I've got a copy of The Thief's Journal. I found it quite good. Genet describes various incidents, people etc. in great detail. That's part of his style. He said he was influenced by Proust in that regard.
The Miracle Of The Rose, is also a great book of his. It deals with his stay in the Mettray penal colony in his youth. I've got the book but I never finished it.