The USSR killed 80-ish percent of the nazi troops, and suffered 26 million casualties, mostly civilians exterminated by the nazis. They were mainly responsible for the victory and suffered the heaviest losses, including a lot of the lower level communist organization whose absence lead to the bureaucratic centralization (that Stalin opposed heavily before his death) that let corruption gradually take over the project.
Consider not learning your ww2 history from pop culture