The work is devoted to the efficient use of modern hybrid supercomputers based on massively-parallel computing accelerators used as math co-processors. Adaptation of algorithms is demonstrated on example of computational fluid dynamics finite-volume methods for unstructured meshes. Different kinds of devices are considered including GPU of NVIDIA and AMD, Intel Xeon Phi accelerators.