May I direct you to our giant section of the FAQ dealing specifically with the topic "Were people aware of the Holocaust during the war?"

If you still have questions after that, there are a lot of very intelligent people who will probably be able to help. I highly recommend /u/commiespaceinvader and /u/kieslowskifan among others.