It depends on the climate they are grown in. In harsh climates, including frosty ones, they grow as an annual. In milder climates, they can be perennials.
Non-perennials (which basically are either annuals or the rare biennial) are plants that grow for one warm season, then die (or in the case of biennials, two warm seasons). Many vegetables and cheap...