It will shatter. Go to Lowes or a similar store, and buy a drillbit made for drilling glass. Go slow with the drilling, and apply only the very lightest pressure. It will take a long time to drill through, but you run less chance of cracking the glass that way.

That's how I made my bong, anyway.