// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3070 Ti run ALBERT?

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

ALBERT on the NVIDIA GeForce RTX 3070 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 89k 12328.9-14693.3 t/s ~811.1-966.7 (slow)
Q8 yes 89k 24657.8-29386.7 t/s ~1622.2-1933.3 (slow)
Q4 yes 89k 44031.7-52476.2 t/s ~2896.8-3452.4 (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 GeForce RTX 3070 Ti run ALBERT?โ–ถ

Yes. At Q4 it generates ~44031.7-52476.2 tok/s and fits up to 89k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2896.8-3452.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 89k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.