Do haiku have to rhyme

No. While a haiku is a type of japanese poetry, there is no need for any phrases to rhyme within the haiku itself. Instead of focusing on rhyming, haikus focus on 17-syllable lines consisting of three sets of 5, 7, and 5 syllables.