Multi-GPU systems and Unified Virtual Memory for scientific applications: The case of the NAS multi-zone parallel benchmarks

•Multi-GPU and Unified Memory implementation of the Multi-Zone NAS Benchmarks.•Analysis of the programmability and performance effects of Unified Memory.•Unified Memory and per-GPU allocation have similar programming efforts.•Unified-Memory version outperforms manual allocation from 1.1x to 1.85x.