Moonshotai Kimi K2 Thinking speed on AMD Radeon Pro W7900 and quantization-level VRAM fit.
AMD Radeon Pro W7900 does not meet the minimum VRAM requirement for Q4 inference of Moonshotai Kimi K2 Thinking. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.
AMD Radeon Pro W7900 lacks sufficient VRAM for comfortable Moonshotai Kimi K2 Thinking operation with Q4 quantization.
Your 48GB GPU is 482GB short of the 530GB minimum.
Options: (1) Try Q2 or Q3 quantization for lower VRAM requirements, (2) Consider cloud GPU rental, (3) Upgrade to a GPU with at least 16GB VRAM.
| Quantization | VRAM needed | VRAM available | Estimated speed | Verdict |
|---|---|---|---|---|
| Q4 | 530GB | 48GB | 17.45 tok/s | ❌ Not recommended |
| Q8 | 1059GB | 48GB | 12.22 tok/s | ❌ Not recommended |
| FP16 | 2117GB | 48GB | 6.63 tok/s | ❌ Not recommended |
No alternative GPUs with verified compatibility yet. Expand the compatibility import to surface more cards.
Check current pricing links for AMD Radeon Pro W7900 and similar cards.
Open AMD Radeon Pro W7900 buy links →Use workload-focused recommendations before committing to a purchase.
Browse best GPU guides →Compare complete systems if you want ready-to-run hardware.
Compare prebuilt systems →Your GPU doesn't meet the VRAM requirements. Run Moonshotai Kimi K2 Thinking on cloud GPU instantly.
AMD Radeon Pro W7900 is not a comfortable Q4 fit for Moonshotai Kimi K2 Thinking (about 530GB needed).
Q4 inference is estimated to need about 530GB VRAM on this page, while AMD Radeon Pro W7900 has 48GB available.
Try lower-bit quantization, choose a smaller model, or move to a higher-VRAM GPU from the alternatives list.