GPUs/AMD Radeon RX 7900 XT/Codestral 22B

Can AMD Radeon RX 7900 XT run Codestral 22B?

22B parameter Code model on 20GB GDDR6

Yes — runs at 4-bit quantization

~25-31 tok/sUsable

SpeedModerate speed, usable for interactive chat

QualityGood quality with slight degradation on complex reasoning

AMD GPUs lack CUDA. While Codestral 22B can technically run via llama.cpp/GGUF, the setup is more complex and less optimized than on NVIDIA hardware.

VRAM Requirements

Codestral 22B is a 22B parameter model. At full precision (FP16), it requires 44GB of VRAM. Your AMD Radeon RX 7900 XT has 20GB, so you'll need to quantize it to 4-bit (Q4) to fit.

FP16 (Full Precision)44GB (need 24GB more)

Maximum quality, no quantization

Q8 (8-bit)22GB (need 2GB more)

Near-lossless, ~50% size reduction

Q4 (4-bit)13GB (7GB free)

Good quality, ~75% size reduction

Your GPU VRAM: 20GB GDDR6 at 800 GB/s bandwidth
Recommended system RAM: 40GB DDR5 (2x GPU VRAM minimum for model overflow)

What This Means in Practice

Codestral 22B at Q4 on AMD Radeon RX 7900 XT works for code completion but complex multi-file operations may show quality drops. Still very usable for day-to-day coding assistance. Consider a larger VRAM GPU for professional code generation workflows.