// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4060 Ti 16GB run ESM1v?

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

ESM1v on the NVIDIA GeForce RTX 4060 Ti 16GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 182k 161.7-192.7 t/s ~22.5-26.8 (slow)
Q8 yes 192k 323.4-385.5 t/s ~44.9-53.5 (slow)
Q4 yes 196k 577.6-688.4 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 GeForce RTX 4060 Ti 16GB run ESM1v?โ–ถ

Yes. At Q4 it generates ~577.6-688.4 tok/s and fits up to 196k 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 196k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.