Is it possible to have only a predicate in a sentence?

A sentence must have a subject and predicate to be a sentence. The exception is when the subject is inferred.

"going to the sale" is not a sentence. It needs a subject. We are going to the sale. is a sentence.

Speaking to another person, "Stay here" is a sentence. The subject "you" is inferred.