Computer hardware; semiconductor chips; integrated circuits; microprocessors; microprocessor cores for graphics, multimedia and video systems, Digital Neural Networks (DNN), Convolutional Neural Networks (CNN), and machine learning and general purpose computer graphics processing unit (GPGPU); integrated circuits for graphics, multimedia and video systems; video graphics physics accelerators; video graphics music accelerators; video graphics accelerators; computer hardware, namely, artificial intelligence accelerators, edge accelerators, convolutional neural network accelerators, Field Programmable Gate Array (FPGA) accelerators; two-dimensional, three-dimensional, Virtual Reality, and Augmented Reality video graphics accelerators; computer accelerator circuit boards for video encoding and decoding; video graphics accelerators for image processing; multimedia accelerator circuit boards, video graphics accelerators, and convolutional neural network accelerators for use with portable devices, handheld devices, wearables devices mobile communication devices, mobile telephones, personal digital assistants (PDAs), tablet PCs, game consoles, microcomputer game consoles, in-car infotainment and navigation systems, head-up display (HUD), and digital signage; camera devices, namely, security camera, video camera, photographic camera, surveillance camera, automotive camera; datacenter devices, namely, semiconductor chips for use in data centers; downloadable computer software for designing, configuring, operating, and controlling the performance of semiconductor chips, integrated circuits, microprocessors, microprocessor cores, multimedia accelerators, graphics accelerators, video accelerators, and AI accelerators