Portable acceleration of CMS computing workflows with coprocessors as a service
Creators: name: Hayrapetyan, Aram
name: Tumasyan, Armen
name: Adam, Wolfgang
name: Andrejkovic, Janik Walter
name: Bergauer, Thomas
name: Chatterjee, Suman
name: Damanakis, Konstantinos
name: Dragicevic, Marko
name: Hussain, Priya Sajid
name: Jeitler, Manfred
name: Krammer, Natascha
name: Li, Ang
name: Liko, Dietrich
name: Mikulec, Ivan
name: Schieck, Jochen
name: Schöfbeck, Robert
name: Schwarz, Dennis
name: Sonawane, Mangesh
name: Templ, Sebastian
name: Waltenberger, Wolfgang
name: Wulz, Claudia-Elisabeth
name: Darwish, Mohamed Rashad
name: Janssen, Tahys
name: Van Mechelen, Pierre
name: Bols, Emil Sørensen
name: D'Hondt, Jorgen
name: Dansana, Soumya
name: De Moor, Alexandre
name: Delcourt, Martin
name: El Faham, Hesham
name: Lowette, Steven
name: Makarenko, Inna
name: Müller, Denise
name: Sahasransu, Abanti Ranadhir
name: Tavernier, Stefaan
name: Tytgat, Michael
name: Van Onsem, Gerrit Patrick
name: Van Putte, Senne
name: Vannerom, David
name: Clerbaux, Barbara
name: Das, Aloke Kumar
name: De Lentdecker, Gilles
name: Favart, Laurent
name: Gianneios, Paraskevas
name: Hohov, Dmytro
name: Jaramillo, Johny
name: Khalilzadeh, Ali
name: Khan, Fakhri Alam
name: Lee, Kyeongpil
name: Mahdavikhorrami, Mostafa
name: Malara, Andrea
name: Paredes, Santiago
name: Thomas, Laurent
name: Vanden Bemden, Max
name: Vander Velde, Catherine
name: Vanlaer, Pascal
name: De Coen, Maarten
name: Dobur, Didar
name: Hong, Yanwen
name: Knolle, Joscha
name: Lambrecht, Luka
name: Mestdach, Gianny
name: Mota Amarilo, Kevin
name: Rendón, César
name: Samalan, Amrutha
name: Skovpen, Kirill
name: Van Den Bossche, Niels
name: van der Linden, Jan
name: Wezenbeek, Liam
name: Benecke, Anna
name: Bethani, Agni
name: Bruno, Giacomo
name: Caputo, Claudio
name: Delaere, Christophe
name: Donertas, Izzeddin Suat
name: Giammanco, Andrea
name: Jaffel, Khawla
name: Jain, Sandhya
name: Lemaitre, Vincent
name: Lidrych, Jindrich
name: Mastrapasqua, Paola
name: Mondal, Kuntal
name: Tran, Tu Thong
name: Wertz, Sébastien
name: Alves, Gilvan
name: Coelho, Eduardo
name: Hensel, Carsten
name: Menezes De Oliveira, Thales
name: Moraes, Arthur
name: Rebello Teles, Patricia
name: Soeiro, Mariana
name: Aldá Júnior, Walter Luiz
name: Alves Gallo Pereira, Miguel
name: Barroso Ferreira Filho, Mapse
name: Brandao Malbouisson, Helena
name: Carvalho, Wagner
name: Chinellato, Jose
name: Da Costa, Eliza Melo
name: Da Silveira, Gustavo Gil
name: De Jesus Damiao, Dilson
name: Fonseca De Souza, Sandro
name: Gomes De Souza, Raphael
name: Martins, Jordan
name: Mora Herrera, Clemencia
name: Mundim, Luiz
name: Nogima, Helio
name: Pinheiro, Joao Pedro
name: Santoro, Alberto
name: Sznajder, Andre
name: Thiel, Mauricio
name: Vilela Pereira, Antonio
name: Bernardes, Cesar Augusto
name: Calligaris, Luigi
name: Tomei, Thiago
name: De Moraes Gregores, Eduardo
name: Mercadante, Pedro G.
name: Novaes, Sergio F.
name: Orzari, Breno
name: Padula, Sandra
name: Aleksandrov, Aleksandar
name: Antchev, Georgy
name: Hadjiiska, Roumyana
name: Iaydjiev, Plamen
name: Misheva, Milena
name: Shopova, Mariana
name: Sultanov, Georgi
name: Dimitrov, Anton
name: Litov, Leander
name: Pavlov, Borislav
name: Petkov, Peicho
name: Petrov, Anton
name: Shumka, Elton
name: Keshri, Sumit
name: Thakur, Shalini
name: Cheng, Tongguang
name: Javaid, Tahir
name: Yuan, Li
name: Hu, Zhen
name: Liu, Jinfeng
name: Yi, Kai
name: Chen, Guo-Ming
name: Chen, He-Sheng
name: Chen, Mingshui
name: Iemmi, Fabio
name: Jiang, Chun-Hua
name: Kapoor, Anshul
name: Liao, Hongbo
name: Liu, Zhenan
name: Sharma, Ramkrishna
name: Song, Jia-ning
name: Tao, Junquan
name: Wang, Chu
name: Wang, Jin
name: Wang, Zebing
name: Zhang, Huaqiao
name: Agapitos, Antonis
name: Ban, Yong
name: Levin, Andrew
name: Li, Congqiao
name: Li, Qiang
name: Mao, Yajun
name: Qian, Si-Jin
name: Sun, Xiaohu
name: Wang, Dayong
name: Yang, Heng
name: Zhang, Licheng
name: Zhou, Chen
name: You, Zhengyun
name: Lu, Nan
name: Bauer, Gerry
name: Gao, Xuyang
name: Leggat, Duncan
name: Okawa, Hideki
name: Lin, Zhen
name: Lu, Chenfeng
name: Xiao, Meng
name: Avila, Carlos
name: Barbosa Trujillo, Diego Andres
name: Cabrera, Andrés
name: Florez, Carlos
name: Fraga, Jorge
name: Reyes Vega, Jose Antonio
name: Mejia Guisao, Jhovanny
name: Ramirez, Felipe
name: Rodriguez, Manuel
name: Ruiz Alvarez, José David
name: Giljanovic, Duje
name: Godinovic, Nikola
name: Lelas, Damir
name: Sculac, Ana
name: Kovac, Marko
name: Sculac, Toni
name: Bargassa, Pedrame
name: Brigljevic, Vuko
name: Chitroda, Bhakti Kanulal
name: Ferencek, Dinko
name: Mishra, Saswat
name: Starodumov, Andrei
name: Susa, Tatjana
name: Attikis, Alexandros
name: Christoforou, Konstantinos
name: Konstantinou, Sotiroulla
name: Mousa, Jehad
name: Nicolaou, Charalambos
name: Ptochos, Fotios
name: Razis, Panos A.
name: Rykaczewski, Hans
name: Saka, Halil
name: Stepennov, Anton
name: Finger, Miroslav
name: Finger, Michael
name: Kveton, Antonin
name: Ayala, Edy
name: Carrera Jarrin, Edgar
name: Abdelalim, Ahmed Ali
name: Salama, Elsayed
name: Mahmoud, Mohammed
name: Mohammed, Yasser
name: Ehataht, Karl
name: Kadastik, Mario
name: Lange, Torben
name: Nandan, Saswati
name: Nielsen, Christine
name: Pata, Joosep
name: Raidal, Martti
name: Tani, Laurits
name: Veelken, Christian
name: Kirschenmann, Henning
name: Osterberg, Kenneth
name: Voutilainen, Mikko
name: Bharthuar, Shudhashil
name: Brücken, Erik
name: Garcia Fuentes, Francisco Ignacio
name: Kallonen, Kimmo Tuomas Samuli
name: Kinnunen, Ritva
name: Lampén, Tapio
name: Lassila-Perini, Kati
name: Lehti, Sami
name: Lindén, Tomas
name: Martikainen, Laura
name: Myllymäki, Mikael
name: Rantanen, Milla-maarit
name: Siikonen, Hannu
name: Tuominen, Eija
name: Tuominiemi, Jorma
name: Luukka, Panja-Riina
name: Petrow, Henri
name: Besancon, Marc
name: Couderc, Fabrice
name: Dejardin, Marc
name: Denegri, Daniel
name: Faure, Jean-Louis
name: Ferri, Federico
name: Ganjour, Serguei
name: Gras, Philippe
name: Hamel de Monchenault, Gautier
name: Lohezic, Victor
name: Malcles, Julie
name: Rander, John
name: Rosowsky, André
name: Sahin, Mehmet Özgür
name: Savoy-Navarro, Aurore
name: Simkina, Polina
name: Titov, Maksym
name: Tornago, Marta
name: Baldenegro Barrera, Cristian
name: Beaudette, Florian
name: Buchot Perraguin, Axel
name: Busson, Philippe
name: Cappati, Alessandra
name: Charlot, Claude
name: Chiusi, Marco
name: Damas, Florian
name: Davignon, Olivier
name: De Wit, Adinda
name: Fontana Santos Alves, Bruno Afonso
name: Ghosh, Shamik
name: Gilbert, Andrew
name: Granier de Cassagnac, Raphael
name: Hakimi, Alexandre
name: Harikrishnan, Bharadwaj
name: Kalipoliti, Lida
name: Liu, Geliang
name: Motta, Jona
name: Nguyen, Matthew
name: Ochando, Christophe
name: Portales, Louis
name: Salerno, Roberto
name: Sauvan, Jean-Baptiste
name: Sirois, Yves
name: Tarabini, Alessandro
name: Vernazza, Elena
name: Zabi, Alexandre
name: Zghiche, Amina
name: Agram, Jean-Laurent
name: Andrea, Jeremy
name: Apparu, Dylan
name: Bloch, Daniel
name: Brom, Jean-Marie
name: Chabert, Eric Christian
name: Collard, Caroline
name: Falke, Saskia
name: Goerlach, Ulrich
name: Grimault, Clément
name: Haeberle, Raphael
name: Le Bihan, Anne-Catherine
name: Meena, Meena
name: Saha, Gourab
name: Sessini, Mario Antoine
name: Van Hove, Pierre
name: Beauceron, Stephanie
name: Blancon, Benjamin
name: Boudoul, Gaelle
name: Chanon, Nicolas
name: Choi, Jieun
name: Contardo, Didier
name: Depasse, Pierre
name: Dozen, Candan
name: El Mamouni, Houmani
name: Fay, Jean
name: Gascon, Susan
name: Gouzevitch, Maxime
name: Greenberg, Christopher
name: Grenier, Gérald
name: Ille, Bernard
name: Laktineh, Imad Baptiste
name: Lethuillier, Morgan
name: Mirabito, Laurent
name: Perries, Stephane
name: Purohit, Arnab
name: Vander Donckt, Muriel
name: Verdier, Patrice
name: Xiao, Jie
name: Bagaturia, Iuri
name: Lomidze, Irakli
name: Tsamalaidze, Zviad
name: Botta, Valeria
name: Feld, Lutz
name: Klein, Katja
name: Lipinski, Martin
name: Meuser, Danilo
name: Pauls, Alexander
name: Röwert, Nicolas
name: Teroerde, Marius
name: Diekmann, Svenja
name: Dodonova, Alena
name: Eich, Niclas
name: Eliseev, Dmitry
name: Engelke, Frederic
name: Erdmann, Johannes
name: Erdmann, Martin
name: Fackeldey, Peter
name: Fischer, Benjamin
name: Hebbeker, Thomas
name: Hoepfner, Kerstin
name: Ivone, Francesco
name: Jung, Alexander
name: Lee, Ming-yan
name: Mausolf, Florian
name: Merschmeyer, Markus
name: Meyer, Arnd
name: Mukherjee, Swagata
name: Noll, Dennis
name: Nowotny, Fabian
name: Pozdnyakov, Andrey
name: Rath, Yannik
name: Redjeb, Wahid
name: Rehm, Florian
name: Reithler, Hans
name: Sarkar, Uttiya
name: Sarkisovi, Valentina
name: Schmidt, Alexander
name: Sharma, Archana
name: Spah, Jan Lukas
name: Stein, Annika
name: Torres Da Silva De Araujo, Felipe
name: Vigilante, Lorenzo
name: Wiedenbeck, Sebastian
name: Zaleski, Shawn
name: Dziwok, Christian
name: Flügge, Günter
name: Haj Ahmad, Wael
name: Kress, Thomas
name: Nowack, Andreas
name: Pooth, Oliver
name: Stahl, Achim
name: Ziemons, Tim
name: Zotz, Alexander
name: Aarup Petersen, Henriette
name: Aldaya Martin, Maria
name: Alimena, Juliette
name: Amoroso, Simone
name: An, Ying
name: Baxter, Samuel
name: Bayatmakou, Maryam
name: Becerril Gonzalez, Hugo
name: Behnke, Olaf
name: Belvedere, Alberto
name: Bhattacharya, Soham
name: Blekman, Freya
name: Borras, Kerstin
name: Campbell, Alan
name: Cardini, Andrea
name: Cheng, Chun
name: Colombina, Federica
name: Consuegra Rodríguez, Sandra
name: Correia Silva, Gilson
name: De Silva, Malinda
name: Eckerlin, Guenter
name: Eckstein, Doris
name: Estevez Banos, Luis Ignacio
name: Filatov, Oleg
name: Gallo, Elisabetta
name: Geiser, Achim
name: Giraldi, Angela
name: Guglielmi, Valentina
name: Guthoff, Moritz
name: Hinzmann, Andreas
name: Jafari, Abideh
name: Jeppe, Laurids
name: Jomhari, Nur Zulaiha
name: Kaech, Benno
name: Kasemann, Matthias
name: Kleinwort, Claus
name: Kogler, Roman
name: Komm, Matthias
name: Krücker, Dirk
name: Lange, Wolfgang
name: Leyva Pernia, Daina
name: Lipka, Katerina
name: Lohmann, Wolfgang
name: Mankel, Rainer
name: Melzer-Pellmann, Isabell-Alissandra
name: Mendizabal Morentin, Mikel
name: Meyer, Andreas Bernhard
name: Milella, Gabriele
name: Mussgiller, Andreas
name: Nair, Lakshmi Priya
name: Nürnberg, Andreas
name: Otarid, Younes
name: Park, Jiwon
name: Pérez Adán, Danyer
name: Ranken, Evan
name: Raspereza, Alexei
name: Ribeiro Lopes, Beatriz
name: Rübenach, Jonas
name: Saggio, Alessia
name: Scham, Moritz
name: Schnake, Simon
name: Schütze, Paul
name: Schwanenberger, Christian
name: Selivanova, Daria
name: Sharko, Konstantin
name: Shchedrolosiev, Mykyta
name: Sosa Ricardo, Rafael Eduardo
name: Stafford, Dominic
name: Vazzoler, Federico
name: Ventura Barroso, Ana
name: Walsh, Roberval
name: Wang, Qun
name: Wen, Yiwen
name: Wichmann, Katarzyna
name: Wiens, Lucas
name: Wissing, Christoph
name: Yang, Yewon
name: Zimermmane Castro Santos, André
name: Albrecht, Anna
name: Albrecht, Steffen
name: Antonello, Massimiliano
name: Bein, Samuel
name: Benato, Lisa
name: Bollweg, Sven
name: Bonanomi, Matteo
name: Connor, Patrick
name: Eich, Melanie
name: El Morabit, Karim
name: Fischer, Yannick
name: Garbers, Christoph
name: Garutti, Erika
name: Grohsjean, Alexander
name: Haller, Johannes
name: Jabusch, Henrik Ronald
name: Kasieczka, Gregor
name: Keicher, Philip
name: Klanner, Robert
name: Korcari, William
name: Kramer, Tobias
name: Kutzner, Viktor
name: Labe, Finn
name: Lange, Johannes
name: Lobanov, Artur
name: Matthies, Christopher
name: Mehta, Ankita
name: Moureaux, Louis
name: Mrowietz, Malte
name: Nigamova, Aliya
name: Nissan, Yuval
name: Paasch, Alexander
name: Pena Rodriguez, Karla Josefina
name: Quadfasel, Tobias
name: Raciti, Bianca
name: Rieger, Marcel
name: Savoiu, Daniel
name: Schindler, Jörg
name: Schleper, Peter
name: Schröder, Matthias
name: Schwandt, Joern
name: Sommerhalder, Manuel
name: Stadie, Hartmut
name: Steinbrück, Georg
name: Tews, Alexandra
name: Wolf, Moritz
name: Brommer, Sebastian
name: Burkart, Maximilian
name: Butz, Erik
name: Chwalek, Thorsten
name: Dierlamm, Alexander
name: Droll, Alexander
name: Faltermann, Nils
name: Giffels, Manuel
name: Gottmann, Artur
name: Hartmann, Frank
name: Hofsaess, Robin
name: Horzela, Maximilian
name: Husemann, Ulrich
name: Kieseler, Jan
name: Klute, Markus
name: Koppenhöfer, Roland
name: Lawhorn, Jay Mathew
name: Link, Marco
name: Lintuluoto, Adelina
name: Maier, Stefan
name: Mitra, Soureek
name: Mormile, Michele
name: Müller, Thomas
name: Neukum, Max
name: Oh, Minseok
name: Presilla, Matteo
name: Quast, Gunter
name: Rabbertz, Klaus
name: Regnery, Brendan
name: Shadskiy, Nikita
name: Shvetsov, Ivan
name: Simonis, Hans-Jürgen
name: Toms, Maria
name: Trevisani, Nicolò
name: Von Cube, Ralf Florian
name: Wassmer, Michael
name: Wieland, Sebastian
name: Wittig, Florian
name: Wolf, Roger
name: Zuo, Xunwu
name: Anagnostou, Georgios
name: Daskalakis, Georgios
name: Kyriakis, Aristotelis
name: Papadopoulos, Alkiviadis
name: Stakia, Anna
name: Kontaxakis, Pantelis
name: Melachroinos, Georgios
name: Panagiotou, Apostolos
name: Papavergou, Ioanna
name: Paraskevas, Ioannis
name: Saoulidou, Niki
name: Theofilatos, Konstantinos
name: Tziaferi, Eirini
name: Vellidis, Konstantinos
name: Zisopoulos, Ilias
name: Bakas, Georgios
name: Chatzistavrou, Theodoros
name: Karapostoli, Georgia
name: Kousouris, Konstantinos
name: Papakrivopoulos, Ioannis
name: Siamarkou, Eirini
name: Tsipolitis, Georgios
name: Zacharopoulou, Anna
name: Adamidis, Kosmas
name: Bestintzanos, Ioannis
name: Evangelou, Ioannis
name: Foudas, Costas
name: Kamtsikis, Christos
name: Katsoulis, Panagiotis
name: Kokkas, Panagiotis
name: Kosmoglou Kioseoglou, Polidamas Georgios
name: Manthos, Nikolaos
name: Papadopoulos, Ioannis
name: Strologas, John
name: Bartók, Márton
name: Hajdu, Csaba
name: Horvath, Dezso
name: Márton, Krisztina
name: Sikler, Ferenc
name: Veszpremi, Viktor
name: Csanad, Mate
name: Farkas, Krisztián
name: Gadallah, Mahmod Moussa Abdelkhalek
name: Kadlecsik, Ármin
name: Major, Péter
name: Mandal, Koushik
name: Pasztor, Gabriella
name: Rádl, Attila József
name: Veres, Gabor Istvan
name: Raics, Peter
name: Ujvari, Balazs
name: Zilizi, Gyula
name: Bencze, Gyorgy
name: Czellar, Sandor
name: Molnar, Jozsef
name: Szillasi, Zoltan
name: Csorgo, Tamas Ferenc
name: Nemes, Frigyes
name: Novak, Tamas
name: Babbar, Jyoti
name: Bansal, Sunil
name: Beri, Suman Bala
name: Bhatnagar, Vipin
name: Chaudhary, Geetanjali
name: Chauhan, Sushil
name: Dhingra, Nitish
name: Kaur, Amandeep
name: Kaur, Anureet
name: Kaur, Harjot
name: Kaur, Manjit
name: Kumar, Sunil
name: Sandeep, Kaur
name: Sheokand, Tanvi
name: Singh, Jasbir
name: Singla, Aayushi
name: Ahmed, Asar
name: Bhardwaj, Ashutosh
name: Chhetri, Arjun
name: Choudhary, Brajesh C.
name: Kumar, Ashok
name: Kumar, Arun
name: Naimuddin, Mohammad
name: Ranjan, Kirti
name: Saumya, Saumya
name: Baradia, Sweta
name: Barman, Soumyadip
name: Bhattacharya, Satyaki
name: Dutta, Shubham
name: Dutta, Suchandra
name: Sarkar, Subir
name: Ameen, Mohammad Mobassir
name: Behera, Prafulla Kumar
name: Behera, Subash Chandra
name: Chatterjee, Sayan
name: Jana, Pranati
name: Kalbhor, Pritam
name: Komaragiri, Jyothsna Rani
name: Kumar, Deepak
name: Pujahari, Prabhat Ranjan
name: Saha, Nihar Ranjan
name: Sharma, Ashish
name: Sikdar, Anup Kumar
name: Verma, Sadhana
name: Dugad, Shashikant
name: Kumar, Mintu
name: Mohanty, Gagan Bihari
name: Suryadevara, Pruthvi
name: Bala, Anirban
name: Banerjee, Sudeshna
name: Chatterjee, Rajdeep Mohan
name: Dewanjee, Ram Krishna
name: Guchait, Monoranjan
name: Jain, Shilpi
name: Jaiswal, Atul
name: Karmakar, Saikat
name: Kumar, Sanjeev
name: Majumder, Gobinda
name: Mazumdar, Kajari
name: Parolia, Shubhi
name: Thachayath, Aravind
name: Bahinipati, Seema
name: Kar, Chandiprasad
name: Maity, Dipak
name: Mal, Prolay
name: Mishra, Tribeni
name: Muraleedharan Nair Bindhu, Vinaya Krishnan
name: Naskar, Kousik
name: Nayak, Aruna
name: Sadangi, Priyanka
name: Saha, Prafulla
name: Swain, Sanjay Kumar
name: Varghese, Sanu
name: Vats, Diwakar
name: Acharya, Shriniketan
name: Alpana, Alpana
name: Dube, Sourabh
name: Gomber, Bhawna
name: Kansal, Bhumika
name: Laha, Arnab
name: Sahu, Bisnupriya
name: Sharma, Seema
name: Vaish, Kumar Yash
name: Bakhshiansohi, Hamed
name: Khazaie, Elham
name: Zeinali, Maryam
name: Chenarani, Shirin
name: Etesami, Seyed Mohsen
name: Khakzad, Mohsen
name: Mohammadi Najafabadi, Mojtaba
name: Grunewald, Martin
name: Abbrescia, Marcello
name: Aly, Reham
name: Colaleo, Anna
name: Creanza, Donato
name: D'Anzi, Brunella
name: De Filippis, Nicola
name: De Palma, Mauro
name: Di Florio, Adriano
name: Elmetenawee, Walaa
name: Fiore, Luigi
name: Iaselli, Giuseppe
name: Louka, Magdy
name: Maggi, Giorgio
name: Maggi, Marcello
name: Margjeka, Ilirjan
name: Mastrapasqua, Vincenzo
name: My, Salvatore
name: Nuzzo, Salvatore
name: Pellecchia, Antonello
name: Pompili, Alexis
name: Pugliese, Gabriella
name: Radogna, Raffaella
name: Ramirez-Sanchez, Gabriel
name: Ramos, Dayron
name: Ranieri, Antonio
name: Silvestris, Lucia
name: Simone, Federica Maria
name: Sözbilir, Ümit
name: Stamerra, Anna
name: Venditti, Rosamaria
name: Verwilligen, Piet
name: Zaza, Angela
name: Abbiendi, Giovanni
name: Battilana, Carlo
name: Bonacorsi, Daniele
name: Borgonovi, Lisa
name: Campanini, Renato
name: Capiluppi, Paolo
name: Castro, Andrea
name: Cavallo, Francesca Romana
name: Cuffiani, Marco
name: Dallavalle, Gaetano-Marco
name: Diotalevi, Tommaso
name: Fanfani, Alessandra
name: Fasanella, Daniele
name: Giacomelli, Paolo
name: Giommi, Luca
name: Grandi, Claudio
name: Guiducci, Luigi
name: Lo Meo, Sergio
name: Lunerti, Leonardo
name: Marcellini, Stefano
name: Masetti, Gianni
name: Navarria, Francesco
name: Perrotta, Andrea
name: Primavera, Federica
name: Rossi, Antonio
name: Rovelli, Tiziano
name: Siroli, Gian Piero
name: Costa, Salvatore
name: Di Mattia, Alessandro
name: Potenza, Renato
name: Tricomi, Alessia
name: Tuve, Cristina
name: Assiouras, Panagiotis
name: Barbagli, Giuseppe
name: Bardelli, Giulio
name: Camaiani, Benedetta
name: Cassese, Antonio
name: Ceccarelli, Rudy
name: Ciulli, Vitaliano
name: Civinini, Carlo
name: D'Alessandro, Raffaello
name: Focardi, Ettore
name: Kello, Tomas
name: Latino, Giuseppe
name: Lenzi, Piergiulio
name: Lizzo, Mattia
name: Meschini, Marco
name: Paoletti, Simone
name: Papanastassiou, Alkis
name: Sguazzoni, Giacomo
name: Viliani, Lorenzo
name: Benussi, Luigi
name: Bianco, Stefano
name: Meola, Sabino
name: Piccolo, Davide
name: Chatagnon, Pierre
name: Ferro, Fabrizio
name: Robutti, Enrico
name: Tosi, Silvano
name: Benaglia, Andrea
name: Boldrini, Giacomo
name: Brivio, Francesco
name: Cetorelli, Flavia
name: De Guio, Federico
name: Dinardo, Mauro Emanuele
name: Dini, Paolo
name: Gennai, Simone
name: Gerosa, Raffaele
name: Ghezzi, Alessio
name: Govoni, Pietro
name: Guzzi, Luca
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name: Bisello, Dario
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name: Zanetti, Marco
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name: Kim, Hyunchul
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name: Kim, Yongsun
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name: Lee, Haneol
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name: Watson, Ian
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name: Maghrbi, Yasser
name: Dreimanis, Karlis
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name: Juodagalvis, Andrius
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name: Tamulaitis, Gintautas
name: Bin Norjoharuddeen, Nurfikri
name: Yusuff, Imran
name: Zolkapli, Zukhaimira
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name: Encinas Acosta, Hedwin Aaron
name: Gallegos Maríñez, Luis Gabriel
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name: Murillo Quijada, Javier Alberto
name: Sehrawat, Ashish
name: Valencia Palomo, Lizardo
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name: Bunkowski, Karol
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name: Urda Gómez, Lourdes
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name: Fernandez Menendez, Javier
name: Folgueras, Santiago
name: Gonzalez Caballero, Isidro
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name: Palencia Cortezon, Enrique
name: Ramón Álvarez, Clara
name: Rodríguez Bouza, Víctor
name: Soto Rodríguez, Alejandro
name: Trapote, Andrea
name: Vico Villalba, Carlos
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name: Bhowmik, Sandeep
name: Blanco Fernández, Sergio
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name: Calderon, Alicia
name: Duarte Campderros, Jordi
name: Fernandez, Marcos
name: Gomez, Gervasio
name: Lasaosa García, Clara
name: Martinez Rivero, Celso
name: Martinez Ruiz del Arbol, Pablo
name: Matorras, Francisco
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name: Navarrete Ramos, Efren
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name: Scodellaro, Luca
name: Vila, Ivan
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name: Malagalage, Kithsiri
name: Kailasapathy, Balashangar
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name: Dhammage, Deshitha Chamikara Wickramarathna
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name: Liyanage, Kalpanie
name: Perera, Nimantha
name: Wickramage, Nadeesha
name: Abbaneo, Duccio
name: Amendola, Chiara
name: Auffray, Etiennette
name: Auzinger, Georg
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name: Barney, David
name: Bermúdez Martínez, Armando
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name: Botta, Cristina
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name: D'Enterria, David
name: Dabrowski, Anne
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name: De Roeck, Albert
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name: Deile, Mario
name: Dobson, Marc
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name: Franzoni, Giovanni
name: Funk, Wolfgang
name: Giani, Simone
name: Gigi, Dominique
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name: Glege, Frank
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name: Huber, Benjamin
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name: Mannelli, Marcello
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name: Meijers, Frans
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name: Meschi, Emilio
name: Milosevic, Vukasin
name: Monti, Fabio
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name: Neutelings, Izaak
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name: Reales Gutiérrez, Guillermo
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name: Sharma, Archana
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name: Sphicas, Paraskevas
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name: Steen, Arnaud
name: Summers, Sioni
name: Treille, Daniel
name: Tropea, Paola
name: Tsirou, Andromachi
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name: Aarrestad, Thea Klaeboe
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name: Backhaus, Malte
name: Calandri, Alessandro
name: Cazzaniga, Cesare
name: Datta, Kaustuv
name: De Cosa, Annapaola
name: Dissertori, Günther
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name: Eble, Florian
name: Galli, Massimiliano
name: Gedia, Krunal
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name: Hits, Dmitry
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name: Lyon, Anne-mazarine
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name: Marchegiani, Matteo
name: Marchese, Luigi
name: Martin Perez, Cristina
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name: Nessi-Tedaldi, Francesca
name: Pauss, Felicitas
name: Perovic, Vasilije
name: Pigazzini, Simone
name: Reissel, Christina
name: Reitenspiess, Thomas
name: Ristic, Branislav
name: Riti, Federica
name: Seidita, Roberto
name: Steggemann, Jan
name: Valsecchi, Davide
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name: Amsler, Claude
name: Bärtschi, Pascal
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name: Cormier, Kyle
name: Heikkilä, Jaana Kristiina
name: Huwiler, Marc
name: Jin, Weijie
name: Jofrehei, Arash
name: Kilminster, Benjamin
name: Leontsinis, Stefanos
name: Liechti, Sascha Pascal
name: Macchiolo, Anna
name: Meiring, Peter
name: Molinatti, Umberto
name: Reimers, Arne
name: Robmann, Peter
name: Sanchez Cruz, Sergio
name: Senger, Matias
name: Stäger, Fabian
name: Takahashi, Yuta
name: Tramontano, Raffaella
name: Adloff, Catherine
name: Bhowmik, Debabrata
name: Kuo, Chia-Ming
name: Lin, Willis
name: Rout, Prasant Kumar
name: Tiwari, Praveen Chandra
name: Yu, Shin-Shan
name: Ceard, Ludivine
name: Chao, Yuan
name: Chen, Kai-Feng
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name: Chen, Zheng-gang
name: De Iorio, Agostino
name: Hou, George Wei-Shu
name: Hsu, Ting-hsiang
name: Kao, Yu-wei
name: Khurana, Raman
name: Kole, Gouranga
name: Li, You-ying
name: Lu, Rong-Shyang
name: Paganis, Efstathios
name: Su, Xing-fu
name: Thomas-Wilsker, Joshuha
name: Tsai, Lian-sheng
name: Wu, Hsin-yeh
name: Yazgan, Efe
name: Asawatangtrakuldee, Chayanit
name: Srimanobhas, Norraphat
name: Wachirapusitanand, Vichayanun
name: Agyel, Doruk
name: Boran, Fatma
name: Demiroglu, Zuhal Seyma
name: Dolek, Furkan
name: Dumanoglu, Isa
name: Eskut, Eda
name: Guler, Yalcin
name: Gurpinar Guler, Emine
name: Isik, Candan
name: Kara, Ozgun
name: Kayis Topaksu, Aysel
name: Kiminsu, Ugur
name: Onengut, Gulsen
name: Ozdemir, Kadri
name: Polatoz, Ayse
name: Tali, Bayram
name: Tok, Ufuk Guney
name: Turkcapar, Semra
name: Uslan, Ebru
name: Zorbakir, Ibrahim Soner
name: Yalvac, Metin
name: Akgun, Bora
name: Atakisi, Ismail Okan
name: Gulmez, Erhan
name: Kaya, Mithat
name: Kaya, Ozlem
name: Tekten, Sevgi
name: Cakir, Altan
name: Cankocak, Kerem
name: Komurcu, Yildiray
name: Sen, Sercan
name: Aydilek, Orhan
name: Cerci, Salim
name: Epshteyn, Vladimir
name: Hacisahinoglu, Burak
name: Hos, Ilknur
name: Kaynak, Berkan
name: Ozkorucuklu, Suat
name: Potok, Onur
name: Sert, Hale
name: Simsek, Cagdas
name: Zorbilmez, Caglar
name: Isildak, Bora
name: Sunar Cerci, Deniz
name: Boyaryntsev, Andriy
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name: Anthony, David
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name: Bury, Florian Joel J.
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name: Davies, Gavin
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name: Fedi, Giacomo
name: Hall, Geoffrey
name: Hassanshahi, Mohammad Hassan
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name: Magnan, Anne-Marie
name: Malik, Sarah
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name: Nash, Jordan
name: Pesaresi, Mark
name: Radburn-Smith, Benjamin Charles
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name: Rose, Andrew
name: Savva, Klitos
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name: Shukla, Raghunandan
name: Tapper, Alexander
name: Uchida, Kirika
name: Uttley, George Peter
name: Vage, Liv Helen
name: Virdee, Tejinder
name: Vojinovic, Milos
name: Wardle, Nicholas
name: Winterbottom, Daniel
name: Coldham, Kathryn
name: Cole, Joanne
name: Khan, Akram
name: Kyberd, Paul
name: Reid, Ivan
name: Abdullin, Salavat
name: Brinkerhoff, Andrew
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name: Hiltbrand, Joshua
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name: Saunders, Mark
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name: Sutantawibul, Chosila
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name: Huerta Escamilla, Conett
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name: Usai, Emanuele
name: Yi, Ruole
name: Akpinar, Alp
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name: Cosby, Christopher
name: Demiragli, Zeynep
name: Erice, Carlos
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name: Fernandez Madrazo, Celia
name: Fontanesi, Elisa
name: Gastler, Daniel
name: Golf, Frank
name: Jeon, Sihyun
name: Reed, Ian
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name: Salyer, Kaitlin
name: Sperka, David
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name: Suarez, Indara
name: Tsatsos, Anna
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name: Cutts, David
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name: Andreev, Vladimir
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name: Azarkin, Maksim
name: Babaev, Anton
name: Belyaev, Andrey
name: Blinov, Vladimir
name: Boos, Edouard
name: Borshch, Vladislav
name: Budkouski, Dzmitry
name: Chadeeva, Marina
name: Chekhovsky, Vladimir
name: Chistov, Ruslan
name: Demiyanov, Andrey
name: Dermenev, Alexander
name: Dimova, Tatyana
name: Druzhkin, Dmitry
name: Dubinin, Mikhail
name: Dudko, Lev
name: Ershov, Alexander
name: Gavrilov, Genady
name: Gavrilov, Vladimir
name: Gninenko, Sergei
name: Golovtcov, Victor
name: Golubev, Nikolai
name: Golutvin, Igor
name: Gorbunov, Ilya
name: Gribushin, Andrey
name: Ivanov, Yury
name: Kachanov, Vassili
name: Karjavine, Vladimir
name: Karneyeu, Anton
name: Kim, Victor
name: Kirakosyan, Martin
name: Kirpichnikov, Dmitrii
name: Kirsanov, Mikhail
name: Klyukhin, Vyacheslav
name: Kodolova, Olga
name: Korenkov, Vladimir
name: Kozyrev, Aleksei
name: Krasnikov, Nikolai
name: Lanev, Alexander
name: Levchenko, Petr
name: Lychkovskaya, Natalia
name: Makarenko, Vladimir
name: Malakhov, Alexander
name: Matveev, Viktor
name: Murzin, Victor
name: Nikitenko, Alexander
name: Obraztsov, Stepan
name: Oreshkin, Vadim
name: Palichik, Vladimir
name: Perelygin, Victor
name: Petrushanko, Sergey
name: Polikarpov, Sergey
name: Popov, Vladimir
name: Radchenko, Olesia
name: Savina, Maria
name: Savrin, Viktor
name: Shalaev, Vladislav
name: Shmatov, Sergey
name: Shulha, Siarhei
name: Skovpen, Yuri
name: Slabospitskii, Sergei
name: Smirnov, Vitaly
name: Snigirev, Alexander
name: Sosnov, Dmitry
name: Sulimov, Valentin
name: Tcherniaev, Evgueni
name: Terkulov, Adel
name: Teryaev, Oleg
name: Tlisova, Irina
name: Toropin, Alexander
name: Uvarov, Lev
name: Uzunian, Andrey
name: Vorobyev, Alexey
name: Voytishin, Nikolay
name: Yuldashev, Bekhzod S.
name: Zarubin, Anatoli
name: Zhizhin, Ilia
name: Zhokin, Alexander
name: CMS Collaboration
Publisher: name: Deutsches Elektronen-Synchrotron, DESY, Hamburg
Year: 2024
Subjects: CMS
performance
computer: network
programming
machine learning
Grid computing
microprocessor
multiprocessor: graphics
cloud
data management

description: 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.