// RUN โ€” FITS

Can the NVIDIA H200 run TinyLlama-1.1B (3T token checkpoint)?

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

TinyLlama-1.1B (3T token checkpoint) on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1923k 1592.7-1898.2 t/s ~13.3-15.8 (slow)
Q8 yes 1940k 3185.5-3796.4 t/s ~26.5-31.6 (slow)
Q4 yes 1947k 5688.3-6779.2 t/s ~47.4-56.5 (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 TinyLlama-1.1B (3T token checkpoint)?โ–ถ

Yes. At Q4 it generates ~5688.3-6779.2 tok/s and fits up to 1947k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~47.4-56.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1947k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.