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Constant folding is a compiler optimization technique that evaluates constant expressions at compile time and replaces them with their computed values, reducing runtime computation overhead. Constant Folding in Traditional Compilers Traditional compilers identify constant expressions during compilation and replace them with precomputed results. ...

Modern AI inference engines rely heavily on offline graph optimization to maximize hardware utilization, minimize memory traffic, and accelerate end-to-end latency. Unlike runtime optimizations, offline techniques operate during model compilation—transforming the high-level computational graph into a streamlined, hardware-aware execution plan b ...