It's just a term of endearment. He is using something other than your name to refer to you. It means he likes you, but you already know that because the two of you are dating. Sugar is sweet, so to him, you are sweet.
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Its a pet name, calm down. It doesnt mean they need to get married or that he forgot her name or whatever. Clm down.