Can I Run Codestral on AMD Radeon RX 7900 XT?

Written by Jakub Rusinowski · Last updated July 12, 2026

Yes, comfortably — Codestral 22B at Q4_K_M needs 16.1 GB at 8K context (13.4 GB weights + 2.7 GB KV cache/overhead), leaving ~3.9 GB of the AMD Radeon RX 7900 XT's 20 GB, at ~32 tok/s (est.), with room for up to 16K context.

See what else this hardware can run →

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AMD Radeon RX 7900 XT 20GB
20 GB VRAM · 315 W board power
2026 prices are volatile — check the current listing.
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AMD Radeon RX 7900 XT Specs

VRAM20 GB
Memory Bandwidth800 GB/s

Codestral 22B on the AMD Radeon RX 7900 XT: VRAM by quantization

QuantVRAM neededFits 20 GB?Max contextWhole PC
F1647.1 GB✗ No——
Q8_026.3 GB✗ No——
Q6_K20.9 GB✗ No——
Q5_K_M18.4 GB✓ Yes8K—
Q4_K_M16.1 GB✓ Yes16K—
Q3_K_M12.1 GB✓ Yes32K—
Q2_K10 GB✓ Yes32K—

Assumes an 8K-token context with an f16 KV cache. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 20 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Superseded model. Codestral has been superseded by Devstral. This page is kept for reference; the newer family is a better starting point. Can I run Devstral on AMD Radeon RX 7900 XT? →

Context costs VRAM too. At Q4_K_M on the AMD Radeon RX 7900 XT: 8K 16.1 GB · 32K 21.7 GB ✗. Past 32K it no longer fits 20 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? Codestral 22B on 16 GB of system RAM, CPU only: runs, but it is tight.

Codestral Sizes That Fit the AMD Radeon RX 7900 XT (at 8K context)

Codestral 22BQ4_K_M · 16.1 GB at 8K context · ~32 tok/s (est.)
Buy vs. rent Codestral
Buy the GPU
~$899
AMD Radeon RX 7900 XT · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$899) beats renting at $0.34/hr after about 3.7 years.

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RunPod $0.34/hr
Rent on RunPod →
Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Is the AMD Radeon RX 7900 XT enough to run Codestral locally?

Yes, comfortably — Codestral 22B at Q4_K_M needs 16.1 GB at 8K context (13.4 GB weights + 2.7 GB KV cache/overhead), leaving ~3.9 GB of the AMD Radeon RX 7900 XT's 20 GB, at ~32 tok/s (est.), with room for up to 16K context.

What's the best Codestral size for the AMD Radeon RX 7900 XT?

Codestral 22B at Q4_K_M quantization needs 16.1 GB at 8K context (13.4 GB weights + 2.7 GB KV cache/overhead), estimated ~32 tokens/sec, up to 16K context.

Codestral on Other GPUs

Popular Models on the AMD Radeon RX 7900 XT

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Codestral Model Page | AMD Radeon RX 7900 XT GPU Page | VRAM calculator | Check Your Hardware