Give up or push through?

What do you do when you start something and you realize you don’t want to finish? Do you just push through and try to get as far as you can? Do you give up and throw the towel in right then and there? Thinking on it. Photo credit: http://luke0zzz.deviantart.com/art/I-give-up-2-387406190