 This phase I trial studies the side effects and best dose of talazoparib in treating patients with solid tumors that have spread to other places in the body and usually cannot be cured or controlled with treatment advanced or have spread to other places in the body metastatic and cannot be removed by surgery and liver or kidney dysfunction. Talazoparib may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth. 