How long should a deep cycle battery hold its charge?

For example, if you have a nominal battery of 80 hours, a charge of four amplifiers would download the battery in about 20 hours (or 16 hours to level 20).The new batteries can last up to 50 charging cycles before reaching nominal capacity.