The Definitive Guide toAI Data Centers
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Fit one decode replica before buying more HBM — stated inputs

70 billion parameters × 2 B; 80 layers; 8 KV heads; head dimension 128; 2 B/KV value; 8,192 cached tokens; batch 8; workspace 20 GB; usable HBM 186 GB; sustained HBM 4.0 TB/s; step budget 50 ms.modeled

Value kindmodeled — Interpret this value according to its displayed kind, scope, source, and as-of date.
ScopeSynthetic GQA shape; decimal GB/TB, no offload or sharing. NVIDIA supplies usable capacity; other workload inputs and sensitivities are unsupported teaching assumptions explained in the opening callout. Chapter 1.7 owns workload definition.
As of2026-09
SourceNVIDIA GB200 specifications and CUDA performance memory model — method reference; guide-authored hypothetical scenario September 8, 2026. No supplier quote or test measurement.
DerivationExact teaching assumptions chosen to expose the stated constraint and its reversal; not estimates of market prices or actual equipment.
Reviewchecking…review by 2027-03-08 · standard cadence
Recorded changeslast 2026-09-16
Claim idguide2-t29-7-6-inputs

Where the guide uses it

← Full numbers register — every date-stamped figure in the guide, with revision history.