My boyfriend called me chubby and soft?

My boyfriend and I where talking about our physical appearance.( He knows I'm kind of self conscious) but when I asked him if he liked the way I looked he said "yeah your cute, your soft and kinda chubby but in a good way. Like the kind of body you want to cuddle". I was kind of sad after that, I've been trying to lose weight and become really skinny but that knocked me down. He's said I'm skinny but them he calls me soft and chubby. Is that supposed to be a bad thing, I've always thought being soft is bad but now he's telling me it's a good thing. Is being softer a good thing, or should I be upset?
My boyfriend called me chubby and soft?
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