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Cream butter and sugars well. Add eggs and vanilla. Beat well.
Add flour and remaining dry ingredients. Add oatmeal and nuts. Make sure your nuts are in very small pieces - I use a food processor to grind mine. Mix well.
Chill in wax paper rolls in refrig overnight. Slice 1/4 inch thick and place on ungreased cookie sheet. Bake at 350 for 10 minutes.