You're unlikely to get a satisfactory result from what you're suggesting. Cherry trees are large unless grown on a dwarfing rootstock, which yours obviously isn't. Assuming it survives, the tree will just try to grow as tall again.
Far better to remove it completely and replace it with a shorter tree on dwarfing rootstock if that's what you want.