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Equation 4 · Part 1 · Comparing the Main Approaches to AI Datacenter Systems Engineering

Symbol r_f

rfr_f
rfr_f

What this part means

the per-node failure rate.

Its job in the formula

rfr_f 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

where wcpw_{cp} is the time to write a checkpoint, NnodesN_{\text{nodes}} is the job’s node count, and rfr_f is the per-node failure rate.

The passage around this formula

where wcpw_{cp} is the time to write a checkpoint, NnodesN_{\text{nodes}} is the job’s node count, and rfr_f is the per-node failure rate. As NnodesN_{\text{nodes}} grows, the failure rate the job experiences as a whole scales with it, which pulls the optimal interval shorter — meaning larger jobs must checkpoint more often even as each individual checkpoint write competes with the same limited storage…

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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 surrounding passage

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