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Equation 2 · Part 1 · A History of Small and On-Device AI

Symbol M

MM
MM

What this part means

M is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

Its job in the formula

M is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

The passage around this formula

…depthwise separable convolution splits that into a depthwise layer that filters each input channel on its own, followed by a 1×1 pointwise convolution that recombines the results [ 1 ] . For a DKD_K ×\times DKD_K kernel, M input channels, N output channels and a DFD_F ×\times DFD_F feature map, a standard convolution costs DKD_K ⋅\cdot DKD_K ⋅\cdot M ⋅\cdot N ⋅\cdot DFD_F ⋅\cdot DFD_F multiply-adds. The paper gives the depthwise separable replacement’s cost, and its ratio to the standard cost, directly:

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Sources cited in the surrounding passage

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