A GPU alone does not guarantee a faster LabVIEW application. This technical guide explains how ONNX Runtime Execution Providers optimize and partition computation graphs, how GraphMX connects them to LabVIEW, and what Graiphic’s open GPU benchmarks reveal about full-graph execution, memory transfers, and local high-throughput processing.