Can I Run Mistral Family on Apple M4 Pro?
Written by Jakub Rusinowski · Last updated July 12, 2026
Yes, but it's tight — Mistral Small 3 (24B) at Q4_K_M needs 17.2 GB at 8K context (14.5 GB weights + 2.7 GB KV cache/overhead), leaving ~0.8 GB of the Apple M4 Pro's 18 GB usable memory, at ~9 tok/s (est.), with room for up to 8K context.
See what else this hardware can run →
or compare on Vast.ai from $0.35/hr (typical low · varies)
As an Amazon Associate we earn from qualifying purchases. Cloud GPU links are referral links — we may earn a commission at no extra cost to you.
Apple M4 Pro Specs
| VRAM | 24 GB unified memory |
| Memory Bandwidth | 273 GB/s |
Mistral Small 3 (24B) on the Apple M4 Pro: VRAM by quantization
| Quant | VRAM needed | Fits 24 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 50.7 GB | ✗ No | — | — |
| Q8_0 | 28.2 GB | ✗ No | — | Build for this |
| Q6_K | 22.4 GB | ✗ No | — | — |
| Q5_K_M | 19.7 GB | ✗ No | — | — |
| Q4_K_M | 17.2 GB | ✓ Yes | 8K | Build for this |
| Q3_K_M | 12.9 GB | ✓ Yes | 16K | — |
| Q2_K | 10.6 GB | ✓ Yes | 32K | — |
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.
Context costs VRAM too. At Q4_K_M on the Apple M4 Pro: 8K 17.2 GB · 32K 22.8 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 (24B) on 24 GB of system RAM, CPU only: runs comfortably.
Mistral Family Sizes That Fit the Apple M4 Pro (at 8K context)
| Mistral Small 3 (24B) | Q4_K_M · 17.2 GB at 8K context · ~9 tok/s (est.) |
| Mistral NeMo 12B | Q4_K_M · 9.4 GB at 8K context · ~18 tok/s (est.) |
Mistral Family needs ~17 GB but this GPU has 24 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:
Affiliate links — we may earn a commission if you sign up, at no extra cost to you.
Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
FAQ
Is the Apple M4 Pro enough to run Mistral Family locally?
Yes, but it's tight — Mistral Small 3 (24B) at Q4_K_M needs 17.2 GB at 8K context (14.5 GB weights + 2.7 GB KV cache/overhead), leaving ~0.8 GB of the Apple M4 Pro's 18 GB usable memory, at ~9 tok/s (est.), with room for up to 8K context.
What's the best Mistral Family size for the Apple M4 Pro?
Mistral Small 3 (24B) at Q4_K_M quantization needs 17.2 GB at 8K context (14.5 GB weights + 2.7 GB KV cache/overhead), estimated ~9 tokens/sec, up to 8K context.
Every Mistral Family size on the Apple M4 Pro
| Size | VRAM at 8K | Verdict | Speed |
|---|---|---|---|
| Mistral Small 3 (24B) | 17.2 GB | Runs | ~9 tok/s |
| Mistral NeMo 12B | 9.4 GB | Runs | ~18 tok/s |
Mistral Family on Other GPUs
- Mistral Family on NVIDIA GeForce RTX 4090
- Mistral Family on NVIDIA GeForce RTX 3090
- Mistral Family on AMD Radeon RX 7900 XTX
- Mistral Family on Apple M3
- Mistral Family on Apple M2
VRAM Tier
Troubleshooting
- Ollama: "model requires more system memory than is available"
- Which GGUF quant should I download? (Q4 vs Q5 vs Q8)
Buying Guide
← Can I Run It? | Mistral Family Model Page | Apple M4 Pro GPU Page | VRAM calculator | Check Your Hardware