Would it be difficult for me to have a relationship in Japan?

It really depends on a lot of factors. I do not have much experience but I have read and watched some things on the topic and a lot of the older generations look down upon mixed couples. Younger generations are more open though and it really depends on the girl personally. So I think it would be maybe a little tougher but not impossible. I wish you luck ^^