Question

Your team runs training jobs in an Azure Machine Learning workspace using the Python SDK v2 from a compute instance. Compliance requires that every submitted job be traceable to the exact commit of the training code. The code lives in an Azure DevOps Git repository that is already cloned onto the compute instance. What is the simplest way to ensure the Git commit hash and repository details are automatically captured with each job?

Accepted Answer

Submit the job from the directory that contains the cloned Git repository so that the SDK detects the .git metadata and logs the repository URL and commit hash automatically.

Answer

Manually pass the commit hash as a job tag by calling git rev-parse in a shell before every submission.

Answer

Enable a diagnostic setting on the workspace to stream Git metadata to a Log Analytics workspace.

Answer

Register the training code as a versioned data asset before each run and reference the asset version in the job.