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MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems



Steven Farrell , Murali Emani , Jacob Balma , Lukas Drescher , Aleksandr Drozd , Andreas Fink , Geoffrey Fox , David Kanter , Thorsten Kurth , Peter Mattson , Dawei Mu , Amit Ruhela , Kento Sato , Koichi Shirahata , Tsuguchika Tabaru , Aristeidis Tsaris , Jan Balewski , Ben Cumming , Takumi Danjo , Jens Domke , Takaaki Fukai , Naoto Fukumoto , Tatsuya Fukushi , Balazs Gerofi , Takumi Honda , Toshiyuki Imamura , Akihiko Kasagi , Kentaro Kawakami , Shuhei Kudo , Akiyoshi Kuroda , Maxime Martinasso , Satoshi Matsuoka , Henrique Mendonça , Kazuki Minami , Prabhat Ram , Takashi Sawada , Mallikarjun Shankar , Tom St. John , Akihiro Tabuchi , Venkatram Vishwanath , Mohamed Wahib , Masafumi Yamazaki , Junqi Yin


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MLPerf Inference Benchmark



Vijay Janapa Reddi , Christine Cheng , David Kanter , Peter Mattson , Guenther Schmuelling , Carole-Jean Wu , Brian Anderson , Maximilien Breughe , Mark Charlebois , William Chou , Ramesh Chukka , Cody Coleman , Sam Davis , Pan Deng , Greg Diamos , Jared Duke , Dave Fick , J. Scott Gardner , Itay Hubara , Sachin Idgunji , Thomas B. Jablin , Jeff Jiao , Tom St. John , Pankaj Kanwar , David Lee , Jeffery Liao , Anton Lokhmotov , Francisco Massa , Peng Meng , Paulius Micikevicius , Colin Osborne , Gennady Pekhimenko , Arun Tejusve Raghunath Rajan , Dilip Sequeira , Ashish Sirasao , Fei Sun , Hanlin Tang , Michael Thomson , Frank Wei , Ephrem Wu , Lingjie Xu , Koichi Yamada , Bing Yu , George Yuan , Aaron Zhong , Peizhao Zhang , Yuchen Zhou


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MLPerf Training Benchmark



Peter Mattson , Christine Cheng , Cody Coleman , Greg Diamos , Paulius Micikevicius , David Patterson , Hanlin Tang , Gu-Yeon Wei , Peter Bailis , Victor Bittorf , David Brooks , Dehao Chen , Debojyoti Dutta , Udit Gupta , Kim Hazelwood , Andrew Hock , Xinyuan Huang , Bill Jia , Daniel Kang , David Kanter , Naveen Kumar , Jeffery Liao , Guokai Ma , Deepak Narayanan , Tayo Oguntebi , Gennady Pekhimenko , Lillian Pentecost , Vijay Janapa Reddi , Taylor Robie , Tom St. John , Carole-Jean Wu , Lingjie Xu , Cliff Young , Matei Zaharia


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