The Definitive Guide toAI Data Centers
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GuideGlossaryFLOPS

FLOPS · Floating-Point Operations Per Second

The standard measure of compute throughput; AI clusters are rated in petaFLOPS and exaFLOPS.

Current numbers

37–66%MI300X realized inference performance vs H100/H200 despite ~1.3x paper FLOPS — the ROCm goodput gapas of 2025 · register ↗
37–66%MI300X realized inference throughput vs H100/H200 (2025), despite ~1.3x paper FLOPS — the historical realized-MFU gapas of 2025 · register ↗
~90% / ~96%goodput (effective training time): industry average vs best-in-class — the software-and-reliability tax on paper FLOPSas of 2025 · register ↗

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