If the LEDs are properly connected with resistors, I cannot see the current slowly rising from 0.9A to 1.5A. How about a schematic?
Also, are they heat sinked? High power LEDs need heat sinking, and the star board they might be on is not a heat sink, it is used to mount them to a heat sink.
Bob