Not enough info. Need to know the V/I characterstics of the LED and any associated circuitry. Based on LED voltage drop of 3.5 volts , I'd estimate worst case as something under 4.5 hours, and best case as much as 8 hr to battery exhaustion. It's never good to exhaust a battery so cut those down by at least 20%.