// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run Qwen2.5-Coder (1.5B)?

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

Qwen2.5-Coder (1.5B) on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 267k 221.8-264.4 t/s ~9.5-11.3 (slow)
Q8 yes 291k 443.7-528.8 t/s ~19-22.6 (slow)
Q4 yes 301k 792.3-944.2 t/s ~33.9-40.4 (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 3090 run Qwen2.5-Coder (1.5B)?โ–ถ

Yes. At Q4 it generates ~792.3-944.2 tok/s and fits up to 301k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~33.9-40.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 301k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.