Optimizing ResNet-50 Performance on Intel CPUs

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This document outlines the performance evaluation of Baseline ResNet-50, detailing the scope, hardware, and measurement methods, alongside latency and bottleneck analysis. It further explores optimization techniques, including layout and threading effects, and discusses scaling results related to batch sizes and memory management. Finally, it provides deployment recommendations, emphasizing the use of Inductor and fused operators, while suggesting strategies for achieving optimal throughput...