Written by Jakub Rusinowski · Last updated April 28, 2025
Model library → Qwen 3 → Qwen 3 30B-A3B (MoE)
Qwen 3's efficient MoE model — 30B total parameters but only 3B active per token. Delivers 14B-quality responses at 7B inference speed. The best efficiency-to-quality ratio in the Qwen 3 family.
Qwen 3 30B-A3B (MoE) needs about 19 GB of VRAM at Q4_K_M — quantized weights plus framework overhead, before any KV cache. On Apple Silicon that figure comes out of unified memory.
| Parameters | 30 Billion (3B active) |
| Context window | 128,000 |
| Architecture | MoE |
| Provider | Alibaba Cloud |
| Licence | Apache 2.0 |
| Specified at | Q4_K_M |
| System RAM | 16 GB |
| Record updated | 2025-04-28 |
Apache-2.0 — commercial use permitted. Commercial use permitted. No usage restrictions beyond attribution.
Modelled on a reference NVIDIA RTX 4090 (24 GB), at 8K context. Speed figures are ESTIMATES from the memory-bandwidth roofline described on the methodology page, not benchmarks we ran — rows marked measured come from published or reader-submitted runs. VRAM here includes the KV cache, so it reads higher than the headline figure above, which does not.
| Quant | Weights | VRAM needed | Est. speed | Fit on 24 GB |
|---|---|---|---|---|
| Q2_K | 10.0 GB | 11.6 GB | ~237 tok/s (est.) | Fits comfortably |
| Q3_K_M | 13.0 GB | 14.6 GB | ~216 tok/s (est.) | Fits comfortably |
| Q4_K_M | 18.4 GB | 20.0 GB | ~185 tok/s (est.) | Fits comfortably |
| Q5_K_M | 21.6 GB | 23.2 GB | ~170 tok/s (est.) | Tight fit |
| Q6_K | 25.0 GB | 26.6 GB | ~24 tok/s (est.) | Offloads to system RAM (slow) |
| Q8_0 | 32.4 GB | 34.0 GB | ~20 tok/s (est.) | Offloads to system RAM (slow) |
| F16 | 61.0 GB | 62.6 GB | — | Won't fit |
Want the memory numbers alone, at every quantization level and your own context length? Use the Qwen 3 30B-A3B (MoE) VRAM calculator.
or compare on Vast.ai from $0.35/hr (typical low · varies)
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The cheapest catalogued GPU that runs Qwen 3 30B-A3B (MoE) is the AMD Radeon RX 7900 XT (20 GB).
Install Ollama, then run:
ollama run qwen3:30b-a3b
Weights on Hugging Face: Qwen/Qwen3-30B-A3B.
Best for: fast reasoning, chat, coding, efficient.
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