After knocking over the vase is a prepositional phrase used an adjective to describe the burglar. The clause in the sentence is the burglar decided it was time to run. This is an independent clause. So, the sentence structure begins with a prepositional phrase in which the object is a gerund phrase followed by the independent clause.