// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run DeepSeek-R1-Distill-Qwen-14B?

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

DeepSeek-R1-Distill-Qwen-14B on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 35k 46.2-55 t/s ~2-2.4 (slow)
Q4 yes 75k 82.4-98.3 t/s ~3.5-4.2 (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 3090 run DeepSeek-R1-Distill-Qwen-14B?โ–ถ

Yes. At Q4 it generates ~82.4-98.3 tok/s and fits up to 75k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.5-4.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 75k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.