Can the AMD Radeon RX 7800 XT run Qwen3 30B-A3B?

Radeon RX 7800 XT × Qwen3 30B-A3B8K context
Yes, with heavy quantizationFits only at a low-quality quant
Memory at Q2_K12.8 GB of 16 GB
Weights 11.4 GBKV cache 0.8 GBRuntime 0.6 GB
QuantQ2_KHeavily degraded
Memory12.8 GBof 16 GB usable
Speed~303tokens per second
  1. FP16
  2. Q8_0
  3. Q6_K
  4. Q5_K_M
  5. Q4_K_M
  6. Q3_K_M
  7. Q2_K

Only just. Qwen3 30B-A3B fits on the AMD Radeon RX 7800 XT at Q2_K, which costs noticeable quality. Expect about 303 tokens/second. A card with more memory is a better experience.

Run it with Ollama

Ollama's default qwen3:30b download is Q4_K_M, which needs about 19.9 GB, more than the 16 GB available. Download the Q2_K GGUF instead (LM Studio lists quants per model), or try a smaller context length.

Run it in the cloud

Want full quality? Run Qwen3 30B-A3B on a bigger rented GPU.

Rent a cloud GPU by the hour. No upfront cost, stop any time.

Memory needed by quantization

At 8,192 tokens of context. The black line marks the 16 GB the AMD Radeon RX 7800 XT can use.

QuantQualityMemoryFits?Speed
FP16Full quality62.4 GBToo big—
Q8_0Near-lossless33.8 GBToo big—
Q6_KExcellent26.4 GBToo big—
Q5_K_MVery good23.1 GBToo big—
Q4_K_MGood, most popular19.9 GBToo big—
Q3_K_MNoticeably degraded16.3 GBToo big—
Q2_KHeavily degraded12.8 GBFits~303 tok/s

Frequently asked questions

Can AMD Radeon RX 7800 XT run Qwen3 30B-A3B?

Only just. Qwen3 30B-A3B fits on the AMD Radeon RX 7800 XT at Q2_K, which costs noticeable quality. Expect about 303 tokens/second. A card with more memory is a better experience.

How much VRAM does Qwen3 30B-A3B need?

About 19.9 GB at Q4_K_M with 8,192 tokens of context, and about 62.4 GB at full FP16 precision.

How fast is Qwen3 30B-A3B on the AMD Radeon RX 7800 XT?

Roughly 303 tokens per second at Q2_K, estimated from the AMD Radeon RX 7800 XT's 624 GB/s memory bandwidth.