How much plastic pellets do I need for the 12lb tumbler

That completely depends on how much rock you have in the barrel. I would recommend getting 5 pounds of pellets, but you will only need to use enough to offset your material loss generally in steps 3 & 4. Your barrel needs to be running at 3/4 full at all times.
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