The batteries with the highest mAh rating will give you the longest run time.
A battery's amp-hour rating gives some idea of the amount of energy that can be taken out of the battery.
A battery's amps rating gives an idea of the maximum current draw the battery will support.
Like someone else said the current draw of a light is well below even the low amp batteries, so go for the largest amp-hour rating to maximize run time.