Shanghai Blues (1984)

In 1937 Shanghai, a soldier and a young woman have an awkward meet-cute in darkness under a bridge as they seek refuge during a bomb raid. Ten years later, the soldier, now a burgeoning songwriter and tuba player in a marching band, is back in town desperately searching for his would-be soulmate. As fate would have it, they end up living in the same building, unbeknownst to each other.