It can't be dimmed at the input. The controller is a constant current drive and will compensate for any loss of drive at the input until it can't cope any further.... or it is a constant voltage drive with resistors in series with the LEDs (12 volt drive) with the same limitation.
I believe for an LED controller to respond to phase control dimming it has to watch the duty cycle of the input, using that as the dimmer control on the output. Modulating the duty cycle will do little to dim an LED controller otherwise.
Such LED controllers exist, but don't seem to work well.