$USDG
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Your GPU bill assumes 1,979 TFLOPS. Real decode throughput on Llama 70B is closer to 600. That 1,979 number only shows up with 2:4 sparsity, a trick that skips half the math. Most workloads never trigger it. - Prefill: 90-95% utilization - Decode: 20-40%, mostly waiting on
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AI visual note: A Spheron Network infographic titled 'PREFILL VS DECODE - Your H100's real costs' comparing prefill (95% utilization, $2.88/hr, compute-heavy) versus decode (40% utilization, $8.83/hr, memory-bound).