Highlighter Documentation

Downloading Model Weights

Learn how to download the model weights and other artefacts produced by a Training Run.

Overview

When a Training Run completes successfully, it produces various artefacts, including the model weights (checkpoints) and configuration files. These artefacts can be downloaded for local use, deployment, or further analysis.

Accessing Artefacts

To access the artefacts for a Training Run:

  1. In the "Develop" section of the application, navigate to the Training page.
  2. Select the specific Training Run you are interested in.
  3. On the Training Run details page, look for the Artefacts panel (usually on the right-hand side).

Downloading Files

In the Artefacts panel, you will see a list of files generated by the training process.

  • Type: Indicates the type of artefact (e.g., OnnxOpset11, TorchScriptV1).
  • Download: If the artefact is available for download, a Download button will be visible next to the file type.

Click the Download button to save the file to your local machine.

Finding Training-Run Artefacts Used in an Agent

If you want to download the specific Training-Run Artefacts that are currently being used by a Capability in a Machine Agent, you'll first need to identify which artefacts are linked to that Capability.

View Capability Details

  1. Navigate to the Assessment Workflow that contains your Machine Agent.
  2. Go to the Steps tab and find your Machine Assessment Step.
  3. Click Edit to open the Agent Designer.
  4. In the Agent Designer, double-click on the Capability node you're interested in (or click the hamburger icon next to its title).
  5. This will open the Capability details modal showing the Capability's attributes and parameters.

Locate the Training-Run Artefact ID

In the Capability details modal, you'll see three parameter sections:

  • Frame Parameters
  • Stream Parameters
  • Deployment Parameters

Look in the Deployment Parameters section (shown in a JSON editor) for one of the following fields:

  • training_run_artefact_id: The specific ID of the Training-Run Artefact being used
  • training_run_id: The ID of the Training Run (the Capability will use the most recent artefact from this Training Run)

Note: For more information about linking Capabilities to Training-Run Artefacts, see How To Create and Edit a Machine Agent - Linking a Capability to a Training-Run Artefact.

Download the Artefact

Once you have the Training-Run Artefact ID or Training Run ID:

  1. Navigate to the Training page in the "Develop" section.
  2. If you have a training_run_id, find and select that Training Run.
  3. If you have a training_run_artefact_id, you'll need to locate the Training Run that contains this artefact (the artefact ID can help you search or filter).
  4. Follow the steps in Accessing Artefacts above to download the specific artefact files.
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