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Equation 5 · Part 2 · How AI Datacenter Interconnects Actually Work

Symbol p

S/pS/p
pp

What this part means

the rather than growing with.

Its job in the formula

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

Where the article explains it

The total data volume any one worker sends over the whole operation is: V = 2(p-1)⋅\cdotSp\frac{S}{p} ≈\approx 2S \quad for large \text{for large } p which is the reason ring all-reduce is called bandwidth-optimal: in the limit, total traffic per worker approaches twice the buffer size regardless of how many workers participate, rather than growing with p .

The passage around this formula

The ring algorithm is the one worth understanding mechanically, because it is bandwidth-optimal and because its cost model exposes exactly why topology matters. In a ring all-reduce across p workers, each worker is logically placed on a ring; a gradient buffer of size S is split into p chunks, and each worker simultaneously sends one chunk to its ring-neighbor while receiving a different chunk from its other neighbor, reducing (summing) as chunks arrive. A complete all-reduce takes 2(p-1) such steps, each moving S/p bytes [ 5 ] . The total data volume any one worker sends over the whole operation is:

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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

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