// RUN โ€” FITS

Can the NVIDIA H200 run GPT-2 (774M)?

Yes โ€” here's how fast and up to what context, with real measured numbers.

GPT-2 (774M) on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1933k 2263.6-2697.7 t/s ~18.9-22.5 (slow)
Q8 yes 1945k 4527.1-5395.3 t/s ~37.7-45 (slow)
Q4 yes 1950k 8084.2-9634.6 t/s ~67.4-80.3 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.

FAQ

Can the NVIDIA H200 run GPT-2 (774M)?โ–ถ

Yes. At Q4 it generates ~8084.2-9634.6 tok/s and fits up to 1950k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~67.4-80.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1950k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.