There is a little reset button (small square with a curved green arrow can be seen above) on the top left of the console that says “Rerun” as the tool tip; this seems to reset the console.
If you can’t see the button, the Toolbar might be hidden. To get the Toolbar you need to right click on the “Python Console” tab, and click on “Show Toolbar”