Can Qwen 3.6 35B A3B run on Radeon AI PRO R9700 32GB?
YES — With Offload
Qwen 3.6 35B A3B needs ~30.5 GB VRAM. Radeon AI PRO R9700 32GB has 32.0 GB. With Q4_K_M quantization, expect ~48 tok/s.
Operating mode
Choose the run profile you care about
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs with offload
Decode
48.0 tok/s
TTFT
4035 ms
Safe context
22K
Memory
30.5 GB / 32.0 GB
Memory breakdown
See how fast it feels
What limits this setup
This setup is broadly balanced for this model.
Very little memory headroom
You can run the model, but there is not much room left for longer context, bigger batches, extra apps, or future model updates.
Best improvement path
Buy headroom, not only minimum fit
A slightly larger memory tier gives you safer context growth and makes the recommendation more future-proof.
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | S | Tight fit | 48.0 tok/s | 2201 ms | 22K |
| Coding | S | Runs with offload | 48.0 tok/s | 4035 ms | 22K |
| Agentic Coding | A | Runs with offload (needs ~1.6 GB host RAM) | 31.4 tok/s | 8975 ms | 22K |
| Reasoning | S | Runs with offload | 48.0 tok/s | 4768 ms | 22K |
| RAG | A | Runs with offload (needs ~1.6 GB host RAM) | 31.4 tok/s | 11219 ms |
Quantization options
How Qwen 3.6 35B A3B (35B params) fits at each quantization level on Radeon AI PRO R9700 32GB (32.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 13.7 GB | Low | S90 |
Q3_K_S | 3 | 17.2 GB | Low | S92 |
NVFP4 | 4 |
Get started
Copy-paste commands to run Qwen 3.6 35B A3B on your machine.
Run
docker run --rm -it ghcr.io/ggerganov/llama.cpp:full \
--hf-repo "Qwen/Qwen3.6-35B-A3B" \
--hf-file "Qwen3.6-35B-A3B-Q4_K_M.gguf" \
-c 4096 -ngl 99