// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 run AWD-LSTM-DOC (fin) (37M)?

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

AWD-LSTM-DOC (fin) (37M) on the NVIDIA GeForce RTX 2050

QuantFits?Max contextSpeedBeyond context
FP16 yes 75k 1104.9-1316.8 t/s ~98.6-117.6 (slow)
Q8 yes 76k 2209.7-2633.5 t/s ~197.3-235.1 (slow)
Q4 yes 76k 3945.9-4702.7 t/s ~352.3-419.9 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.

FAQ

Can the NVIDIA GeForce RTX 2050 run AWD-LSTM-DOC (fin) (37M)?โ–ถ

Yes. At Q4 it generates ~3945.9-4702.7 tok/s and fits up to 76k context; beyond that it spills to SSD swap and slows to ~352.3-419.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 76k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.