In food processor bowl with metal blade or blender container, coarsely grind cranberries and chiles.
In large bowl, mix all remaining ingredients. Stir in cranberry mixture until well blended. Refrigerate at least 1 hour or until chilled.
Spoon mixture into decorative crock or jar. Store in refrigerator up to 1 week.