// RUN — FITS

Can the NVIDIA L40S 48GB run (ensemble): AWD-LSTM-DOC (fin) × 5 (WT2)?

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

(ensemble): AWD-LSTM-DOC (fin) × 5 (WT2) on the NVIDIA L40S 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 645k 1704.6-2031.6 t/s ~78.9-94.1 (slow)
Q8 yes 648k 3409.3-4063.1 t/s ~157.8-188.1 (slow)
Q4 yes 649k 6088-7255.6 t/s ~281.9-335.9 (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 L40S 48GB run (ensemble): AWD-LSTM-DOC (fin) × 5 (WT2)?

Yes. At Q4 it generates ~6088-7255.6 tok/s and fits up to 649k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~281.9-335.9 tok/s.

How much context fits?

At Q4, up to about 649k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.