After an overhaul, Rinehart cleared New York with the rest of Escort Division 55 for refresher training at Guantanamo Bay, Cuba.
Following training in Hawaiian waters, Rinehart sailed from Pearl Harbor on 8 August 1945 as escort for an Eniwetok-bound convoy.