How big was the largest army of World War 2?

The largest "Army" of World War 2 was the Allied Force sent on D-Day (Invasion of Normandy) and the other largest army was the Russian forces that went against the Nazis. Japan had a huge force too but a large majority of them were killed on the islands and in sunken ships.