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RAPIDS2: A SciDAC Institute for Computer Science, Data, and Artificial Intelligence funded under SciDAC-5

https://www.energy.gov/articles/department-energy-provide-575-million-science-computing-teams

Sustainable Horizon Institute Seminar: Prasanna Balaprakash (ANL). Scientific domain-informed machine learning. Florida A&M University/Sustainable Horizon Institute, November, 2021.

HDF5 User Group Meeting. On October 12-14, 2021, Suren Bryna helped to put together the 2021 HDF5 User Group Meeting with about 30 different presentations and panels. RAPIDS2 staff has also been involved in earlier rounds of the HDF5 User Group Meetings.

Educational outreach: Aditi Krishnapriyan (LBNL), participant in the U.S.– Africa Initiative in Electronic Structure (USAfri), summer 2021.

Educational outreach: Thematic Einstein Semester on Geometric and Topological Structure of Materials , Summer Semester 2021, Myfanwy Evans (U Potsdam), Kathryn Hess Bellwald (EPFL), Frank H. Lutz (TU Berlin), Dmitriy Morozov (LBNL), Ileana Streinu (Smith College)

Tutorial: Automatic Differentiation as a Tool for Computational Science minitutorial at the 2021 SIAM Conference on Computational Science and Engineering, 3-4 March 2021, Laurent Hascoët (INRIA), Paul Hovland (ANL), Jan Hückelheim (ANL), Sri Hari Krishna Narayanan (ANL).

Sustainable Horizon Institute Seminar: Prasanna Balaprakash (ANL). Scientific domain-informed machine learning. San Diego State University/Sustainable Horizon Institute, March, 2021.

RAPIDS Activities at ATPESC 2021

Phil Carns (ANL), Rob Latham (ANL/RAPIDS), Scot Breitenfeld (THG), Shane Snyder (ANL) "Data Intensive Computing and I/O", Aug 6, 2021, Virtual.

RAPIDS2 Activities at SC21

Workshop: ISAV 2021: In Situ Infrastructures for Enabling Extreme-scale Analysis and Visualization, Monday 15 Nov 2021, 09:00-17:30 CST. Silvio Rizzi (ANL), Nicola Ferrier (ANL) Sean Ziegeler (US DoD HPC Modernization Program), Thomas Vierjahn (Westphalian University of Applied Sciences), E. Wes Bethel (LBNL) (organizer), David Pugmire (ORNL) (General co-chair), Kenneth Moreland (ORNL) (organizing committee), James Kress (ORNL) (program committee) .

Workshop: RSDHA 2021: Redefining Scalability for Diversely Heterogeneous Architectures, November 19, 2021, 8:30-12:00 CST. Mehmet E. Belviranli (Colorado School of Mines), Seyong Lee (ORNL)(co-organizer), and Shuaiwen Leon Song (The University of Sydney).

Tutorial: Performance Tuning with the Roofline Model on GPUs and CPUs, Sunday November 14, 2021, 8am-5pm CST, Samuel Williams (LBNL), Aleksandar Ilic (INESC), Zakhar Matveev (Intel), Max Katz (NVIDIA), JaeHyuk Kwack (ALCF), Neil Nehta (NERSC).

Tutorial: In Situ Analysis and Visualization with SENSEI and Ascent, Sunday, 14 Nov 2021, 8am-12pm CST. E. Wes Bethel (LBNL) (organizer and lead presenter), Cyrus Harrison (LLNL), Matt Larsen (LLNL), Burlen Loring (LBNL), Silvio Rizzi (ANL), Terry Turton (LANL).

Tutorial: Parallel I/O in Practice, Monday 15 Nov 2021, 8am-5pm CST. Rob Latham (ANL), Rob Ross (ANL), Brent Welch (Google), Glen Lockwood (LBNL).

DOE Booth Demo: Prasanna Balaprakash. DeepHyper: Scalable Neural Architecture and Hyperparameter Search for Deep Neural Networks. DOE Booth Demo, November, 2021.

Workshop Paper: Comparing LLC-memory Traffic between CPU and GPU Architectures, RSDHA: Redefining Scalability for Diversely Heterogeneous Architectures, Mohammad Alaul Haque Monil (U. Oregon), Seyong Lee (ORNL), Jeffrey S. Vetter (ORNL), and Allen D. Malony (U. Oregon).

Workshop Paper: An Adaptive Elasticity Policy For Staging Based In-Situ Processing, Zhe Wang (Rutgers), Matthieu Dorier (ANL), Pradeep Subedi (Utah), Philip E. Davis (Utah), Manish Parashar (Utah).

RAPIDS Activities at ATPESC 2020

Phil Carns (ANL), Rob Latham (ANL/RAPIDS), Quincey Koziol (LBNL), Sarp Oral (ORNL), Kathryn Mohror (LLNL), Shane Snyder (ANL) "Data Intensive Computing and I/O", July 31, 2020, Virtual.

RAPIDS2 Activities at SC20

November 9–19, 2020

Join the RAPIDS team for these events at the 2020 Supercomputing Conference, online!

Workshop: ISAV 2020: In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization, Thursday 12 November 2020, 10am-6:30pm EST. E. Wes Bethel (LBNL), Silvio Rizzi (ANL), Christoph Garth (TU Kaiserslautern), Bruno Raffin (INRIA), Sean Ziegeler (GDIT), Nicola Ferrier (ANL), Earl Duque (Intelligent Light), Patrick O'Leary (Kitware), Tom Vierjahn (Westphalian Univ of Applied Science), Kenneth Moreland (SNL), Gunther Weber (LBNL), Matthew Wolf (ORNL).

Tutorial: In Situ Analysis and Visualization with SENSEI and Ascent, Monday 9 November 2020, 2:30pm-6:30pm EST. Hank Childs (Univ Oregon), Cyrus Harrison (LLNL), Matthew Larsen (LLNL), Burlen Loring (LBNL), Silvio Rizzi (ANL), Brad Whitlock (Intelligent Light), E. Wes Bethel (LBNL), Terence Turton (LANL).

Tutorial: Advanced OpenMP, Monday November 9 10:00AM-2:00pm EST and Tuesday November 10 10:00AM-2:00pm EST, by Christian Terboven (RWTH Aachen University), Michael Klemm (Intel), Ruud van der Pas (Oracle) and Bronis R. de Supinski (LLNL)

Tutorial: Parallel I/O in Practice, Monday November 9 2:30-6:30pm EST and Tuesday November 10 2:30-6:30pm EST, by Rob Latham (ANL), Rob Ross (ANL), Brent Welch (Google), and Glenn Lockwood (NERSC)

Tutorial: Performance Tuning with the Roofline Model on GPUs and CPUs, Sunday November 9-10, 2021, 8am-12pm CST, Samuel Williams (LBNL), Aleksandar Ilic (INESC), Zakhar Matveev (Intel), Max Katz (NVIDIA), JaeHyuk Kwack (ALCF), Charlene Yang (NERSC).

Paper: HPC I/O Throughput Bottleneck Analysis with Explainable Local Models, Tuesday November 17 4:00-4:30pm EST, by Mihailo Isakov (TAMU), Eliakin del Rosario (TAMU), Sandeep Madireddy (ANL), Prasanna Balaprakash (ANL), Philip H. Carns (ANL), Rob Ross (ANL), and Michel A. Kinsy (TAMU)

Paper: CCAMP: An Integrated Translation and Optimization Framework for OpenACC and OpenMP, Thursday, 19 November 20203:40pm - 4pm EST, by Jacob Lambert (U. Oregon), Seyong Lee (ORNL), Jeffrey S. Vetter (ORNL), and Allen D. Malony (U. Oregon).

Paper: Recurrent Neural Network Architecture Search for Geophysical Emulation, Tuesday November 17 10:30-11:00am EST, by Romit Maulik (ANL), Romain Egele (Polytechnic Institute of Paris), Bethany Lusch (ANL), Prasanna Balaprakash (ANL).

Workshop Paper: Personalized In-Situ Steering for Analysis and Visualization, Thursday 12 November, by Pascal Grosset (LANL), Jesus Pulido (LANL), James Ahrens (LANL).

Workshop Paper: Performance Analysis of a Quantum Monte Carlo Application on Multiple Hardware Architectures Using the HPX Runtime, Thursday 12 November, by Weile Wei (LSU), Arghya Chatterjee (ORNL), Kevin Huck (U. Oregon), Oscar Hernandez (ORNL), Hartmut Kaiser (LSU).

Workshop Paper: Enhancing DataRaceBench for Evaluating DataRace Detection Tools, Gaurav Verma (SBU), Yaying Shi (UNCC), Chunhua Liao (LLNL), Barbara Chapman (SBU), and Yonghong Yan (UNCC).

RAPIDS Activities at SC19

November 17-22, 2019

Join the RAPIDS team for these events at the 2019 Supercomputing Conference in Denver, Colorado.

Tutorial: Mastering Tasking with OpenMP, Sunday 8:30am-5:00pm, by Christian Terboven (RWTH Aachen), Michael Klemm (Intel), Xavier Teruel (BSC), and Bronis R. de Supinski (LLNL/RAPIDS)

Tutorial: Parallel I/O in Practice, Sunday 8:30am-5:00pm, by Robert Latham (ANL/RAPIDS), Robert Ross (ANL/RAPIDS), Brent Welch (Google), Glenn Lockwood (LBNL)

Tutorial: Performance Tuning of Scientific Codes with the Roofline Model, Sunday November 2019, Samuel Williams (LBNL), Aleksandar Ilic (INESC), Charlene Yang (NERSC), Kirill Rogozhin (Intel).

Workshop Paper: FreeCompilerCamp: Online Training for Extending Compilers, Sunday 9:20am-9:40am, by Alok Mishra (Stony Brook U), Anjia Wang (U South Carolina), Chunhua Liao (LLNL/RAPIDS), Yonghong Yan (U South Carolina), Barbara Chapman (Stony Brook U/BNL)

Workshop Paper: Instruction Roofline Model for GPUs, Monday 9:30am-10:00am, by Nan Ding (LLNL/RAPIDS), Samuel W. Williams (LBNL/RAPIDS)

Tutorial: Advanced OpenMP: Host Performance and 5.0 Features, Monday 8:30am-5:00pm, by Christian Terboven (RWTH Aachen), Michael Klemm (Intel), Ruud van der Pas (Oracle), and Bronis R. de Supinski (LLNL/RAPIDS)

Tutorial: Hands-On Practical Hybrid Parallel Application Performance Engineering , Monday 8:30am-5:00pm, by Markus Geimer (Forschungszentrum Juelich), Sameer Shende (U Oregon/RAPIDS), Matthias Weber (TU Dresden), Brian Wylie (Forschungszentrum Juelich)

Tutorial: High Performance I/O Frameworks 101, Monday 8:30am-5:00pm, by Scott Klasky (ORNL/RAPIDS), Qing Liu (New jersey Institute of Technology), Manish Parashar (Rutgers U/RAPIDS), Norbert Podhorszki (ORNL/RAPIDS), David Pugmire (ORNL/RAPIDS), Kesheng Wu (ORNL/RAPIDS)

BoF: Enabling Data Services for HPC , Tuesday 5:15pm-6:45pm, by Jerome Soumagne (HDF Group), Philip Carns (ANL), Mohamad Chaarawi (Intel), Kevin Huck (U Oregon/RAPIDS), Manish Parashar (Rutgers U/RAPIDS), Robert Ross (ANL/RAPIDS)

BoF: Analyzing Parallel I/O, Wednesday 5:15pm-6:45pm, by Shane Snyder (ANL), Julian Kunkel (Reading U)

Poster: FreeCompilerCamp: Online Training for Extending Compilers, Thursday 8:30am-5:00pm, by Alok Mishra (Stony Brook U), Anjia Wang (U South Carolina), Chunhua Liao (LLNL/RAPIDS), Yonghong Yan (U South Carolina), Barbara Chapman (Stony Brook U/BNL)

Paper: Local-Global Merge Tree Computation with Local Exchanges, Thursday 10:30am-11:00am, by Arnur Nigmetov (Graz University of Technology), and Dmitriy Morozov (LBNL/RAPIDS)

Workshop Paper: The Case for a Common Instrumentation Interface for HPC Codes, Sunday 2:00pm - 2:15pm, by David Boehme (LLNL), Kevin Huck (University of Oregon), Jonathan Madsen (LBL), Josef Weidendorfer (Leibniz SC)

RAPIDS Workshops at SC18

November 11-12, 2018

The RAPIDS team participated in the organization of two workshops held in conjunction with the 2018 Supercomputing Conference.

Scott Klasky (ORNL/RAPIDS), Qing Liu (New Jersey Institute of Technology), Ian Foster (ANL), and Mark Ainsworth (Brown) organized The 4th International Workshop on Data Reduction for Big Scientific Data (DRBSD-4).

Gunther Weber (LBNL/RAPIDS), Patrick O'Leary (Kitware), Nicola Ferrier (ANL and Chicago), and Matthew Wolf (ORNL) organized ISAV 2018: In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization.

RAPIDS Tutorials at SC18

November 11-12, 2018

The RAPIDS team participated in the delivery of six different tutorials at the 2018 Supercomputing Conference.

Christian Terboven (RWTH Aachen), Michael Klemm (Intel), Ruud van der Pas (Oracle), and Bronis R. de Supinski (LLNL/RAPIDS) presented a tutorial on Advanced OpenMP: Host Performance and 5.0 Features.

Christian Terboven (RWTH Aachen), Michael Klemm (Intel), Sergi Mateo Bellido (Barcelona Supercomputing Center), Xavier Teruel (Barcelona Supercomputing Center), and Bronis R. de Supinski (LLNL/RAPIDS) presented a tutorial on Mastering Tasking with OpenMP.

Samuel W. Williams (LBNL/RAPIDS), Aleksandar Ilic (INESC-ID, Portugal), Zakhar Matveev (Intel), and Charlene Yang (LBNL/RAPIDS) presentated a tutorial on Performance Tuning of Scientific Codes with the Roofline Model.

Robert Latham (ANL/RAPIDS), Robert Ross (ANL/RAPIDS), Brent Welch (Google), and Glenn Lockwood (LBNL) presented a tutorial on Parallel-IO in Practice.

Scott Klasky (ORNL/RAPIDS), Qing Liu (New Jersey Institute of Technology), Manish Parashar (Rutgers/RAPIDS), Norbert Podhorszki (ORNL/RAPIDS), David Pugmire (ORNL/RAPIDS), and Kesheng Wu (LBNL/RAPIDS) presented a tutorial on High Performance I/O Frameworks 101.

E. Wes Bethel (LBNL/RAPIDS), David Thompson (Kitware), Burlen Loring (LBNL), Silvio Rizzi (ANL), Brad Whitlock (Intelligent Light), Matthew Wolf (ORNL), and Patrick O'Leary (Kitware) presented a tutorial on SENSEI Cross-Platform View of In Situ Analytics.