Do-able but not recomended given the availability of cheap, decent bikes with wide/low gear rannges.
Any entry level hybrid bike from a decent brand will do the job.
You could probably do this trail without cooking kit, saving a lot of weight and space. With touring, the less you carry the easier it is and bikes give you access to towns that would be out of range on foot.