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tutorial-multi-gpu's Introduction

SC23 Tutorial: Efficient Distributed GPU Programming for Exascale

DOI

Repository with talks and exercises of our Efficient GPU Programming for Exascale tutorial, to be held at SC23.

Coordinates

  • Date: 13 November 2023
  • Occasion: SC23 Tutorial
  • Tutors: Simon Garcia (SNL), Andreas Herten (JSC), Markus Hrywniak (NVIDIA), Jiri Kraus (NVIDIA), Lena Oden (Uni Hagen)

Setup

The tutorial is an interactive tutorial with introducing lectures and practical exercises to apply knowledge. The exercises have been derived from the Jacobi solver implementations available in NVIDIA/multi-gpu-programming-models.

Walk-through:

Curriculum:

  1. Lecture: Tutorial Overview, Introduction to System + Onboarding Andreas
  2. Lecture: MPI-Distributed Computing with GPUs Simon
  3. Hands-on: Multi-GPU Parallelization
  4. Lecture: Performance / Debugging Tools Markus
  5. Lecture: Optimization Techniques for Multi-GPU Applications Simon
  6. Hands-on: Overlap Communication and Computation with MPI
  7. Lecture: Overview of NCCL and NVSHMEN in MPI Jiri
  8. Hands-on: Using NCCL and NVSHMEM
  9. Lecture: Device-initiated Communication with NVSHMEM Jiri
  10. Hands-on: Using Device-Initiated Communication with NVSHMEM
  11. Lecture: Conclusion and Outline of Advanced Topics Andreas

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tutorial-multi-gpu's Issues

Make 10-H One Top-Level Folder

Because of the addition of CUDA Graphs, @jirikraus created two folders for the 10 hands-ons; one for NVSHMEM (10A), and one for CUDA Graphs (10B).

In 08-H we also have two exercises, one for NCCL and one for NVSHMEM. There, we only have one top-level directory and moved the exercised in individual sub-folders of it.

I'd suggest to make 10-H like 08-H. Alternatively, we could also split up 08-H, but I don't like that too much…

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