Get a 25-06 or similar speed bullet and try it.
That's my recollection, but it's been a few years, it was perhaps a bit thinner than 2 inches, but not much maybe 1.5. The hole certainly narrowed from one side to the other, but it penetrated all the way through the gong. At the end of the day...