Snap off tough ends of asparagus. Combine all ingredients except cooking spray in a large zip-top plastic bag; seal and marinate for 30 minutes. Remove asparagus from bag, and discard marinade. Place asparagus on grill rack coated with cooking spray; grill 5 minutes on each side or until asparagus is done.
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