Semiconductor devices; semiconductor chips; semiconductors; computer hardware; microprocessor modules; microprocessor subsystems comprised of one or more microprocessors, central processing units (cpus), cpu cores, and software for operating the foregoing; computer hardware subsystems comprised of microprocessor subsystems; computer subsystems comprised of computers; chipsets; integrated circuits; graphics processors; accelerated processors; microprocessor communication fabric, namely, data communication interconnect architecture responsible for collecting data, and command control interconnect architecture responsible for data sensor telemetry; data fabric, namely, hardware and software that supports storage, processing, analysis and management of disparate data; system on a chip (soc) architecture for use with cpus and gpus, namely, soc architecture that connects die-to-die, chip-to-chip, and socket-to-socket, used across different microprocessors to enable increased computing performance; network-on-a-chip, namely, technology that provides interfaces across microprocessor cpu and gpu cores, memory, hubs and data fabric to enable microprocessor communications and increase computing performance and efficiency; microprocessor communication memory and electronic sensors; graphics processor subsystem, namely, microprocessor subsystems comprised of one or more microprocessors, graphics processing units (gpus), gpu cores, and software for operating the foregoing; computer networking devices, namely, network interface controllers and network interface cards; data processing units; computer hardware for I/O processing and control; telecommunications equipment, namely, Ethernet switches and routers, and PCIe switches and bridges; compute express link (CXL) switches and bridges; semiconductor memory subsystems, namely, memory storage subsystems, and computer hardware and software for supporting, controlling and operating semiconductor memory subsystems; memory circuit designs, namely, integrated circuit memory and memory controller layouts recorded on computer media; storage area networking (SAN) systems; computer network-attached storage (NAS) hardware; computer blade servers; accelerated computing servers, machine learning servers, and deep learning servers with associated system software