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Run LLM Locally

Qwen3 Coder 30B-A3B Instruct on the Radeon PRO W7900

With 48 GB of VRAM, the Radeon PRO W7900 runs Qwen3 Coder 30B-A3B Instruct at Q4_K_M entirely on the GPU with an 8K context (about 19.8 GB needed). At Q8_0 it fits entirely.

Qwen3 Coder 30B-A3B Instruct

Q4_K_M · 8K context

Excellent

The model needs about 19.8 GB and fits in the 46.6 GB available, with 26.8 GB to spare.

Your hardware
Radeon PRO W7900 48 GB · 64 GB RAM
Estimated memory
~19.8 GB estimate
VRAM (usable memory)
46.6 GB
GPU only
Yes
CPU/GPU offload
Not required
Generation speed
78–141 tok/s estimate
Largest context in fast memory
256K tokens
Confidence: low

Based on: memory bandwidth (864 GB/s) and model size

Memory breakdown

~19.8 GB (19.1 GB–20.5 GB) needed · estimate

Fits entirely in VRAM · 26.8 GB left

  • Model weights17.3 GB
  • KV cache0.8 GB
  • Runtime overhead0.8 GB
  • Safety margin0.9 GB
Assumptions: context 8K tokens · KV cache f16 · llama.cpp (ROCm) · flash attention on · weights = real file size

EstimateData updated 24 days agoSource: Run LLM Locally engine, Hugging Face config.json + model card

What makes this estimate less reliable

  • no benchmark for this hardware and model yet
  • mixture-of-experts: speed depends on expert routing

Other quantizations on the Radeon PRO W7900

Qwen3 Coder 30B-A3B Instruct on Radeon PRO W7900 + 64 GB RAM · 8K context
Qwen3 Coder 30B-A3B Instruct Q8_08K~33.4 GB · 62–106 tok/s estimateExcellent
Qwen3 Coder 30B-A3B Instruct Q6_K8K~26.2 GB · 69–123 tok/s estimateExcellent
Qwen3 Coder 30B-A3B Instruct Q5_K_M8K~22.9 GB · 73–132 tok/s estimateExcellent
Qwen3 Coder 30B-A3B Instruct Q4_K_M8K~19.8 GB · 78–141 tok/s estimateExcellent
Qwen3 Coder 30B-A3B Instruct IQ4_XS8K~17.7 GB · 81–149 tok/s estimateExcellent
Qwen3 Coder 30B-A3B Instruct Q3_K_M8K~16 GB · 83–155 tok/s estimateExcellent

Alternatives

Where to buy a Radeon PRO W7900

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Radeon PRO W7900

48 GB GDDR6 ECC · 864 GB/s · 295 W

ExcellentRuns Qwen3 Coder 30B-A3B Instruct Q4_K_M entirely in memory

Price not available

Availability unknown

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Frequently asked questions

Can the Radeon PRO W7900 run Qwen3 Coder 30B-A3B Instruct?
The model needs about 19.8 GB and fits in the 46.6 GB available, with 26.8 GB to spare.
Which quantization should I use on the Radeon PRO W7900?
Q8_0 is the highest-precision quantization that fits entirely in VRAM at 8K context. ~33.4 GB / 46.6 GB.
What is the largest context on the Radeon PRO W7900?
At Q4_K_M, about 256K tokens fit entirely in VRAM with an f16 KV cache. A q8_0 KV cache roughly doubles that.
How fast is Qwen3 Coder 30B-A3B Instruct (Radeon PRO W7900)?
We estimate 78–141 tok/s (estimate, confidence low). Based on: memory bandwidth (864 GB/s) and model size.