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Analysis of the operational intensity (flops/byte) to identify if a system is compute-bound or memory-bound.
Distinct from Laser Intensity Control: Candidates relate to image pixel intensity or carbon intensity, not the hardware operational intensity of compute kernels.
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AISystem is a comprehensive AI full-stack infrastructure project covering the entire pipeline from AI chip architecture to high-level training frameworks. It encompasses the development of AI compiler frameworks, inference engines, and distributed training orchestrators designed to coordinate workloads across a heterogeneous compute stack of CPUs, GPUs, and NPUs. The project focuses on the deep integration of software and hardware, employing software-hardware co-design to align tensor layouts with physical memory structures. It provides specialized capabilities for accelerating Transformer mo
Analyzes and optimizes operational intensity to balance arithmetic operations and data transfers for maximum hardware utilization.