// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 run AWD-LSTM-DOC (fin) (23M)?

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

AWD-LSTM-DOC (fin) (23M) on the NVIDIA GeForce RTX 2050

QuantFits?Max contextSpeedBeyond context
FP16 yes 76k 1777.4-2118.3 t/s ~158.7-189.1 (slow)
Q8 yes 76k 3554.8-4236.5 t/s ~317.4-378.3 (slow)
Q4 yes 76k 6347.8-7565.2 t/s ~566.8-675.5 (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) (23M)?โ–ถ

Yes. At Q4 it generates ~6347.8-7565.2 tok/s and fits up to 76k context; beyond that it spills to SSD swap and slows to ~566.8-675.5 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.