Dog Star (2002)

A seeing-eye dog name Shiro is granted one wish by his former, now dead owner. Shiro chooses to become a human for a short time so he can find the girl who trained him as a puppy. While attempting to get to know her [as he runs along behind her and sniffs for her around town] he eventually falls in love with her.