Can the NVIDIA RTX 4090 run Qwen2.5 32B?

Yes
QuantQ4_K_MGood, most popular
Memory22.6 GBof 24 GB
Speed~30tokens/s

Yes. The NVIDIA RTX 4090 can run Qwen2.5 32B fully in VRAM at Q4_K_M (good, most popular), using about 22.6 GB of the 24 GB available, at roughly 30 tokens/second.

Try other context lengths in the calculator →

Memory needed by quantization

At 8,192 tokens of context.

QuantQualityMemoryFits?Speed
FP16Full quality68.3 GBToo big—
Q8_0Near-lossless37.6 GBToo big—
Q6_KExcellent29.6 GBToo big—
Q5_K_MVery good26.1 GBToo big—
Q4_K_MGood, most popular22.6 GBFits~30 tok/s
Q3_K_MNoticeably degraded18.8 GBFits~38 tok/s
Q2_KHeavily degraded15 GBFits~49 tok/s

GPUs that run Qwen2.5 32B comfortably

Models that run well on the NVIDIA RTX 4090

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