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18:57
2026-06-16
injuly.in
large-language-models

Inference cost at scale with napkin math

A technical analysis calculates the dollar cost per user for serving large language models at scale using napkin math, breaking down GPU resources, matrix multiplication costs, and attention mechanism…

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GPU 1 LLM 1 FP-8 1 FP-16 1 VRAM 1 SRAM 1 RoPE 1