In a large pot, boil the sugar with the three cups water and add the almonds, the semolina, the honey and the mastic. Remove from the heat after five minutes and once cool, knead the amygdalota mixture. Separate into small balls and shape them as desired. Sprinkle a baking pan with semolina and place the amygdalota (almond shortbread cookies).