One single large battery will be easier to deal with, and will also make it easier to switch all the lights on and off.
To determine how big a battery you need, do the math. Add up the current requirement of all the lights. That's the current the battery must deliver. Now divide the battery capacity by that current to get a time. That's the time, in theory, that the battery can deliver your current for. However, for off the shelf 12V lead-acid car batteries, you want to avoid running them very low because that will cause permanent damage. Either get a larger "car" battery, or a lead-acid battery specifically designed to be able to be drained to nearly empty. Such batteries are called deep cycle, or are sometimes sold as marine batteries.
For example, let's say all the lights together draw 1.3 A (just picking a number out of the air). A 50 Ah car battery can supposedly run the lights for (50 Ah)/(1.3 A) = 38 hours. However, let's consider only half that actually usable for a consumer level car battery, so 19 hours. You'd need to get a bunch of such batteries to last the 112 hours you want. In fact, (112 h)/(19 h) = 6, which is how many 50 Ah "car" batteries it would take.
Since you say you only need to run the lights 9:00-17:00 each day, a better solution is to use a single battery and charge it overnight. Presumably the gallery or whatever is closed during the off hours, so it doesn't matter how it looks with a cord running to a outlet during this time.
Best Answer
buy one -- for example Digikey sells 5V regulated power supplies for about US$7 and unregulated ones for less than this.
You would probably be hard pressed to make something less expensive that is safe.