CoDaS-HEP Summer School 2018
(If you are looking for the 2017 materials they are here)
Introduction to Performance Tuning & Optimization Tools
Sample Matrix-Matrix multiplication code for CoDaS-HEP Summer School
This is intended to use as a example to profile with performance tuning tools such as VTune. The code does not do anything useful and is for illustrative/educational use only. It is not meant to be exhaustive or demostrating optimal matrix-matrix multiplication techniques.
Instructions for Running on Adroit
- Log into Adroit with X11 forwarding enabled
ssh -Y -C <username>@adroit.princeton.edu
- Load environment modules
module load intel
module load intel-vtune
- Build the example code and call executable "mm.out"
(What happens if you forget the
icpc -g -mkl -O3 -xhost matmul_test.cpp -o mm.out
Short test on head node:
./mm.out 250(250x250 matrix)
- Run the provided script to submit a VTune wrapped job to the scheduler
This will, by default, run a 500x500 matrix example on a compute node using the VTune "Hotspots" analysis. When it finishes it will create a directory with the results named something like r000hs, where 000 is incremented by 1 for each new analysis.
- Open the resulting directory with VTune GUI
- Explore "Bottom-up" and "Top-down Tree" and double click on hotspots to look at line-by-line performance
- Edit the file "submit.slurm" to increase the matrix size (originally 500) and rerun the analysis. WARNING: don't go over 1500!
- Challenge: using the knowledge gained from VTune, improve the speed of the code by changing the functions that are called. This is done by changing threshold values set in command line arguments to mm.out in submit.slurm (see more info in comments at top of matmul_test.cpp for setting thresholds).
Ian A. Cosden