// RUN โ€” FITS

Can the NVIDIA H200 run Transformer-XL (257M)?

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

Transformer-XL (257M) on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1949k 6817.1-8124.5 t/s ~56.8-67.7 (slow)
Q8 yes 1953k 13634.2-16249 t/s ~113.6-135.4 (slow)
Q4 yes 1954k 24346.9-29016.1 t/s ~202.9-241.8 (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 Transformer-XL (257M)?โ–ถ

Yes. At Q4 it generates ~24346.9-29016.1 tok/s and fits up to 1954k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~202.9-241.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1954k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.