High Performance Computing: ISC High Performance 2020 International Workshops, Frankfurt, Germany, June 21–25, 2020, Revised Selected Papers

✍ Scribed by Heike Jagode, Hartwig Anzt, Guido Juckeland, Hatem Ltaief

• Publisher: Springer International Publishing;Springer
• Year: 2020
• Tongue: English
• Leaves: 388
• Series: Lecture Notes in Computer Science 12321
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book constitutes the refereed post-conference proceedings of 10 workshops held at the 35th International ISC High Performance 2020 Conference, in Frankfurt, Germany, in June 2020:
First Workshop on Compiler-assisted Correctness Checking and Performance Optimization for HPC (C3PO); First International Workshop on the Application of Machine Learning Techniques to Computational Fluid Dynamics Simulations and Analysis (CFDML); HPC I/O in the Data Center Workshop (HPC-IODC); First Workshop \Machine Learning on HPC Systems" (MLHPCS); First International Workshop on Monitoring and Data Analytics (MODA); 15th Workshop on Virtualization in High-Performance Cloud Computing (VHPC).

The 25 full papers included in this volume were carefully reviewed and selected. They cover all aspects of research, development, and application of large-scale, high performance experimental and commercial systems. Topics include high-performance computing (HPC), computer architecture and hardware, programming models, system software, performance analysis and modeling, compiler analysis and optimization techniques, software sustainability, scientific applications, deep learning.

✦ Table of Contents

Front Matter ....Pages i-xi
Front Matter ....Pages 1-4
Compiler-Assisted Type-Safe Checkpointing (Jan-Patrick Lehr, Alexander Hück, Moritz Fischer, Christian Bischof)....Pages 5-18
Static Analysis to Enhance Programmability and Performance in OmpSs-2 (Adrian Munera, Sara Royuela, Roger Ferrer, Raul Peñacoba, Eduardo Quiñones)....Pages 19-33
Automatic Detection of MPI Assertions (Tim Jammer, Christian Iwainsky, Christian Bischof)....Pages 34-42
Automatic Code Motion to Extend MPI Nonblocking Overlap Window (Van Man Nguyen, Emmanuelle Saillard, Julien Jaeger, Denis Barthou, Patrick Carribault)....Pages 43-54
Front Matter ....Pages 55-59
Complete Deep Computer-Vision Methodology for Investigating Hydrodynamic Instabilities (Re’em Harel, Matan Rusanovsky, Yehonatan Fridman, Assaf Shimony, Gal Oren)....Pages 61-80
Prediction of Acoustic Fields Using a Lattice-Boltzmann Method and Deep Learning (Mario Rüttgers, Seong-Ryong Koh, Jenia Jitsev, Wolfgang Schröder, Andreas Lintermann)....Pages 81-101
Unsupervised Learning of Particle Image Velocimetry (Mingrui Zhang, Matthew D. Piggott)....Pages 102-115
Reduced Order Modeling of Dynamical Systems Using Artificial Neural Networks Applied to Water Circulation (Alberto Costa Nogueira Jr., João Lucas de Sousa Almeida, Guillaume Auger, Campbell D. Watson)....Pages 116-136
Parameter Identification of RANS Turbulence Model Using Physics-Embedded Neural Network (Shirui Luo, Madhu Vellakal, Seid Koric, Volodymyr Kindratenko, Jiahuan Cui)....Pages 137-149
Front Matter ....Pages 151-160
Investigating the Overhead of the REST Protocol When Using Cloud Services for HPC Storage (Frank Gadban, Julian Kunkel, Thomas Ludwig)....Pages 161-176
Characterizing I/O Optimization Effect Through Holistic Log Data Analysis of Parallel File Systems and Interconnects (Yuichi Tsujita, Yoshitaka Furutani, Hajime Hida, Keiji Yamamoto, Atsuya Uno)....Pages 177-190
The Importance of Temporal Behavior When Classifying Job IO Patterns Using Machine Learning Techniques (Eugen Betke, Julian Kunkel)....Pages 191-205
Front Matter ....Pages 207-209
GOPHER, an HPC Framework for Large Scale Graph Exploration and Inference (Marc Josep-Fabregó, Xavier Teruel, Victor Gimenez-Abalos, Davide Cirillo, Dario Garcia-Gasulla, Sergio Alvarez-Napagao et al.)....Pages 211-222
Ensembles of Networks Produced from Neural Architecture Search (Emily J. Herron, Steven R. Young, Thomas E. Potok)....Pages 223-234
SmartPred: Unsupervised Hard Disk Failure Detection (Philipp Rombach, Janis Keuper)....Pages 235-246
Front Matter ....Pages 247-254
Application IO Analysis with Lustre Monitoring Using LASSi for ARCHER (Karthee Sivalingam, Harvey Richardson)....Pages 255-266
AI-Driven Holistic Approach to Energy Efficient HPC (Robert Tracey, Lan Hoang, Felix Subelet, Vadim Elisseev)....Pages 267-279
Characterizing HPC Performance Variation with Monitoring and Unsupervised Learning (Gence Ozer, Alessio Netti, Daniele Tafani, Martin Schulz)....Pages 280-292
Front Matter ....Pages 293-296
Service Function Chaining Based on Segment Routing Using P4 and SR-IOV (P4-SFC) (Andreas Stockmayer, Stephan Hinselmann, Marco Häberle, Michael Menth)....Pages 297-309
Seamlessly Managing HPC Workloads Through Kubernetes (Sergio López-Huguet, J. Dami`Segrelles, Marek Kasztelnik, Marian Bubak, Ignacio Blanquer)....Pages 310-320
Interference-Aware Orchestration in Kubernetes (Achilleas Tzenetopoulos, Dimosthenis Masouros, Sotirios Xydis, Dimitrios Soudris)....Pages 321-330
RustyHermit: A Scalable, Rust-Based Virtual Execution Environment (Stefan Lankes, Jonathan Klimt, Jens Breitbart, Simon Pickartz)....Pages 331-342
Rootless Containers with Podman for HPC (Holger Gantikow, Steffen Walter, Christoph Reich)....Pages 343-354
Bioinformatics Application with Kubeflow for Batch Processing in Clouds (David Yu Yuan, Tony Wildish)....Pages 355-367
Converging HPC, Big Data and Cloud Technologies for Precision Agriculture Data Analytics on Supercomputers (Yiannis Georgiou, Naweiluo Zhou, Li Zhong, Dennis Hoppe, Marcin Pospieszny, Nikela Papadopoulou et al.)....Pages 368-379
Back Matter ....Pages 381-382

✦ Subjects

Computer Science; Computer Systems Organization and Communication Networks; Computer Applications; Computing Milieux; Information Systems and Communication Service; Software Engineering/Programming and Operating Systems