The monument to Perry and Harris , not far from the harbor , celebrates these epochal events , as does Shimoda 's annual Kurobune Matsuri ( Black Ship Festival ) in May .
These famous events are celebrated in the Perry and Harris monument and the annual Black Ship festival .