Sound does not exist in space?

In other words lets use a hypothetical scenario that would be impossible but for sake of argument, lets assume this is possible. An astronaut takes off his helmet and grabs 2 pieces of rock from the moon. He then repeatedly "claps" the respective objects together. Will he hear it?
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