Mantik on HPC

The aim of this tutorial is to provide a step-by-step guide on how to integrate Mantik in your work.

You will learn how to use Mantik in oder to:

• manage your Machine Learning projects

• move large files/datasets through the Mantik Remote File Service

• employ external infrastructure to train your models

Warning

In order to follow this tutorial, you need credentials to one of the HPC facilities (JSC, CSCS, see Supported HPC Sites).

Tutorial Steps

• 1. Set Up Mantik Account
  • 1.1. Registration
  • 1.2. Create Project
  • 1.3. Create Experiment
  • 1.4. Create Code Repository
  • 1.5. Store Connection
• 2. Transfer Large Files
  • 2.1. Clone the Wine Quality Executor Tutorial Repository
  • 2.2. Build Apptainer Image
  • 2.3. Transfer Image to JSC
    • 2.3.1. Get Connection ID and Project ID
  • 2.4. Check created Data Repository
• 3. Start Training
  • 3.1. Start a Run
  • 3.2. Check information about the Run
• 4. Inspect Results
  • 4.1. Mlflow UI
  • 4.2. Check Parameters, Metrics and Artifacts