In medium bowl, beat cream cheese and milk with electric mixer on medium speed until smooth. Spread on 10-inch round serving plate.
In small bowl, mix chili sauce, pepper sauce, celery salt and sugar. Pour over cream cheese mixture to within 1/2 inch of edge. Top with rows of celery, olives and pickles. Serve with crackers.