See this discussion and this discussion. Short answer: they understood they had a "special" payload (they had been training to drop unusually shaped and large bombs for some time), and the leader of the unit knew the full story (Tibbets), but most of them did not understand fully what they were dropping until the first mission itself was under way. Those on the second mission of course understood what was going on, since Hiroshima had already happened.