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Equation 3 · Part 2 · Edge AI Electronics and Sensor Systems: A First-Principles Introduction

Symbol N_ops

Einference  =  NopsηE_{\text{inference}} \;=\; \frac{N_{\text{ops}}}{\eta}
NopsN_{\text{ops}}

What this part means

the number of operations one inference requires.

Its job in the formula

NoN_ops occurs above the fraction bar. The numerator is divided by the entire denominator below it.

Where the article explains it

where NopsN_{\text{ops}} is the number of operations one inference requires.

The passage around this formula

Because a watt is a joule per second, η\eta measured this way is numerically the same quantity as operations delivered per joule. That equivalence matters because it converts a throughput specification into an energy budget for a single inference: Einference  =  NopsηE_{\text{inference}} \;=\; \frac{N_{\text{ops}}}{\eta}. where NopsN_{\text{ops}} is the number of operations one inference requires. This is the arithmetic that determines whether a given model can run a given number of times on a given battery before it needs replacing or recharging, and it is why a headline TOPS figure on a datasheet, quoted without the power draw it was measured at, tells a reader almost nothing about whether a part is suitable for a battery-powered product.

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Learn the underlying idea

A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.

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Sources cited in the article section

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