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Equation 21 · Shrink It, Train It Small, or Search for It: The Main Strategies for Small Models, Compared

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g(a)g(a)

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gg

Symbol g

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aa

Symbol a

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where A\mathcal{A} is a search space of candidate architectures designed in advance by the researchers, g(a) some measured deployment cost of architecture a , and B a budget the target device imposes. Every term in that equation is a documented design choice, and the choice of g turns out to be where the edge-specific literature does its most important work.

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