Semiconductor devices; semiconductor chips; semiconductors; computer hardware; computer servers; computer workstations, namely computers designed for advanced technical or scientific applications and high performance computing applications; microprocessors; microprocessor modules; microprocessor subsystems; computer hardware subsystems; combined central processing units (CPU) cores and graphics processing unit processors (GPU) for use in convergence of high-performance computing (HPC) and artificial intelligence (AI); data processing units (DPU); artificial intelligence, machine learning and deep learning software applications; computer subsystems; graphics processors; accelerated processing units (APU); accelerated video and data processors; accelerator-powered computing solutions in the nature of artificial intelligence (AI) training and inference, high performance computing (HPC), and acceleration of data center server performance; graphics cards; video cards; computer memory devices, namely, volatile memory devices; dynamic random-access memory; multimedia accelerator boards; video graphics accelerator; computer accelerator board; graphics accelerators; video servers; computer software for operating all of the foregoing; processor operating software