Can I Run Codestral on NVIDIA GeForce RTX 3080 (10GB)?

Written by Jakub Rusinowski · Last updated July 12, 2026

No — Codestral 22B at Q4_K_M needs 16.1 GB at 8K context (13.4 GB weights + 2.7 GB KV cache/overhead), and the NVIDIA GeForce RTX 3080 (10GB)'s 10 GB leaves it ~6.1 GB short. The cheapest card that runs it is the AMD Radeon RX 7900 XT (20 GB).

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NVIDIA GeForce RTX 3080 (10GB) Specs

VRAM10 GB
Memory Bandwidth760 GB/s

Codestral 22B on the NVIDIA GeForce RTX 3080 (10GB): VRAM by quantization

QuantVRAM neededFits 10 GB?Max contextWhole PC
F1647.1 GB✗ No——
Q8_026.3 GB✗ No——
Q6_K20.9 GB✗ No——
Q5_K_M18.4 GB✗ No——
Q4_K_M16.1 GB✗ No——
Q3_K_M12.1 GB✗ No——
Q2_K10 GB✓ Yes8K—

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 10 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Superseded model. Codestral has been superseded by Devstral.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. Devstral needs at least 16.6 GB at Q4_K_M with an 8K context, so it does not fit the NVIDIA GeForce RTX 3080 (10GB).

Context costs VRAM too. At Q4_K_M on the NVIDIA GeForce RTX 3080 (10GB): 8K 16.1 GB ✗ · 32K 21.7 GB ✗. Past 8K it no longer fits 10 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.

Why It Does Not Fit

Every Codestral variant requires more VRAM than the NVIDIA GeForce RTX 3080 (10GB) provides (10 GB).

Nearest GPU That Fits

AMD Radeon RX 7900 XT (20 GB VRAM).

AMD Radeon RX 7900 XT 20GB
20 GB VRAM · 315 W board power
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Won't fit — rent Codestral instead

Codestral needs ~16 GB but this GPU has 10 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

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FAQ

Is the NVIDIA GeForce RTX 3080 (10GB) enough to run Codestral locally?

No — Codestral 22B at Q4_K_M needs 16.1 GB at 8K context (13.4 GB weights + 2.7 GB KV cache/overhead), and the NVIDIA GeForce RTX 3080 (10GB)'s 10 GB leaves it ~6.1 GB short. The cheapest card that runs it is the AMD Radeon RX 7900 XT (20 GB).

What's the cheapest GPU that runs Codestral?

The AMD Radeon RX 7900 XT (20 GB VRAM) is the cheapest upgrade that fits it.

Codestral on Other GPUs

Popular Models on the NVIDIA GeForce RTX 3080 (10GB)

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Codestral Model Page | NVIDIA GeForce RTX 3080 (10GB) GPU Page | VRAM calculator | Check Your Hardware