Obviously, I would not want at all to put in any plea of mitigation for Stalin but there was a softer line towards the Church from 1945 until his death in 1953. Khrushchev revived severe persecution.
But I am assured that the scale of oppression reduced after the early '50s and the camps were closed from the '60s on.