Can Kimi Linear 48B A3B run on Radeon Pro W7900 48GB?
YES — Runs Great
Kimi Linear 48B A3B needs ~36.8 GB VRAM. Radeon Pro W7900 48GB has 48.0 GB. With Q4_K_M quantization, expect ~17 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 well
Decode
17.4 tok/s
TTFT
11120 ms
Safe context
209K
Memory
36.8 GB / 48.0 GB
Memory breakdown
See how fast it feels
What limits this setup
This setup is broadly balanced for this model.
No major red flags
This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.
Best improvement path
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | A | Runs well | 17.4 tok/s | 6066 ms | 209K |
| Coding | A | Runs well | 17.4 tok/s | 11120 ms | 209K |
| Agentic Coding | A | Runs well | 17.4 tok/s | 16175 ms | 209K |
| Reasoning | A | Runs well | 17.4 tok/s | 13142 ms | 209K |
| RAG | A | Runs well | 17.4 tok/s | 20218 ms | 209K |
Quantization options
How Kimi Linear 48B A3B (48B params) fits at each quantization level on Radeon Pro W7900 48GB (48.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 18.7 GB | Low | A78 |
Q3_K_S | 3 | 23.5 GB | Low | A80 |
NVFP4 | 4 | 26.9 GB | Medium | A80 |
Q4_K_M | 4 | 29.3 GB | Medium | A80 |
Q5_K_MBest for your GPU | 5 | 34.6 GB | High | A80 |
Q6_K | 6 | 39.4 GB | High | F0 |
Q8_0 | 8 | 51.4 GB | Very High | F0 |
F16 | 16 | 98.4 GB | Maximum | F0 |
Get started
Copy-paste commands to run Kimi Linear 48B A3B on your machine.
Run
docker run --rm -it ghcr.io/ggerganov/llama.cpp:full \
--hf-repo "moonshotai/Kimi-Linear-48B-A3B-Instruct" \
--hf-file "Kimi-Linear-48B-A3B-Instruct-Q4_K_M.gguf" \
-c 4096 -ngl 99Your hardware
