// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run TiTok-L?

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

TiTok-L on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 642k 1141.4-1360.3 t/s ~47.6-56.7 (slow)
Q8 yes 646k 2282.7-2720.5 t/s ~95.1-113.4 (slow)
Q4 yes 648k 4076.3-4858.1 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 6000 Ada 48GB run TiTok-L?โ–ถ

Yes. At Q4 it generates ~4076.3-4858.1 tok/s and fits up to 648k 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 648k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.