Application testflow. This workflow tests the prediction workflow's output. If a preprocessing or a model change, the predictions also change. However, the output must satisfy the following:
- The table structure and the column names shouldn't change (so that the prediction workflow can continue to be used by all the users)
- The domain of the prediction column should stay the same (only 0 and 1 are allowed for binary classification)
- No missing values are allowed in the identifying and prediction columns
This test is especially important before the deployment but can also be executed regularly when the workflow is already deployed.
- The table structure and the column names shouldn't change (so that the prediction workflow can continue to be used by all the users)
- The domain of the prediction column should stay the same (only 0 and 1 are allowed for binary classification)
- No missing values are allowed in the identifying and prediction columns
This test is especially important before the deployment but can also be executed regularly when the workflow is already deployed.