Petroleum Geoscience Big Data and GPU Parallel Computing Petroleum geoscience big data is defined in this paper. CPU/GPU hybrid system is used to try to accelerate computing speed of petroleum geoscience big data using chaotic quantum particle swarm optimization (CQPSO) inversion method as an example, and the computing time of CQPSO is reduced significantly.