Tools

Tools used in LACES projects

CPU Memory Usage Tracking tools

heaptrack

It provides efficient, time resolved memory usage, leaks, allocations, flamegraphs, etc. for large applications - even with release compilation. It has a nice gui which opens automatically (if the AppImage is used, otherwise install and run heaptrack_gui) when there’s display connected. heaptrack_gui is also available on ubuntu apt repository and be installed easily by doing (may need sudo):

apt install heaptrack_gui

Portable version can be found here in KDE Download Page. This AppImage worked on both Ubuntu 24.04LTE and Perlmutter. Find more details here: https://milianw.de/blog/heaptrack-a-heap-memory-profiler-for-linux.html

Another advantage is that even if the application crashes, it stills saves the data upto that point.

valgrind --tool=massif

Well known tool for memory profiling. It takes long time for large applications since it slows down the application significantly. Official documentation can be found here: https://valgrind.org/docs/manual/ms-manual.html. It also has a GUI called massif-visualizer.

Linaro-MAP

Generic profiling tool. Find more details here: https://www.linaroforge.com/linaro-map/. Tried to use it for a large application, but it needs debug symbols as well as gets stuck at some point and produces no output.

gperftools / pprof

I didn’t use it but listing as an available option.

GPU or General Kokkos Memory Usage Tracking tools

Kokkos provides a set of tools to track memory usage. Find details here. Don’t forget to compile Kokkos with Kokkos_ENABLE_LIBDL=ON flag before using these tools.

Performance Profiling tools

HPCToolkit

Find details and usage here: https://hpctoolkit.org/. It is available in perlmutter through:

module load spack
spack env activate gcc
spack load hpctoolkit

TAU

TAU is also avaiable in perlmutter through the gcc spack environemt. It has higher overhead and I don’t have much experience with it.

Linaro-Forge

Available in perlmutter. Find details here: https://www.linaroforge.com/. Has a nice GUI. I never used it but listing as an option.

Remote GUI Connection

NERSC/Perlmutter Machines

  • Through ThinLinc. It also works with their sshproxy allowing to connect without password.

SCOREC Machines

  • Though Web Interface of Blue and Orange Portals.
  • Through aperture machines. See instructions here.