index.md

---

layout: default
title: 11. How to speed up jobs
parent: Part 2
nav_order: 4
has_children: true
has_toc: false

---

11. How to speed up jobs

11.1 Slides

11.2 Tutorials and exercises

1. [Essential tutorial - Perform a simple scalability test]({{ site.baseurl }}{% link part-2/workflows/scaling.md %})

2. [Tutorial - Processing many files in parallel with HyperQueue]({{ site.baseurl }}{% link part-2/workflows/hyperqueue.md %})

3. [Tutorial - Running Snakemake workflows on Puhti]({{ site.baseurl }}{% link part-2/workflows/snakemake-ht.md %})

4. [Optional tutorial - Farming Gaussian jobs with HyperQueue]({{ site.baseurl }}{% link part-2/workflows/gaussian-hq.md %})

5. [Exercise - Tune performance of a hybrid MPI/OpenMP application]({{ site.baseurl }}{% link part-2/workflows/tune-performance.md %})