The phase retrieval problem is to recover a signal  from  phaseless measurements  for . The optical processing unit (OPU) is a device which accelerates a multiplication by a dense random matrix followed by an element-wise non-linearity using optics. In order to take advantage of the speed of this operation, we propose an algorithm to apply OPU device to phase retrieval problem, and numerical experiments show the effectivity of the algorithm.