Its definitely from the first day of bleeding of your last period. I have all kinds of crazy cycles and the one before I became pregnant was 51 days long! But the doctor told me they would still calculate my due date from that first day no matter how long my cycle was. The dating ultrasound then becomes the thing they can adjust the dates from if needed.