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[feat] Add functionality to show incumbent performance over time #330

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@nabenabe0928

Since the current auto pytorch does not support the functionality to visualize the performance over time, this issue is a request to add such functionality.

This issue is inspired by the auto sklearn (doc, code).

The basic strategy is to encapsulate an object that has functionalities to plot in the BaseTask.

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