// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run TiTok-L?

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

TiTok-L on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1315k 2130.6-2539.2 t/s ~47.6-56.7 (slow)
Q8 yes 1320k 4261.1-5078.3 t/s ~95.1-113.4 (slow)
Q4 yes 1322k 7609.1-9068.4 t/s ~169.8-202.4 (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 RTX PRO 6000 Blackwell run TiTok-L?โ–ถ

Yes. At Q4 it generates ~7609.1-9068.4 tok/s and fits up to 1322k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~169.8-202.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1322k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.