Controlling and dimming outlets for aquarium lights

On your relay board, the second largest-sized chip on that board marked "M7" on it is the diode. The stripe next to the "M" indicates the cathode, FWIW.

With respect to your LED blinking problem I would bet that it is the driver itself (assuming it's an AC driver?) acting inappropriately. Can you provide more details on that driver?