Semiconductors; Integrated Circuits; multi-core heterogeneous compute platforms; field programmable gate arrays (FPGAs); central processing units (CPUs); graphics processing units (GPUs); CPU cores; software; artificial intelligence(AI); machine learning (ML); AI Software and tools; software platforms; middleware; software applications; software acceleration; application SDKs; firmware; optimized inference models; development and deployment tools (inference servers); accelerated APIs; AI graphic profiler; ML graphic profiler; AI Inference; integrated artificial intelligence engine; adaptive SoCs; downloadable computer software platform for the design, programming and operation of integrated circuits and integrated circuit modules, boards and cards; downloadable computer software for use in programmable chip platforms. open source computer software for accelerated computing, ML computing, featuring open technologies, compute languages, drivers, compilers, libraries, tools, machine intelligence libraries, support for ML frameworks, cluster deployment, debugger profilers, tracers, system validation and system management capabilities, portability frameworks, math libraries, scale-out community libraries, and programming models; downloadable computer software, namely downloadable computer operating programs; downloadable open source computer software for accelerated computing