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Equation 1 · Part 4 · The Deployment Envelope: Small Models Where the Power Is Not

Symbol I

Rattainable=min⁡(Rpeak,B⋅I)R_{\mathrm{attainable}} = \min(R_{\mathrm{peak}}, B \cdot I)
II

What this part means

the operational intensity of the kernel.

Its job in the formula

I appears in the objective or constraint used by the optimization on the right.

Where the article explains it

with RpeakR_{\mathrm{peak}} the peak arithmetic rate, B the achievable memory bandwidth and I the operational intensity of the kernel.

The passage around this formula

The general form of the argument is old and well posed. Williams, Waterman and Patterson built the roofline model on the premise that “for the recent past and foreseeable future, off-chip memory bandwidth will often be the constraining resource”, and defined operational intensity as operations per byte of DRAM traffic [ 1 ] . Their bound is one line, and it is the single most useful line in this whole subject: Rattainable=min⁡(Rpeak,B⋅I)R_{\mathrm{attainable}} = \min(R_{\mathrm{peak}}, B \cdot I). with RpeakR_{\mathrm{peak}} the peak arithmetic rate, B the achievable memory bandwidth and I the operational intensity of the kernel. If I is small, the second term wins and the accelerator’s headline throughput is irrelevant.

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Learn the underlying idea

A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.

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Sources cited in the surrounding passage

These citations provide research context; check each source for the exact claim it supports.