Codellama Codellama 34B HF speed on AMD Instinct MI250X and quantization-level VRAM fit.
AMD Instinct MI250X meets the minimum VRAM requirement for Q4 inference of Codellama Codellama 34B HF. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.
AMD Instinct MI250X can run Codellama Codellama 34B HF with Q4 quantization. At approximately 167 tokens/second, you can expect Excellent speed - conversational response times under 1 second.
You have 111GB headroom, which is sufficient for system overhead and smooth operation.
| Quantization | VRAM needed | VRAM available | Estimated speed | Verdict |
|---|---|---|---|---|
| Q4 | 17GB | 128GB | 167.14 tok/s | ✅ Fits comfortably |
| Q8 | 34GB | 128GB | 117.00 tok/s | ✅ Fits comfortably |
| FP16 | 68GB | 128GB | 63.51 tok/s | ✅ Fits comfortably |
Need a GPU with 17GB+ VRAM? These guides match your requirements.
Check current pricing links for AMD Instinct MI250X and similar cards.
Open AMD Instinct MI250X 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 →Rent cloud GPUs by the hour — no upfront hardware cost.
AMD Instinct MI250X can run Codellama Codellama 34B HF at Q4 with an estimated 167 tok/s.
Q4 inference is estimated to need about 17GB VRAM on this page, while AMD Instinct MI250X has 128GB available.
If you need more speed or context headroom, compare alternative GPUs below and check higher-tier VRAM options.