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hard20 pts · first answer countsmodel-servingperformance

When decode stops being memory-bound

A GPU offers about 990 TFLOPS of FP16 compute and 3.35 TB/s bandwidth. FP16 decode does about 2 FLOPs per weight per sequence and reads 2 bytes per weight per step. Roughly what batch size makes decode compute-bound?

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