The Definitive Guide toAI Data Centers
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Together AI published approximately 370 of 400 GB/s as a cluster-testing rule of thumb; not a portable NCCL acceptance threshold

≈370 of 400 GB/s (~92%) in Together AI's published cluster-testing rule of thumb; the project baseline and declared tolerance set the gateestimate

Value kindestimate — Interpret this value according to its displayed kind, scope, source, and as-of date.
ScopeHistorical rule of thumb only. The project gate requires a declared collective, message size, ranks, library/transport/algorithm, metric normalization, topology and measured baseline tolerance.
As of2024-08-13
SourceTogether AI, “A practitioner’s guide to testing and running large GPU clusters for training generative AI models,” 13 August 2024; practitioner 370/400 example. · 'looking for the all_reduce_perf test to show bandwidth around 92% of the theoretical maximum of the fabric: so around 370 GB/s on a 400GB/s fabric'
Derivation370 / 400 = 0.925. The source does not specify a transferable NIC-count, rank-count or normalized-busbw conversion; do not infer an eight-rail configuration.
Reviewchecking…review by 2026-11-23 · standard cadence
Recorded changeslast 2026-09-16 · 5 revisions tracked
Claim idnccl-all-reduce-busbw-vs-theoretical-acceptance

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