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"Portable Acceleration of CMS Computing Workflows with Coprocessors as a Service". Computing and Software for Big Science 8 (1). Country unknown/Code not available: Springer. https://doi.org/10.1007/s41781-024-00124-1. https://par.nsf.gov/biblio/10552266.

@article{osti_10552266,
place = {Country unknown/Code not available}, title = {Portable Acceleration of CMS Computing Workflows with Coprocessors as a Service}, url = {https://par.nsf.gov/biblio/10552266}, DOI = {10.1007/s41781-024-00124-1}, abstractNote = {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.}, journal = {Computing and Software for Big Science}, volume = {8}, number = {1}, publisher = {Springer}, author = {Hayrapetyan, A and Tumasyan, A and Adam, W and Andrejkovic, J W and Bergauer, T and Chatterjee, S and Damanakis, K and Dragicevic, M and Hussain, P S and Jeitler, M and Krammer, N and Li, A and Liko, D and Mikulec, I and Schieck, J and Schöfbeck, R and Schwarz, D and Sonawane, M and Templ, S and Waltenberger, W and Wulz, C-E and Darwish, M R and Janssen, T and Mechelen, P Van and Bols, E S and D’Hondt, J and Dansana, S and De_Moor, A and Delcourt, M and Faham, H El and Lowette, S and Makarenko, I and Müller, D and Sahasransu, A R and Tavernier, S and Tytgat, M and Onsem, G_P Van and Putte, S Van and Vannerom, D and Clerbaux, B and Das, A K and De_Lentdecker, G and Favart, L and Gianneios, P and Hohov, D and Jaramillo, J and Khalilzadeh, A and Khan, F A and Lee, K and Mahdavikhorrami, M and Malara, A and Paredes, S and Thomas, L and Bemden, M Vanden and Velde, C Vander and Vanlaer, P and De_Coen, M and Dobur, D and Hong, Y and Knolle, J and Lambrecht, L and Mestdach, G and Amarilo, K Mota and Rendón, C and Samalan, A and Skovpen, K and Bossche, N_Van Den and Linden, J_van der and Wezenbeek, L and Benecke, A and Bethani, A and Bruno, G and Caputo, C and Delaere, C and Donertas, I S and Giammanco, A and Jaffel, K and Jain, Sa and Lemaitre, V and Lidrych, J and Mastrapasqua, P and Mondal, K and Tran, T T and Wertz, S and Alves, G A and Coelho, E and Hensel, C and De_Oliveira, T Menezes and Moraes, A and Teles, P Rebello and Soeiro, M and Júnior, W_L Aldá and Pereira, M_Alves Gallo and Filho, M_Barroso Ferreira and Malbouisson, H Brandao and Carvalho, W and Chinellato, J and Da_Costa, E M and Da_Silveira, G G and De_Jesus_Damiao, D and De_Souza, S Fonseca and De_Souza, R Gomes and Martins, J and Herrera, C Mora and Mundim, L and Nogima, H and Pinheiro, J P and Santoro, A and Sznajder, A and Thiel, M and Pereira, A Vilela and Bernardes, C A and Calligaris, L and Tomei, T_R_Fernandez Perez and Gregores, E M and Mercadante, P G and Novaes, S F and Orzari, B and Padula, Sandra S and Aleksandrov, A and Antchev, G and Hadjiiska, R and Iaydjiev, P and Misheva, M and Shopova, M and Sultanov, G and Dimitrov, A and Litov, L and Pavlov, B and Petkov, P and Petrov, A and Shumka, E and Keshri, S and Thakur, S and Cheng, T and Javaid, T and Yuan, L and Hu, Z and Liu, J and Yi, K and Chen, G M and Chen, H S and Chen, M and Iemmi, F and Jiang, C H and Kapoor, A and Liao, H and Liu, Z-A and Sharma, R and Song, J N and Tao, J and Wang, C and Wang, J and Wang, Z and Zhang, H and Agapitos, A and Ban, Y and Levin, A and Li, C and Li, Q and Mao, Y and Qian, S J and Sun, X and Wang, D and Yang, H and Zhang, L and Zhou, C and You, Z and Lu, N and Bauer, G and Gao, X and Leggat, D and Okawa, H and Lin, Z and Lu, 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and Santocchia, A and Spiga, D and Tedeschi, T and Asenov, P and Azzurri, P and Bagliesi, G and Bhattacharya, R and Bianchini, L and Boccali, T and Bossini, E and Bruschini, D and Castaldi, R and Ciocci, M A and Cipriani, M and D’Amante, V and Dell’Orso, R and Donato, S and Giassi, A and Ligabue, F and Figueiredo, D Matos and Messineo, A and Musich, M and Palla, F and Rizzi, A and Rolandi, G and Chowdhury, S Roy and Sarkar, T and Scribano, A and Spagnolo, P and Tenchini, R and Tonelli, G and Turini, N and Venturi, A and Verdini, P G and Barria, P and Basile, C and Campana, M and Cavallari, F and Mendez, L Cunqueiro and Re, D Del and Marco, E Di and Diemoz, M and Errico, F and Longo, E and Meridiani, P and Mijuskovic, J and Organtini, G and Pandolfi, F and Paramatti, R and Quaranta, C and Rahatlou, S and Rovelli, C and Santanastasio, F and Soffi, L and Amapane, N and Arcidiacono, R and Argiro, S and Arneodo, M and Bartosik, N and Bellan, R and Bellora, A and Biino, C and Borca, C and 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and De_La_Cruz, B and Peris, A Delgado and Valle, A_Escalante Del and Val, D_Fernández Del and Ramos, J_P Fernández and Flix, J and Fouz, M C and Lopez, O Gonzalez and Lopez, S Goy and Hernandez, J M and Josa, M I and Moran, D and Perez, C_M Morcillo and Tobar, Á Navarro and Dengra, C Perez and Yzquierdo, A Pérez-Calero and Pelayo, J Puerta and Redondo, I and Ferrero, D_D Redondo and Romero, L and Navas, S Sánchez and Gómez, L Urda and Escobar, J Vazquez and Willmott, C and de_Trocóniz, J F and Gonzalez, B Alvarez and Cuevas, J and Menendez, J Fernandez and Folgueras, S and Caballero, I Gonzalez and Fernández, J_R González and Cortezon, E Palencia and Álvarez, C Ramón and Bouza, V Rodríguez and Rodríguez, A Soto and Trapote, A and Villalba, C Vico and Vischia, P and Bhowmik, S and Fernández, S Blanco and Cifuentes, J_A Brochero and Cabrillo, I J and Calderon, A and Campderros, J Duarte and Fernandez, M and Gomez, G and García, C Lasaosa and Rivero, C Martinez and Arbol, P_Martinez_Ruiz del and Matorras, F and Cuevas, P Matorras and Ramos, E Navarrete and Gomez, J Piedra and Scodellaro, L and Vila, I and Garcia, J_M Vizan and Jayananda, M K and Kailasapathy, B and Sonnadara, D_U J and Wickramarathna, D_D C and Dharmaratna, W_G D and Liyanage, K and Perera, N and Wickramage, N and Abbaneo, D and Amendola, C and Auffray, E and Auzinger, G and Baechler, J and Barney, D and Martínez, A Bermúdez and Bianco, M and Bilin, B and Anuar, A_A Bin and Bocci, A and Botta, C and Brondolin, E and Caillol, C and Cerminara, G and Chernyavskaya, N and d’Enterria, D and Dabrowski, A and David, A and De_Roeck, A and Defranchis, M M and Deile, M and Dobson, M and Forthomme, L and Franzoni, G and Funk, W and Giani, S and Gigi, D and Gill, K and Glege, F and Gouskos, L and Haranko, M and Hegeman, J and Huber, B and Innocente, V and James, T and Janot, P and Laurila, S and Lecoq, P and Leutgeb, E and Lourenço, C and Maier, B and Malgeri, L and Mannelli, M and Marini, A C and Matthewman, M and Meijers, F and Mersi, S and Meschi, E and Milosevic, V and Monti, F and Moortgat, F and Mulders, M and Neutelings, I and Orfanelli, S and Pantaleo, F and Petrucciani, G and Pfeiffer, A and Pierini, M and Piparo, D and Qu, H and Rabady, D and Gutiérrez, G Reales and Rovere, M and Sakulin, H and Scarfi, S and Schwick, C and Selvaggi, M and Sharma, A and Shchelina, K and Silva, P and Sphicas, P and Leiton, A_G Stahl and Steen, A and Summers, S and Treille, D and Tropea, P and Tsirou, A and Walter, D and Wanczyk, J and Wang, J and Wuchterl, S and Zehetner, P and Zejdl, P and Zeuner, W D and Bevilacqua, T and Caminada, L and Ebrahimi, A and Erdmann, W and Horisberger, R and Ingram, Q and Kaestli, H C and Kotlinski, D and Lange, C and Missiroli, M and Noehte, L and Rohe, T and Aarrestad, T K and Androsov, K and Backhaus, M and Calandri, A and Cazzaniga, C and Datta, K and De_Cosa, A and Dissertori, G and Dittmar, M and Donegà, M and Eble, F and Galli, M and Gedia, K and Glessgen, F and 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and Shmatov, S and Shulha, S and Skovpen, Y and Slabospitskii, S and Smirnov, V and Snigirev, A and Sosnov, D and Sulimov, V and Tcherniaev, E and Terkulov, A and Teryaev, O and Tlisova, I and Toropin, A and Uvarov, L and Uzunian, A and Vorobyev, A and Voytishin, N and Yuldashev, B S and Zarubin, A and Zhizhin, I and Zhokin, A}, }