Can I Run Codestral on Apple M1 Pro?
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 ~7.9 GB of the Apple M1 Pro's 24 GB usable memory, at ~7 tok/s (est.), with room for up to 32K context.
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Apple M1 Pro Specs
| VRAM | 32 GB unified memory |
| Memory Bandwidth | 200 GB/s |
Codestral 22B on the Apple M1 Pro: VRAM by quantization
| Quant | VRAM needed | Fits 32 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 47.1 GB | ✗ No | — | — |
| Q8_0 | 26.3 GB | ✗ No | — | — |
| Q6_K | 20.9 GB | ✓ Yes | 16K | — |
| Q5_K_M | 18.4 GB | ✓ Yes | 16K | — |
| Q4_K_M | 16.1 GB | ✓ Yes | 32K | — |
| Q3_K_M | 12.1 GB | ✓ Yes | 32K | — |
| Q2_K | 10 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 32 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 M1 Pro: 8K 16.1 GB · 32K 21.7 GB. Every window this model publishes still fits 32 GB.
No compatible GPU? Codestral 22B on 16 GB of system RAM, CPU only: runs, but it is tight.
Codestral Sizes That Fit the Apple M1 Pro (at 8K context)
| Codestral 22B | Q4_K_M · 16.1 GB at 8K context · ~7 tok/s (est.) |
Codestral needs ~16 GB but this GPU has 32 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:
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FAQ
Does the Apple M1 Pro have enough VRAM for Codestral?
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 ~7.9 GB of the Apple M1 Pro's 24 GB usable memory, at ~7 tok/s (est.), with room for up to 32K context.
Which quantization of Codestral should I use on the Apple M1 Pro?
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 ~7 tokens/sec, up to 32K context.
Codestral on Other GPUs
- Codestral on NVIDIA GeForce RTX 5090
- Codestral on Apple M4
- Codestral on Apple M2 Pro
- Codestral on Apple M5
Popular Models on the Apple M1 Pro
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