Yes, they will live and probably bloom in the conditions you described. Caveat: they produce a lot of seedlings, which may torment both you and your neighbors. There are cultivars that are billed as being less prone to produce seedlings, e.g., Blue Satin, but in my experience, Blue Satin produces a lot of seedlings. Perhaps others can comment on whether there are any cultivars that produce NO seedlings.