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Comparing Dataviews

In addition to ClearML's comparison features, the ClearML Enterprise WebApp supports comparing input data selection criteria of experiment Dataviews, enabling to easily locate, visualize, and analyze differences.

Selecting Experiments

To select experiments to compare:

  1. Go to an experiments table that includes the experiments to be compared.
  2. Select the experiments to compare. Once multiple experiments are selected, the batch action bar appears.
  3. In the batch action bar, click COMPARE.

The comparison page opens in the DETAILS tab, showing a column for each experiment.

Dataviews

In the Details tab, you can view differences in the experiments' nominal values. Each experiment's information is displayed in a column, so each field is lined up side-by-side. Expand the DATAVIEWS section to view all the Dataview fields side-by-side (filters, iterations, label enumeration, etc.). The differences between the experiments are highlighted. Obscure identical fields by switching on the Hide Identical Fields toggle.

The experiment on the left is used as the base experiment, to which the other experiments are compared. You can set a new base experiment in one of the following ways:

  • Click Switch base experiment on the top right of the experiment that will be the new base.
  • Click on the new base experiment and drag it all the way to the left

Dataview comparison