CUDA C++ Programming Guide The programming guide to the CUDA model and interface. Changes from Version 12.5 Added sections Atomic accesses & synchronization primitives and Memcpy()/Memset() Behavior With Unified Memory. Added section Encoding a Tensor Map on Device. 1. Introduction 1.1. The Benefits of Using GPUs The Graphics Processing Unit (GPU)1 provides much higher instruction throughput and