Electronic components for computers; microelectronic components for computers; integrated circuits; printed electronic circuits for integrated circuit apparatus; memory circuits for system-on-chip devices; microprocessors; central processing units; CPU cores; System on a chip (SoC); computer memory hardware; dynamic random access memory (DRAM) controllers; electronic chips for the manufacture of integrated circuits and microcontrollers; graphics processing units, namely, three-dimensional graphic accelerator, high performance computing accelerator, artificial intelligence accelerator; GPU cores; topographies, namely, layout designs of integrated circuits and microprocessors, integrated circuit modules; printed circuit boards; computers; downloadable software for operating integrated circuits, microprocessors, electronic chips and microcontrollers; downloadable software for customization of integrated circuits, microprocessors, electronic chips and microcontrollers; downloadable and recorded software for design, development and manufacture of integrated circuits, microprocessors, electronic chips and microcontrollers; electronic and downloadable computer software and hardware for development, design and manufacture of integrated circuits, microprocessors, electronic chips and microcontrollers; Compiler software; Computer software development tools; Computer software programming tools to aid in the programming of integrated circuits, microprocessors, microprocessor cores, instruction set architectures, semiconductor intellectual property, network-on-a-chip, or system-on-a-chip; software toolkits for quantization; Software development kits for use in developing integrated circuits, microprocessors, microprocessor cores, instruction set architectures, semiconductor intellectual property, network-on-a-chip, or system-on-a-chip; Instruction set architectures; interfaces between computer hardware and computer software; computer hardware accelerators; neural network processors; neural processing units; machine learning processors; secure microprocessors; semiconductor intellectual property cores; computer software used in and for use in the design, development, modelling, simulation, compiling, de-bugging, verification, construction and interfacing of integrated circuits, microprocessors, graphics processing units, neural network processors, neural processing, machine learning processors, microprocessor cores, semiconductor intellectual property cores, macro cells, microcontrollers, bus interfaces and printed circuit boards; microprocessor design files; downloadable electronic data files featuring microprocessor designs, neural network processor designs, neural processing unit designs and machine learning processor designs; Computer hardware for processing and accelerating artificial intelligence, deep learning, and machine learning technology; 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; graphics processor subsystem, namely, microprocessor subsystems comprised of one or more microprocessors, graphics processing units (GPUs), GPU cores, and software for operating the foregoing; Printed materials, namely, instruction, user and development manuals, technical manuals, educational materials, training materials, datasheets and brochures all in the area of computer software and hardware, development and evaluation tools for integrated circuits, microprocessors, microprocessor cores, instruction set architectures, semiconductor intellectual property, network-on-a-chip, system-on-a-chip; electronic downloadable publications, namely, instruction, user and development manuals, technical manuals, educational materials, training materials, datasheets and brochures all in the area of computer software and hardware, development and evaluation tools for integrated circuits, microprocessors, microprocessor cores, instruction set architectures, semiconductor intellectual property, network-on-a-chip, system-on-a-chip; computer hardware architecture; interfaces for computers; computer software used for use in the design, development, modelling, simulation, compiling, de-bugging, verification, construction and interfacing of integrated circuits, microprocessors, microprocessor cores, semiconductor intellectual property cores, architecture extensions to semiconductor intellectual property cores, macro cells, microcontrollers, bus interfaces and printed circuit boards; computer software for use in the design, development, modelling, simulation, compiling, de-bugging, verification, construction and interfacing of application software and operating system software to run on integrated circuit based devices; Downloadable electronic data files featuring microprocessor designs; semiconductor intellectual property cores with multiple processors designed to transition software workloads to the appropriate processors based on performance needs; computer software used in and for use in the design, development, modelling, simulation, compiling, de-bugging, verification, construction and interfacing of heterogenous computing systems and semiconductor intellectual property cores with multiple processors designed to transition software workloads to the appropriate processors based on performance needs; Downloadable electronic data files featuring semiconductor intellectual property core design files defining the design of heterogenous computing systems and semiconductor intellectual property cores with multiple processors designed to transition software workloads to the appropriate processors based on performance needs