Inverse photonic approaches reshape the photonic device into more efficient structure. The inverse methods has designed many devices in microscale. Current inverse design platforms are computationally expensive and limited to small degree of freedom. Here we propose a GPU-accelerated design approach, and we successfully designed metalenses with helical point spread functions. This approaches enables fast photonic desgin with high speed.