Ring all-reduce time

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  • Fabric 04
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Difficulty 3 of 5

8 GPUs must add up a 10 GB gradient so that each GPU gets the full sum. Each GPU has one 400 Gbit/s port to the switch. They use a ring all-reduce: each GPU sends 2 x 7/8 of the tensor to its neighbor. How many ms does it take?

Play level

The question

Answer with one number in ms.

A full batch keeps each GPU busyArrow keys change the GPUs. Tap or Space changes the batch

Goals and limits

Completion time
under 800 ms
Monthly cost
under 100,000 USD/mo

Concepts

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