Kadastik, T Lange, S Nandan, C Nielsen, J Pata, M Raidal, L Tani, C Veelken, H Kirschenmann, K Osterberg, M Voutilainen, S Bharthuar, E Brücken, F Garcia, K T S Kallonen, R Kinnunen, T Lampén, K Lassila-Perini, S Lehti, T Lindén, L Martikainen, M Myllymäki, M M Rantanen, H Siikonen, E Tuominen, J Tuominiemi, P Luukka, H Petrow, M Besancon, F Couderc, M Dejardin, D Denegri, J L Faure, F Ferri, S Ganjour, P Gras, G Hamel de Monchenault, V Lohezic, J Malcles, J Rander, A Rosowsky, M Ö Sahin, A Savoy-Navarro, P Simkina, M Titov, M Tornago, C Baldenegro Barrera, F Beaudette, A Buchot Perraguin, P Busson, A Cappati, C Charlot, M Chiusi, F Damas, O Davignon, A De Wit, B A Fontana Santos Alves, S Ghosh, A Gilbert, R Granier de Cassagnac, A Hakimi, B Harikrishnan, L Kalipoliti, G Liu, J Motta, M Nguyen, C Ochando, L Portales, R Salerno, J B Sauvan, Y Sirois, A Tarabini, E Vernazza, A Zabi, A Zghiche, J-L Agram, J Andrea, D Apparu, D Bloch, J-M Brom, E C Chabert, C Collard, S Falke, U Goerlach, C Grimault, R Haeberle, A-C Le Bihan, M Meena, G Saha, M A Sessini, P Van Hove, S Beauceron, B Blancon, G Boudoul, N Chanon, J Choi, D Contardo, P Depasse, C Dozen, H El Mamouni, J Fay, S Gascon, M Gouzevitch, C Greenberg, G Grenier, B Ille, I B Laktineh, M Lethuillier, L Mirabito, S Perries, A Purohit, M Vander Donckt, P Verdier, J Xiao, I Bagaturia, I Lomidze, Z Tsamalaidze, V Botta, L Feld, K Klein, M Lipinski, D Meuser, A Pauls, N Röwert, M Teroerde, S Diekmann, A Dodonova, N Eich, D Eliseev, F Engelke, J Erdmann, M Erdmann, P Fackeldey, B Fischer, T Hebbeker, K Hoepfner, F Ivone, A Jung, M Y Lee, F Mausolf, M Merschmeyer, A Meyer, S Mukherjee, D Noll, F Nowotny, A Pozdnyakov, Y Rath, W Redjeb, F Rehm, H Reithler, U Sarkar, V Sarkisovi, A Schmidt, A Sharma, J L Spah, A Stein, F Torres Da Silva De Araujo, L Vigilante, S Wiedenbeck, S Zaleski, C Dziwok, G Flügge, W Haj Ahmad, T Kress, A Nowack, O Pooth, A Stahl, T Ziemons, A Zotz, H Aarup Petersen, M Aldaya Martin, J Alimena, S Amoroso, Y An, S Baxter, M Bayatmakou, H Becerril Gonzalez, O Behnke, A Belvedere, S Bhattacharya, F Blekman, K Borras, A Campbell, A Cardini, C Cheng, F Colombina, S Consuegra Rodríguez, G Correia Silva, M De Silva, G Eckerlin, D Eckstein, L I Estevez Banos, O Filatov, E Gallo, A Geiser, A Giraldi, V Guglielmi, M Guthoff, A Hinzmann, A Jafari, L Jeppe, N Z Jomhari, B Kaech, M Kasemann, C Kleinwort, R Kogler, M Komm, D Krücker, W Lange, D Leyva Pernia, K Lipka, W Lohmann, R Mankel, I-A Melzer-Pellmann, M Mendizabal Morentin, A B Meyer, G Milella, A Mussgiller, L P Nair, A Nürnberg, Y Otarid, J Park, D Pérez Adán, E Ranken, A Raspereza, B Ribeiro Lopes, J Rübenach, A Saggio, M Scham, S Schnake, P Schütze, C Schwanenberger, D Selivanova, K Sharko, M Shchedrolosiev, R E Sosa Ricardo, D Stafford, F Vazzoler, A Ventura Barroso, R Walsh, Q Wang, Y Wen, K Wichmann, L Wiens, C Wissing, Y Yang, A Zimermmane Castro Santos, A Albrecht, S Albrecht, M Antonello, S Bein, L Benato, S Bollweg, M Bonanomi, P Connor, M Eich, K El Morabit, Y Fischer, C Garbers, E Garutti, A Grohsjean, J Haller, H R Jabusch, G Kasieczka, P Keicher, R Klanner, W Korcari, T Kramer, V Kutzner, F Labe, J Lange, A Lobanov, C Matthies, A Mehta, L Moureaux, M Mrowietz, A Nigamova, Y Nissan, A Paasch, K J Pena Rodriguez, T Quadfasel, B Raciti, M Rieger, D Savoiu, J Schindler, P Schleper, M Schröder, J Schwandt, M Sommerhalder, H Stadie, G Steinbrück, A Tews, M Wolf, S Brommer, M Burkart, E Butz, T Chwalek, A Dierlamm, A Droll, N Faltermann, M Giffels, A Gottmann, F Hartmann, R Hofsaess, M Horzela, U Husemann, J Kieseler, M Klute, R Koppenhöfer, J M Lawhorn, M Link, A Lintuluoto, S Maier, S Mitra, M Mormile, Th Müller, M Neukum, M Oh, M Presilla, G Quast, K Rabbertz, B Regnery, N Shadskiy, I Shvetsov, H J Simonis, M Toms, N Trevisani, R F Von Cube, M Wassmer, S Wieland, F Wittig, R Wolf, X Zuo, G Anagnostou, G Daskalakis, A Kyriakis, A Papadopoulos, A Stakia, P Kontaxakis, G Melachroinos, A Panagiotou, I Papavergou, I Paraskevas, N Saoulidou, K Theofilatos, E Tziaferi, K Vellidis, I Zisopoulos, G Bakas, T Chatzistavrou, G Karapostoli, K Kousouris, I Papakrivopoulos, E Siamarkou, G Tsipolitis, A Zacharopoulou, K Adamidis, I Bestintzanos, I Evangelou, C Foudas, C Kamtsikis, P Katsoulis, P Kokkas, P G Kosmoglou Kioseoglou, N Manthos, I Papadopoulos, J Strologas, M Bartók, C Hajdu, D Horvath, K Márton, F Sikler, V Veszpremi, M Csanád, K Farkas, M M A Gadallah, Á Kadlecsik, P Major, K Mandal, G Pásztor, A J Rádl, G I Veres, P Raics, B Ujvari, G Zilizi, G Bencze, S Czellar, J Molnar, Z Szillasi, T Csorgo, F Nemes, T Novak, J Babbar, S Bansal, S B Beri, V Bhatnagar, G Chaudhary, S Chauhan, N Dhingra, A Kaur, A Kaur, H Kaur, M Kaur, S Kumar, K Sandeep, T Sheokand, J B Singh, A Singla, A Ahmed, A Bhardwaj, A Chhetri, B C Choudhary, A Kumar, A Kumar, M Naimuddin, K Ranjan, S Saumya, S Baradia, S Barman, S Bhattacharya, S Dutta, S Dutta, S Sarkar, M M Ameen, P K Behera, S C Behera, S Chatterjee, P Jana, P Kalbhor, J R Komaragiri, D Kumar, P R Pujahari, N R Saha, A Sharma, A K Sikdar, S Verma, S Dugad, M Kumar, G B Mohanty, P Suryadevara, A Bala, S Banerjee, R M Chatterjee, R K Dewanjee, M Guchait, Sh Jain, A Jaiswal, S Karmakar, S Kumar, G Majumder, K Mazumdar, S Parolia, A Thachayath, S Bahinipati, C Kar, D Maity, P Mal, T Mishra, V K Muraleedharan Nair Bindhu, K Naskar, A Nayak, P Sadangi, P Saha, S K Swain, S Varghese, D Vats, S Acharya, A Alpana, S Dube, B Gomber, B Kansal, A Laha, B Sahu, S Sharma, K Y Vaish, H Bakhshiansohi, E Khazaie, M Zeinali, S Chenarani, S M Etesami, M Khakzad, M Mohammadi Najafabadi, M Grunewald, M Abbrescia, R Aly, A Colaleo, D Creanza, B D'Anzi, N De Filippis, M De Palma, A Di Florio, W Elmetenawee, L Fiore, G Iaselli, M Louka, G Maggi, M Maggi, I Margjeka, V Mastrapasqua, S My, S Nuzzo, A Pellecchia, A Pompili, G Pugliese, R Radogna, G Ramirez-Sanchez, D Ramos, A Ranieri, L Silvestris, F M Simone, Ü Sözbilir, A Stamerra, R Venditti, P Verwilligen, A Zaza, G Abbiendi, C Battilana, D Bonacorsi, L Borgonovi, R Campanini, P Capiluppi, A Castro, F R Cavallo, M Cuffiani, G M Dallavalle, T Diotalevi, A Fanfani, D Fasanella, P Giacomelli, L Giommi, C Grandi, L Guiducci, S Lo Meo, L Lunerti, S Marcellini, G Masetti, F L Navarria, A Perrotta, F Primavera, A M Rossi, T Rovelli, G P Siroli, S Costa, A Di Mattia, R Potenza, A Tricomi, C Tuve, P Assiouras, G Barbagli, G Bardelli, B Camaiani, A Cassese, R Ceccarelli, V Ciulli, C Civinini, R D'Alessandro, E Focardi, T Kello, G Latino, P Lenzi, M Lizzo, M Meschini, S Paoletti, A Papanastassiou, G Sguazzoni, L Viliani, L Benussi, S Bianco, S Meola, D Piccolo, P Chatagnon, F Ferro, E Robutti, S Tosi, A Benaglia, G Boldrini, F Brivio, F Cetorelli, F De Guio, M E Dinardo, P Dini, S Gennai, R Gerosa, A Ghezzi, P Govoni, L Guzzi, M T Lucchini, M Malberti, S Malvezzi, A Massironi, D Menasce, L Moroni, M Paganoni, D Pedrini, B S Pinolini, S Ragazzi, T Tabarelli de Fatis, D Zuolo, S Buontempo, A Cagnotta, F Carnevali, N Cavallo, F Fabozzi, A O M Iorio, L Lista, P Paolucci, B Rossi, C Sciacca, R Ardino, P Azzi, N Bacchetta, D Bisello, P Bortignon, A Bragagnolo, P Checchia, T Dorigo, U Gasparini, E Lusiani, M Margoni, F Marini, A T Meneguzzo, M Migliorini, M Passaseo, J Pazzini, P Ronchese, R Rossin, M Sgaravatto, F Simonetto, G Strong, M Tosi, A Triossi, S Ventura, H Yarar, M Zanetti, P Zotto, A Zucchetta, G Zumerle, S Abu Zeid, C Aimè, A Braghieri, S Calzaferri, D Fiorina, P Montagna, V Re, C Riccardi, P Salvini, I Vai, P Vitulo, S Ajmal, G M Bilei, D Ciangottini, L Fanò, M Magherini, G Mantovani, V Mariani, M Menichelli, F Moscatelli, A Rossi, A Santocchia, D Spiga, T Tedeschi, P Asenov, P Azzurri, G Bagliesi, R Bhattacharya, L Bianchini, T Boccali, E Bossini, D Bruschini, R Castaldi, M A Ciocci, M Cipriani, V D'Amante, R Dell'Orso, S Donato, A Giassi, F Ligabue, D Matos Figueiredo, A Messineo, M Musich, F Palla, A Rizzi, G Rolandi, S Roy Chowdhury, T Sarkar, A Scribano, P Spagnolo, R Tenchini, G Tonelli, N Turini, A Venturi, P G Verdini, P Barria, C Basile, M Campana, F Cavallari, L Cunqueiro Mendez, D Del Re, E Di Marco, M Diemoz, F Errico, E Longo, P Meridiani, J Mijuskovic, G Organtini, F Pandolfi, R Paramatti, C Quaranta, S Rahatlou, C Rovelli, F Santanastasio, L Soffi, N Amapane, R Arcidiacono, S Argiro, M Arneodo, N Bartosik, R Bellan, A Bellora, C Biino, C Borca, N Cartiglia, M Costa, R Covarelli, N Demaria, L Finco, M Grippo, B Kiani, F Legger, F Luongo, C Mariotti, L Markovic, S Maselli, A Mecca, E Migliore, M Monteno, R Mulargia, M M Obertino, G Ortona, L Pacher, N Pastrone, M Pelliccioni, M Ruspa, F Siviero, V Sola, A Solano, A Staiano, C Tarricone, D Trocino, G Umoret, E Vlasov, S Belforte, V Candelise, M Casarsa, F Cossutti, K De Leo, G Della Ricca, S Dogra, J Hong, C Huh, B Kim, D H Kim, J Kim, H Lee, S W Lee, C S Moon, Y D Oh, M S Ryu, S Sekmen, Y C Yang, M S Kim, G Bak, P Gwak, H Kim, D H Moon, E Asilar, D Kim, T J Kim, J A Merlin, S Choi, S Han, B Hong, K Lee, K S Lee, S Lee, J Park, S K Park, J Yoo, J Goh, S Yang, H S Kim, Y Kim, S Lee, J Almond, J H Bhyun, J Choi, W Jun, J Kim, S Ko, H Kwon, H Lee, J Lee, J Lee, B H Oh, S B Oh, H Seo, U K Yang, I Yoon, W Jang, D Y Kang, Y Kang, S Kim, B Ko, J S H Lee, Y Lee, I C Park, Y Roh, I J Watson, S Ha, H D Yoo, M Choi, M R Kim, H Lee, Y Lee, I Yu, T Beyrouthy, Y Maghrbi, K Dreimanis, A Gaile, G Pikurs, A Potrebko, M Seidel, V Veckalns, N R Strautnieks, M Ambrozas, A Juodagalvis, A Rinkevicius, G Tamulaitis, N Bin Norjoharuddeen, I Yusuff, Z Zolkapli, J F Benitez, A Castaneda Hernandez, H A Encinas Acosta, L G Gallegos Maríñez, M León Coello, J A Murillo Quijada, A Sehrawat, L Valencia Palomo, G Ayala, H Castilla-Valdez, H Crotte Ledesma, E De La Cruz-Burelo, I Heredia-De La Cruz, R Lopez-Fernandez, C A Mondragon Herrera, A Sánchez Hernández, C Oropeza Barrera, M Ramírez García, I Bautista, I Pedraza, H A Salazar Ibarguen, C Uribe Estrada, I Bubanja, N Raicevic, P H Butler, A Ahmad, M I Asghar, A Awais, M I M Awan, H R Hoorani, W A Khan, V Avati, L Grzanka, M Malawski, H Bialkowska, M Bluj, B Boimska, M Górski, M Kazana, M Szleper, P Zalewski, K Bunkowski, K Doroba, A Kalinowski, M Konecki, J Krolikowski, A Muhammad, K Pozniak, W Zabolotny, M Araujo, D Bastos, C Beirão Da Cruz E Silva, A Boletti, M Bozzo, T Camporesi, G Da Molin, P Faccioli, M Gallinaro, J Hollar, N Leonardo, T Niknejad, A Petrilli, M Pisano, J Seixas, J Varela, J W Wulff, P Adzic, P Milenovic, M Dordevic, J Milosevic, V Rekovic, M Aguilar-Benitez, J Alcaraz Maestre, Cristina F Bedoya, M Cepeda, M Cerrada, N Colino, B De La Cruz, A Delgado Peris, A Escalante Del Valle, D Fernández Del Val, J P Fernández Ramos, J Flix, M C Fouz, O Gonzalez Lopez, S Goy Lopez, J M Hernandez, M I Josa, D Moran, C M Morcillo Perez, Á Navarro Tobar, C Perez Dengra, A Pérez-Calero Yzquierdo, J Puerta Pelayo, I Redondo, D D Redondo Ferrero, L Romero, S Sánchez Navas, L Urda Gómez, J Vazquez Escobar, C Willmott, J F de Trocóniz, B Alvarez Gonzalez, J Cuevas, J Fernandez Menendez, S Folgueras, I Gonzalez Caballero, J R González Fernández, E Palencia Cortezon, C Ramón Álvarez, V Rodríguez Bouza, A Soto Rodríguez, A Trapote, C Vico Villalba, P Vischia, S Bhowmik, S Blanco Fernández, J A Brochero Cifuentes, I J Cabrillo, A Calderon, J Duarte Campderros, M Fernandez, G Gomez, C Lasaosa García, C Martinez Rivero, P Martinez Ruiz Del Arbol, F Matorras, P Matorras Cuevas, E Navarrete Ramos, J Piedra Gomez, L Scodellaro, I Vila, J M Vizan Garcia, M K Jayananda, B Kailasapathy, D U J Sonnadara, D D C Wickramarathna, W G D Dharmaratna, K Liyanage, N Perera, N Wickramage, D Abbaneo, C Amendola, E Auffray, G Auzinger, J Baechler, D Barney, A Bermúdez Martínez, M Bianco, B Bilin, A A Bin Anuar, A Bocci, C Botta, E Brondolin, C Caillol, G Cerminara, N Chernyavskaya, D d'Enterria, A Dabrowski, A David, A De Roeck, M M Defranchis, M Deile, M Dobson, L Forthomme, G Franzoni, W Funk, S Giani, D Gigi, K Gill, F Glege, L Gouskos, M Haranko, J Hegeman, B Huber, V Innocente, T James, P Janot, S Laurila, P Lecoq, E Leutgeb, C Lourenço, B Maier, L Malgeri, M Mannelli, A C Marini, M Matthewman, F Meijers, S Mersi, E Meschi, V Milosevic, F Monti, F Moortgat, M Mulders, I Neutelings, S Orfanelli, F Pantaleo, G Petrucciani, A Pfeiffer, M Pierini, D Piparo, H Qu, D Rabady, G Reales Gutiérrez, M Rovere, H Sakulin, S Scarfi, C Schwick, M Selvaggi, A Sharma, K Shchelina, P Silva, P Sphicas, A G Stahl Leiton, A Steen, S Summers, D Treille, P Tropea, A Tsirou, D Walter, J Wanczyk, J Wang, S Wuchterl, P Zehetner, P Zejdl, W D Zeuner, T Bevilacqua, L Caminada, A Ebrahimi, W Erdmann, R Horisberger, Q Ingram, H C Kaestli, D Kotlinski, C Lange, M Missiroli, L Noehte, T Rohe, T K Aarrestad, K Androsov, M Backhaus, A Calandri, C Cazzaniga, K Datta, A De Cosa, G Dissertori, M Dittmar, M Donegà, F Eble, M Galli, K Gedia, F Glessgen, C Grab, D Hits, W Lustermann, A-M Lyon, R A Manzoni, M Marchegiani, L Marchese, C Martin Perez, A Mascellani, F Nessi-Tedaldi, F Pauss, V Perovic, S Pigazzini, C Reissel, T Reitenspiess, B Ristic, F Riti, R Seidita, J Steggemann, D Valsecchi, R Wallny, C Amsler, P Bärtschi, D Brzhechko, M F Canelli, K Cormier, J K Heikkilä, M Huwiler, W Jin, A Jofrehei, B Kilminster, S Leontsinis, S P Liechti, A Macchiolo, P Meiring, U Molinatti, A Reimers, P Robmann, S Sanchez Cruz, M Senger, F Stäger, Y Takahashi, R Tramontano, C Adloff, D Bhowmik, C M Kuo, W Lin, P K Rout, P C Tiwari, S S Yu, L Ceard, Y Chao, K F Chen, P S Chen, Z G Chen, A De Iorio, W-S Hou, T H Hsu, Y W Kao, R Khurana, G Kole, Y Y Li, R-S Lu, E Paganis, X F Su, J Thomas-Wilsker, L S Tsai, H Y Wu, E Yazgan, C Asawatangtrakuldee, N Srimanobhas, V Wachirapusitanand, D Agyel, F Boran, Z S Demiroglu, F Dolek, I Dumanoglu, E Eskut, Y Guler, E Gurpinar Guler, C Isik, O Kara, A Kayis Topaksu, U Kiminsu, G Onengut, K Ozdemir, A Polatoz, B Tali, U G Tok, S Turkcapar, E Uslan, I S Zorbakir, M Yalvac, B Akgun, I O Atakisi, E Gülmez, M Kaya, O Kaya, S Tekten, A Cakir, K Cankocak, Y Komurcu, S Sen, O Aydilek, S Cerci, V Epshteyn, B Hacisahinoglu, I Hos, B Kaynak, S Ozkorucuklu, O Potok, H Sert, C Simsek, C Zorbilmez, B Isildak, D Sunar Cerci, A Boyaryntsev, B Grynyov, L Levchuk, D Anthony, J J Brooke, A Bundock, F Bury, E Clement, D Cussans, H Flacher, M Glowacki, J Goldstein, H F Heath, L Kreczko, S Paramesvaran, L Robertshaw, S Seif El Nasr-Storey, V J Smith, N Stylianou, K Walkingshaw Pass, R White, A H Ball, K W Bell, A Belyaev, C Brew, R M Brown, D J A Cockerill, C Cooke, K V Ellis, K Harder, S Harper, M-L Holmberg, J Linacre, K Manolopoulos, D M Newbold, E Olaiya, D Petyt, T Reis, G Salvi, T Schuh, C H Shepherd-Themistocleous, I R Tomalin, T Williams, R Bainbridge, P Bloch, C E Brown, O Buchmuller, V Cacchio, C A Carrillo Montoya, G S Chahal, D Colling, J S Dancu, I Das, P Dauncey, G Davies, J Davies, M Della Negra, S Fayer, G Fedi, G Hall, M H Hassanshahi, A Howard, G Iles, M Knight, J Langford, J León Holgado, L Lyons, A-M Magnan, S Malik, M Mieskolainen, J Nash, M Pesaresi, B C Radburn-Smith, A Richards, A Rose, K Savva, C Seez, R Shukla, A Tapper, K Uchida, G P Uttley, L H Vage, T Virdee, M Vojinovic, N Wardle, D Winterbottom, K Coldham, J E Cole, A Khan, P Kyberd, I D Reid, S Abdullin, A Brinkerhoff, B Caraway, J Dittmann, K Hatakeyama, J Hiltbrand, B McMaster, M Saunders, S Sawant, C Sutantawibul, J Wilson, R Bartek, A Dominguez, C Huerta Escamilla, A E Simsek, R Uniyal, A M Vargas Hernandez, B Bam, R Chudasama, S I Cooper, S V Gleyzer, C U Perez, P Rumerio, E Usai, R Yi, A Akpinar, D Arcaro, C Cosby, Z Demiragli, C Erice, C Fangmeier, C Fernandez Madrazo, E Fontanesi, D Gastler, F Golf, S Jeon, I Reed, J Rohlf, K Salyer, D Sperka, D Spitzbart, I Suarez, A Tsatsos, S Yuan, A G Zecchinelli, G Benelli, X Coubez, D Cutts, M Hadley, U Heintz, J M Hogan, T Kwon, G Landsberg, K T Lau, D Li, J Luo, S Mondal, M Narain, N Pervan, S Sagir, F Simpson, M Stamenkovic, X Yan, W Zhang, S Abbott, J Bonilla, C Brainerd, R Breedon, M Calderon De La Barca Sanchez, M Chertok, M Citron, J Conway, P T Cox, R Erbacher, F Jensen, O Kukral, G Mocellin, M Mulhearn, D Pellett, W Wei, Y Yao, F Zhang, M Bachtis, R Cousins, A Datta, G Flores Avila, J Hauser, M Ignatenko, M A Iqbal, T Lam, E Manca, A Nunez Del Prado, D Saltzberg, V Valuev, R Clare, J W Gary, M Gordon, G Hanson, W Si, S Wimpenny, J G Branson, S Cittolin, S Cooperstein, D Diaz, J Duarte, L Giannini, J Guiang, R Kansal, V Krutelyov, R Lee, J Letts, M Masciovecchio, F Mokhtar, S Mukherjee, M Pieri, M Quinnan, B V Sathia Narayanan, V Sharma, M Tadel, E Vourliotis, F Würthwein, Y Xiang, A Yagil, A Barzdukas, L Brennan, C Campagnari, J Incandela, J Kim, A J Li, P Masterson, H Mei, J Richman, U Sarica, R Schmitz, F Setti, J Sheplock, D Stuart, T Á Vámi, S Wang, A Bornheim, O Cerri, A Latorre, J Mao, H B Newman, M Spiropulu, J R Vlimant, C Wang, S Xie, R Y Zhu, J Alison, S An, M B Andrews, P Bryant, M Cremonesi, V Dutta, T Ferguson, A Harilal, C Liu, T Mudholkar, S Murthy, P Palit, M Paulini, A Roberts, A Sanchez, W Terrill, J P Cumalat, W T Ford, A Hart, A Hassani, G Karathanasis, E MacDonald, N Manganelli, A Perloff, C Savard, N Schonbeck, K Stenson, K A Ulmer, S R Wagner, N Zipper, J Alexander, S Bright-Thonney, X Chen, D J Cranshaw, J Fan, X Fan, D Gadkari, S Hogan, P Kotamnives, J Monroy, M Oshiro, J R Patterson, J Reichert, M Reid, A Ryd, J Thom, P Wittich, R Zou, M Albrow, M Alyari, O Amram, G Apollinari, A Apresyan, L A T Bauerdick, D Berry, J Berryhill, P C Bhat, K Burkett, J N Butler, A Canepa, G B Cerati, H W K Cheung, F Chlebana, G Cummings, J Dickinson, I Dutta, V D Elvira, Y Feng, J Freeman, A Gandrakota, Z Gecse, L Gray, D Green, A Grummer, S Grünendahl, D Guerrero, O Gutsche, R M Harris, R Heller, T C Herwig, J Hirschauer, L Horyn, B Jayatilaka, S Jindariani, M Johnson, U Joshi, T Klijnsma, B Klima, K H M Kwok, S Lammel, D Lincoln, R Lipton, T Liu, C Madrid, K Maeshima, C Mantilla, D Mason, P McBride, P Merkel, S Mrenna, S Nahn, J Ngadiuba, D Noonan, V Papadimitriou, N Pastika, K Pedro, C Pena, F Ravera, A Reinsvold Hall, L Ristori, E Sexton-Kennedy, N Smith, A Soha, L Spiegel, S Stoynev, J Strait, L Taylor, S Tkaczyk, N V Tran, L Uplegger, E W Vaandering, I Zoi, C Aruta, P Avery, D Bourilkov, L Cadamuro, P Chang, V Cherepanov, R D Field, E Koenig, M Kolosova, J Konigsberg, A Korytov, K Matchev, N Menendez, G Mitselmakher, K Mohrman, A Muthirakalayil Madhu, N Rawal, D Rosenzweig, S Rosenzweig, J Wang, T Adams, A Al Kadhim, A Askew, S Bower, R Habibullah, V Hagopian, R Hashmi, R S Kim, S Kim, T Kolberg, G Martinez, H Prosper, P R Prova, M Wulansatiti, R Yohay, J Zhang, B Alsufyani, M M Baarmand, S Butalla, T Elkafrawy, M Hohlmann, R Kumar Verma, M Rahmani, E Yanes, M R Adams, A Baty, C Bennett, R Cavanaugh, R Escobar Franco, O Evdokimov, C E Gerber, D J Hofman, J H Lee, D S Lemos, A H Merrit, C Mills, S Nanda, G Oh, B Ozek, D Pilipovic, R Pradhan, T Roy, S Rudrabhatla, M B Tonjes, N Varelas, Z Ye, J Yoo, M Alhusseini, D Blend, K Dilsiz, L Emediato, G Karaman, O K Köseyan, J-P Merlo, A Mestvirishvili, J Nachtman, O Neogi, H Ogul, Y Onel, A Penzo, C Snyder, E Tiras, B Blumenfeld, L Corcodilos, J Davis, A V Gritsan, L Kang, S Kyriacou, P Maksimovic, M Roguljic, J Roskes, S Sekhar, M Swartz, A Abreu, L F Alcerro Alcerro, J Anguiano, P Baringer, A Bean, Z Flowers, D Grove, J King, G Krintiras, M Lazarovits, C Le Mahieu, J Marquez, N Minafra, M Murray, M Nickel, M Pitt, S Popescu, C Rogan, C Royon, R Salvatico, S Sanders, C Smith, Q Wang, G Wilson, B Allmond, A Ivanov, K Kaadze, A Kalogeropoulos, D Kim, Y Maravin, J Natoli, D Roy, G Sorrentino, F Rebassoo, D Wright, A Baden, A Belloni, Y M Chen, S C Eno, N J Hadley, S Jabeen, R G Kellogg, T Koeth, Y Lai, S Lascio, A C Mignerey, S Nabili, C Palmer, C Papageorgakis, M M Paranjpe, L Wang, J Bendavid, I A Cali, M D'Alfonso, J Eysermans, C Freer, G Gomez-Ceballos, M Goncharov, G Grosso, P Harris, D Hoang, D Kovalskyi, J Krupa, L Lavezzo, Y-J Lee, K Long, A Novak, C Paus, D Rankin, C Roland, G Roland, S Rothman, G S F Stephans, Z Wang, B Wyslouch, T J Yang, B Crossman, B M Joshi, C Kapsiak, M Krohn, D Mahon, J Mans, B Marzocchi, S Pandey, M Revering, R Rusack, R Saradhy, N Schroeder, N Strobbe, M A Wadud, L M Cremaldi, K Bloom, D R Claes, G Haza, J Hossain, C Joo, I Kravchenko, J E Siado, W Tabb, A Vagnerini, A Wightman, F Yan, D Yu, H Bandyopadhyay, L Hay, I Iashvili, A Kharchilava, M Morris, D Nguyen, S Rappoccio, H Rejeb Sfar, A Williams, G Alverson, E Barberis, J Dervan, Y Haddad, Y Han, A Krishna, J Li, M Lu, G Madigan, R Mccarthy, D M Morse, V Nguyen, T Orimoto, A Parker, L Skinnari, B Wang, D Wood, S Bhattacharya, J Bueghly, Z Chen, S Dittmer, K A Hahn, Y Liu, Y Miao, D G Monk, M H Schmitt, A Taliercio, M Velasco, G Agarwal, R Band, R Bucci, S Castells, A Das, R Goldouzian, M Hildreth, K W Ho, K Hurtado Anampa, T Ivanov, C Jessop, K Lannon, J Lawrence, N Loukas, L Lutton, J Mariano, N Marinelli, I Mcalister, T McCauley, C Mcgrady, C Moore, Y Musienko, H Nelson, M Osherson, A Piccinelli, R Ruchti, A Townsend, Y Wan, M Wayne, H Yockey, M Zarucki, L Zygala, A Basnet, B Bylsma, M Carrigan, L S Durkin, C Hill, M Joyce, M Nunez Ornelas, K Wei, B L Winer, B R Yates, F M Addesa, H Bouchamaoui, P Das, G Dezoort, P Elmer, A Frankenthal, B Greenberg, N Haubrich, G Kopp, S Kwan, D Lange, A Loeliger, D Marlow, I Ojalvo, J Olsen, A Shevelev, D Stickland, C Tully, S Malik, A S Bakshi, V E Barnes, S Chandra, R Chawla, S Das, A Gu, L Gutay, M Jones, A W Jung, D Kondratyev, A M Koshy, M Liu, G Negro, N Neumeister, G Paspalaki, S Piperov, V Scheurer, J F Schulte, M Stojanovic, J Thieman, A K Virdi, F Wang, W Xie, J Dolen, N Parashar, A Pathak, D Acosta, T Carnahan, K M Ecklund, P J Fernández Manteca, S Freed, P Gardner, F J M Geurts, W Li, O Miguel Colin, B P Padley, R Redjimi, J Rotter, E Yigitbasi, Y Zhang, A Bodek, P de Barbaro, R Demina, J L Dulemba, A Garcia-Bellido, O Hindrichs, A Khukhunaishvili, N Parmar, P Parygin, E Popova, R Taus, K Goulianos, B Chiarito, J P Chou, Y Gershtein, E Halkiadakis, M Heindl, C Houghton, D Jaroslawski, O Karacheban, I Laflotte, A Lath, R Montalvo, K Nash, H Routray, S Salur, S Schnetzer, S Somalwar, R Stone, S A Thayil, S Thomas, J Vora, H Wang, H Acharya, D Ally, A G Delannoy, S Fiorendi, S Higginbotham, T Holmes, A R Kanuganti, N Karunarathna, L Lee, E Nibigira, S Spanier, D Aebi, M Ahmad, O Bouhali, R Eusebi, J Gilmore, T Huang, T Kamon, H Kim, S Luo, R Mueller, D Overton, D Rathjens, A Safonov, N Akchurin, J Damgov, V Hegde, A Hussain, Y Kazhykarim, K Lamichhane, S W Lee, A Mankel, T Peltola, I Volobouev, A Whitbeck, E Appelt, Y Chen, S Greene, A Gurrola, W Johns, R Kunnawalkam Elayavalli, A Melo, F Romeo, P Sheldon, S Tuo, J Velkovska, J Viinikainen, B Cardwell, B Cox, J Hakala, R Hirosky, A Ledovskoy, C Neu, C E Perez Lara, P E Karchin, A Aravind, S Banerjee, K Black, T Bose, S Dasu, I De Bruyn, P Everaerts, C Galloni, H He, M Herndon, A Herve, C K Koraka, A Lanaro, R Loveless, J Madhusudanan Sreekala, A Mallampalli, A Mohammadi, S Mondal, G Parida, L Pétré, D Pinna, A Savin, V Shang, V Sharma, W H Smith, D Teague, H F Tsoi, W Vetens, A Warden, S Afanasiev, V Andreev, Yu Andreev, T Aushev, M Azarkin, A Babaev, A Belyaev, V Blinov, E Boos, V Borshch, D Budkouski, M Chadeeva, V Chekhovsky, R Chistov, A Demiyanov, A Dermenev, T Dimova, D Druzhkin, M Dubinin, L Dudko, A Ershov, G Gavrilov, V Gavrilov, S Gninenko, V Golovtcov, N Golubev, I Golutvin, I Gorbunov, A Gribushin, Y Ivanov, V Kachanov, V Karjavine, A Karneyeu, V Kim, M Kirakosyan, D Kirpichnikov, M Kirsanov, V Klyukhin, O Kodolova, V Korenkov, A Kozyrev, N Krasnikov, A Lanev, P Levchenko, N Lychkovskaya, V Makarenko, A Malakhov, V Matveev, V Murzin, A Nikitenko, S Obraztsov, V Oreshkin, V Palichik, V Perelygin, S Petrushanko, S Polikarpov, V Popov, O Radchenko, M Savina, V Savrin, V Shalaev, S Shmatov, S Shulha, Y Skovpen, S Slabospitskii, V Smirnov, A Snigirev, D Sosnov, V Sulimov, E Tcherniaev, A Terkulov, O Teryaev, I Tlisova, A Toropin, L Uvarov, A Uzunian, A Vorobyev, N Voytishin, B S Yuldashev, A Zarubin, I Zhizhin, A Zhokin","doi":"10.1007/s41781-024-00124-1","DOIUrl":"10.1007/s41781-024-00124-1","url":null,"abstract":"<p><p>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.</p>","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"8 1","pages":"17"},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11374919/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142156222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Potential of the Julia Programming Language for High Energy Physics Computing","authors":"Jonas Eschle, Tamás Gál, Mosè Giordano, Philippe Gras, Benedikt Hegner, Lukas Heinrich, Uwe Hernandez Acosta, Stefan Kluth, Jerry Ling, Pere Mato, Mikhail Mikhasenko, Alexander Moreno Briceño, Jim Pivarski, Konstantinos Samaras-Tsakiris, Oliver Schulz, Graeme Andrew Stewart, Jan Strube, Vassil Vassilev","doi":"10.1007/s41781-023-00104-x","DOIUrl":"https://doi.org/10.1007/s41781-023-00104-x","url":null,"abstract":"Abstract Research in high energy physics (HEP) requires huge amounts of computing and storage, putting strong constraints on the code speed and resource usage. To meet these requirements, a compiled high-performance language is typically used; while for physicists, who focus on the application when developing the code, better research productivity pleads for a high-level programming language. A popular approach consists of combining Python, used for the high-level interface, and C++, used for the computing intensive part of the code. A more convenient and efficient approach would be to use a language that provides both high-level programming and high-performance. The Julia programming language, developed at MIT especially to allow the use of a single language in research activities, has followed this path. In this paper the applicability of using the Julia language for HEP research is explored, covering the different aspects that are important for HEP code development: runtime performance, handling of large projects, interface with legacy code, distributed computing, training, and ease of programming. The study shows that the HEP community would benefit from a large scale adoption of this programming language. The HEP-specific foundation libraries that would need to be consolidated are identified.","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135482671","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Jet Energy Calibration with Deep Learning as a Kubeflow Pipeline","authors":"D. Holmberg, D. Golubović, Henning Kirschenmann","doi":"10.1007/s41781-023-00103-y","DOIUrl":"https://doi.org/10.1007/s41781-023-00103-y","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"7 1","pages":"1-16"},"PeriodicalIF":0.0,"publicationDate":"2023-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47081719","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Convergent Approaches to AI Explainability for HEP Muonic Particles Pattern Recognition","authors":"Leandro Maglianella, Lorenzo Nicoletti, S. Giagu, Christian Napoli, Simone Scardapane","doi":"10.1007/s41781-023-00102-z","DOIUrl":"https://doi.org/10.1007/s41781-023-00102-z","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"7 1","pages":"1-18"},"PeriodicalIF":0.0,"publicationDate":"2023-08-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45211367","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Lightweight Integration of a Data Cache for Opportunistic Usage of HPC Resources in HEP Workflows","authors":"D. Sammel, M. Boehler, A. Gamel, M. Schumacher","doi":"10.1007/s41781-023-00100-1","DOIUrl":"https://doi.org/10.1007/s41781-023-00100-1","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"7 1","pages":"1-11"},"PeriodicalIF":0.0,"publicationDate":"2023-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48222563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Photon Reconstruction in the Belle II Calorimeter Using Graph Neural Networks","authors":"F. Wemmer, I. Haide, J. Eppelt, T. Ferber, A. Beaubien, P. Branchini, M. Campajola, C. Cecchi, P. Cheema, G. De Nardo, C. Hearty, A. Kuzmin, S. Longo, E. Manoni, F. Meier, M. Merola, K. Miyabayashi, S. Moneta, M. Remnev, J. Roney, J. Shiu, B. Shwartz, Y. Unno, R. van Tonder, R. Volpe","doi":"10.1007/s41781-023-00105-w","DOIUrl":"https://doi.org/10.1007/s41781-023-00105-w","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"16 1","pages":"1-15"},"PeriodicalIF":0.0,"publicationDate":"2023-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139370671","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Snowmass 2021 Computational Frontier CompF4 Topical Group Report Storage and Processing Resource Access","authors":"W. Bhimji, D. Carder, E. Dart, Javier M. Duarte, I. Fisk, R. Gardner, C. Guok, B. Jayatilaka, T. Lehman, M. Lin, C. Maltzahn, S. McKee, M. Neubauer, O. Rind, Oksana Shadura, N. Tran, P. Gemmeren, G. Watts, B. Weaver, F. Würthwein","doi":"10.1007/s41781-023-00097-7","DOIUrl":"https://doi.org/10.1007/s41781-023-00097-7","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"7 1","pages":"1-26"},"PeriodicalIF":0.0,"publicationDate":"2023-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47142391","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Parametric Optimization on HPC Clusters with Geneva","authors":"Jonas Weßner, R. Berlich, K. Schwarz, Matthias Lutz","doi":"10.1007/s41781-023-00098-6","DOIUrl":"https://doi.org/10.1007/s41781-023-00098-6","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"7 1","pages":"1-15"},"PeriodicalIF":0.0,"publicationDate":"2023-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45220925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Ntuple Wizard: An Application to Access Large-Scale Open Data from LHCb","authors":"C. Aidala, C. Burr, M. Cattaneo, D. Fitzgerald, A. Morris, S. Neubert, Donijor Tropmann","doi":"10.1007/s41781-023-00099-5","DOIUrl":"https://doi.org/10.1007/s41781-023-00099-5","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"7 1","pages":"1-12"},"PeriodicalIF":0.0,"publicationDate":"2023-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45228408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Accelerating Machine Learning Inference with GPUs in ProtoDUNE Data Processing.","authors":"Tejin Cai,&nbsp;Kenneth Herner,&nbsp;Tingjun Yang,&nbsp;Michael Wang,&nbsp;Maria Acosta Flechas,&nbsp;Philip Harris,&nbsp;Burt Holzman,&nbsp;Kevin Pedro,&nbsp;Nhan Tran","doi":"10.1007/s41781-023-00101-0","DOIUrl":"https://doi.org/10.1007/s41781-023-00101-0","url":null,"abstract":"<p><p>We study the performance of a cloud-based GPU-accelerated inference server to speed up event reconstruction in neutrino data batch jobs. Using detector data from the ProtoDUNE experiment and employing the standard DUNE grid job submission tools, we attempt to reprocess the data by running several thousand concurrent grid jobs, a rate we expect to be typical of current and future neutrino physics experiments. We process most of the dataset with the GPU version of our processing algorithm and the remainder with the CPU version for timing comparisons. We find that a 100-GPU cloud-based server is able to easily meet the processing demand, and that using the GPU version of the event processing algorithm is two times faster than processing these data with the CPU version when comparing to the newest CPUs in our sample. The amount of data transferred to the inference server during the GPU runs can overwhelm even the highest-bandwidth network switches, however, unless care is taken to observe network facility limits or otherwise distribute the jobs to multiple sites. We discuss the lessons learned from this processing campaign and several avenues for future improvements.</p>","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":"7 1","pages":"11"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10611601/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71414451","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}