Abstract.Currently,theneuralnetworkarchitecturedesignismostlyguidedbytheindirectmetricofcomputationcomplexity,i.e.,FLOPs.However,thedirectmetric,e.g.,speed,alsodependsontheotherfactorssuchasmemoryaccesscostandplatformcharacterics.Thus,thisworkproposestoevaluatethedirectmetriconthetar