This course will give a deep dive into the AMD Instinct™ GPU architecture and its ROCm™ ecosystem, including the tools to develop or port HPC or AI applications to AMD GPUs. Participants will be introduced to the HIP (Heterogeneous-computing Interface for Portability) programming language for AMD GPUs, other higher-level GPU programming models such as OpenMP, OpenACC, and performance portable programming models such as Kokkos. In addition, there will be presentations on other important topics such as GPU-Aware MPI, and Affinity. The AMD tool suite, including the debugger, rocgdb, and the profiling tools rocprof, omnitrace, and omniperf will also be covered. A short introduction will be given into the AMD Machine Learning software stack including PyTorch and Tensorflow and how they have been used in HPC.
After this course, participants will
Online course Organizer: HLRS, University of Stuttgart, Germany
Sep 25, 2023
Sep 28, 2023
Data in HPC / Deep Learning / Machine Learning
Performance Optimization & Debugging
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Some knowledge in GPU and/or HPC programming. Participants should have an application developer's general knowledge of computer hardware, operating systems, and at least one HPC programming language.
See also the suggested prereading below (resources and public videos).
Basic: 1 hours Intermediate: 7 hours Advanced: 6 hours
Learn more about course curricula and content levels.
LAB-NOTE series on GPUOpen.com
Quick start guides at Oak Ridge National Laboratory
Bob Robey, Essam Morsi, George Markomanolis (AMD)
12:45 - 13:00 Drop in to Zoom
Register via the button at the top of this page. We encourage you to register to the waiting list if the course is full. Places might become available.
Registration will end on September 8, 2023 at 11:59 PM.
This course is free of charge.
Khatuna Kakhiani phone 0711 685 65796, kakhiani(at)hlrs.de Lorenzo Zanon phone 0711 685 63824, zanon(at)hlrs.de
HLRS is part of the Gauss Centre for Supercomputing (GCS), together with JSC in Jülich and LRZ in Garching near Munich. EuroCC@GCS is the German National Competence Centre (NCC) for High-Performance Computing. HLRS is also a member of the Baden-Württemberg initiative bwHPC.
See the training overview and the Supercomputing Academy pages.
Hybrid Event - Stuttgart, Germany
October 18, 2024
December 13, 2024
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High-Performance Computing Center Stuttgart
Nobelstraße 19, 70569 Stuttgart, Germany
+49 711 685-87269
A member of the Gauss Centre for Supercomputing, HLRS is one of three German national centers for high-performance computing.
HLRS is a central unit of the University of Stuttgart.