That's not exactly my recollection from the book. I believe they thought closely about how the bomb was needed to end the war in Europe as quickly as possible.
What they failed to do was reevaluate the project after the Allies won the war in Europe. It was after Hiroshima they said, "oh, we fucked up." (to parapahrase)