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"Suisun" departed Kerama Retto for Japan on 16 August 1945. She entered Tokyo Bay on 28 August 1945, the eighth Allied ship to enter Tokyo Bay at the end of the war and was present for Japan's formal surrender ceremony there on 2 September 1945. She operated in Tokyo Bay until 16 November 1945, when she departed for Pearl Harbor. After calling at Pearl Harbor, she continued on to the United States.