Can I Run Mistral Small 3.1 on Apple M3?

Written by Jakub Rusinowski · Last updated July 12, 2026

Yes, but it's tight — Mistral Small 3.1 24B at Q4_K_M needs 16.4 GB at 8K context (14.2 GB weights + 2.2 GB KV cache/overhead), leaving ~1.6 GB of the Apple M3's 18 GB usable memory, at ~4 tok/s (est.), with room for up to 16K context.

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Apple MacBook Air M3
24 GB VRAM · 22 W board power
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Apple M3 Specs

VRAM24 GB unified memory
Memory Bandwidth100 GB/s

Mistral Small 3.1 24B on the Apple M3: VRAM by quantization

QuantVRAM neededFits 24 GB?Max contextWhole PC
F1649.3 GB✗ No——
Q8_027.2 GB✗ No—Build for this
Q6_K21.5 GB✗ No——
Q5_K_M18.9 GB✗ No——
Q4_K_M16.4 GB✓ Yes16KBuild for this
Q3_K_M12.2 GB✓ Yes32K—
Q2_K9.9 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 24 GB of unified memory. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Superseded model. Mistral Small 3.1 has been superseded by Mistral Small 3.2. This page is kept for reference; the newer family is a better starting point. Can I run Mistral Small 3.2 on Apple M3? →

Context costs VRAM too. At Q4_K_M on the Apple M3: 8K 16.4 GB · 32K 20.4 GB ✗ · 125K 36 GB ✗. Past 32K it no longer fits 24 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? Mistral Small 3.1 24B on 16 GB of system RAM, CPU only: runs, but it is tight.

Mistral Small 3.1 Sizes That Fit the Apple M3 (at 8K context)

Mistral Small 3.1 24BQ4_K_M · 16.4 GB at 8K context · ~4 tok/s (est.)
Won't fit — rent Mistral Small 3.1 instead

Mistral Small 3.1 needs ~16 GB but this GPU has 24 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

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FAQ

Can I run Mistral Small 3.1 on the Apple M3?

Yes, but it's tight — Mistral Small 3.1 24B at Q4_K_M needs 16.4 GB at 8K context (14.2 GB weights + 2.2 GB KV cache/overhead), leaving ~1.6 GB of the Apple M3's 18 GB usable memory, at ~4 tok/s (est.), with room for up to 16K context.

What's the best Mistral Small 3.1 size for the Apple M3?

Mistral Small 3.1 24B at Q4_K_M quantization needs 16.4 GB at 8K context (14.2 GB weights + 2.2 GB KV cache/overhead), estimated ~4 tokens/sec, up to 16K context.

Mistral Small 3.1 on Other GPUs

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Mistral Small 3.1 Model Page | Apple M3 GPU Page | VRAM calculator | Check Your Hardware