According to the official website of Changsha Library, you can bring books in, but you can't borrow books without a reader's card.
Changsha Library is located in Riverside Cultural Park in Xinhe Delta, Kaifu District, Changsha City. It is a prefecture-level public library organized by Changsha Municipal Party Committee and Municipal Government.