// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run ESM1v?

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

ESM1v on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 631k 539.1-642.5 t/s ~22.5-26.8 (slow)
Q8 yes 641k 1078.2-1284.9 t/s ~44.9-53.5 (slow)
Q4 yes 645k 1925.3-2294.5 t/s ~80.2-95.6 (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 ESM1v?โ–ถ

Yes. At Q4 it generates ~1925.3-2294.5 tok/s and fits up to 645k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~80.2-95.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 645k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.