If the party truly is just an event for everyone to get pissed, then no one will even notice that you're not there once they start the heavy drinking. I know I wouldn't have cared who showed, when I was still drinking heavy. I only would have cared about my next drink.
Stay away, stay sober, show up refreshed the next morning with no regrets.