I read the book (Memoirs of a Geisha) about 4 years ago. It was a beautiful reading experience.
A girl of an impoverished fishing family is born with a stunning pair of grey eyes. At a young age, she is sold to a geisha house in Kyoto where she grows to become a desirable geisha. The story is told in first person voice, very easy to follow.