My iPhoto has dumped all my albums. I have ran and re ran all the repair and re build programs, nothing is working, how to I get my photos back???

Restore from your back up.

Other than that you say that 'iPhoto has dumped" all your albums. What does "dumped" mean? Then you ask how to get your photos back. Are they missing too? Or just the Albums? What about the Library? Then you need to give us a complete list of all you've tried as " I have ran and re ran all the repair and re build programs" is a bit vague. Include the version of iPhoto too.

Just as an FYI: some people report issues where their albums are missing but their photos remain. Some mention photos going but the albums still present, just not populated.

There is no iPhoto 10.8.2. Perhaps you're referring to the version of the OS you have? Not especially relevant, the version of iPhoto is what's needed here.

I mention this should you seek help in the future.

For me: vague and incomplete would describe your attempt at seeking help. You're too lazy to give an accurate description of your issue, too lazy to tell us what you've tried to repair it - so we don't waste time your time (and ours) making suggestions you've already tried - and when asked don't respond except to abuse the person who tries to help you.

Good luck with your issue.

You are vague in your description of your problem. Another user posted a similar problem and it was suggested that he try this:

which will bring back his "hidden" albums.