OpenMP for GPU offloading

This course is intended for newcomers to OpenMP GPU offloading. By the end of it, students will feel comfortable with the basic process of introducing OpenMP offloading constructs to a simple code base. They will then be able to

  • reason about which parts of the code to change,

  • know how to manage data transfers, lifetimes and reductions,

  • use a mini-app to observe behavior

  • be aware of how to interact with GPU libraries

  • be aware of how to interact with MPI

Prerequisites

  • Understanding of how to read either C++ or Fortran code

  • Running programs from a terminal command line

  • For one lesson, familiarity with MPI concepts for multi-node programming

20 min

Why OpenMP offloading?

40 min

Heat diffusion mini-app

40 min

Introduction to GPU architecture

60 min

Profiling code for GPUs

40 min

Offloading to GPU

40 min

Data environment

40 min

Working alongside GPU libraries

60 min

Multiple GPUs

40 min

Working alongside GPU libraries

40 min

Porting code to OpenMP offloading

Who is the course for?

This course is for all people who seek to understand the basics of how OpenMP offloading for GPUs can improve the performance of their code.

About the course

This course is offered jointly by ENCCS (https://enccs.se/) and CSC (https://www.csc.fi/)

See also

https://github.com/OpenMP/Examples https://github.com/UoB-HPC/openmp-tutorial

Credits

The lesson file structure and browsing layout is inspired by and derived from work by CodeRefinery licensed under the MIT license. We have copied and adapted most of their license text.

Instructional Material

This instructional material is made available under the Creative Commons Attribution license (CC-BY-4.0). The following is a human-readable summary of (and not a substitute for) the full legal text of the CC-BY-4.0 license. You are free to:

  • share - copy and redistribute the material in any medium or format

  • adapt - remix, transform, and build upon the material for any purpose, even commercially.

The licensor cannot revoke these freedoms as long as you follow these license terms:

  • Attribution - You must give appropriate credit (mentioning that your work is derived from work that is Copyright (c) Thor Wikfeldt and individual contributors and, where practical, linking to https://enccs.se), provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.

  • No additional restrictions - You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.

With the understanding that:

  • You do not have to comply with the license for elements of the material in the public domain or where your use is permitted by an applicable exception or limitation.

  • No warranties are given. The license may not give you all of the permissions necessary for your intended use. For example, other rights such as publicity, privacy, or moral rights may limit how you use the material.

Software

Except where otherwise noted, the example programs and other software provided with this repository are made available under the OSI-approved MIT license.