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A new version of SD Connect and SD Desktop will be available from Monday, September 28. The major upgrade will introduce significant improvements, but also includes changes that are not compatible with the current version of the service. Click here to review the available support materials.

Warning!

Puhti and Mahti computing services have been decommissioned and no new jobs are accepted or executed on its compute nodes. Puhti and Mahti login nodes and storage services are planned to remain available until 15 October 2026. Clean up unnecessary files and move any data you need to keep by 31 August 2026. See the Roihu data migration guide for instructions on transferring your data to Roihu.

MLflow

The MLflow app launches the MLflow tracking UI on a compute node. To ensure compatibility, you should use the same module in the web interface, as the module version used for the MLflow runs.

To launch it select where the MLflow files are stored. This is typically either:

  • a directory like /scratch/<project>/mlruns/
  • an SQLite database like sqlite:////scratch/<project>/mlruns.db

The default resource settings should be fine for most cases.

Also checkout the MLflow section in our Machine learning guide.