Can I Run Aya Expanse on MacBook Pro 16" (M4 Max, 48 GB)?
Written by Jakub Rusinowski · Last updated October 8, 2024
Yes
Yes — Aya Expanse 32B at Q6_K needs about 28.6 GB of the 36 GB usable on MacBook Pro 16" (M4 Max, 48 GB) (~7.4 GB spare), at ~10.7 tok/s (estimated), with room for about 32,768 tokens of context.
Confidence: high · Recommended quantization: Q6_K · Estimated speed: ~10.7 tok/s
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MacBook Pro 16" (M4 Max, 48 GB) — what it gives a model
| Usable memory for models | 36 GB |
| Memory bandwidth | 546 GB/s |
| Form factor | Laptop |
| Operating system | macOS |
| Memory upgradeable | No — soldered |
| Price | $3,999 (lib/data/laptops.ts (street price), checked 2026-07-06) |
Aya Expanse on MacBook Pro 16" (M4 Max, 48 GB): memory by quantization
| Quant | Memory needed | Fits 36 GB? | Max context | Est. speed | Download |
|---|---|---|---|---|---|
| F16 | 66.7 GB | ✗ No | — | — | 64.6 GB |
| Q8_0 | 36.5 GB | ✗ No | — | — | 34.3 GB |
| Q6_K | 28.6 GB | ✓ Yes | 32K | ~10.7 tok/s | 26.5 GB |
| Q5_K_M | 25 GB | ✓ Yes | 64K | ~12.2 tok/s | 22.9 GB |
| Q4_K_M | 21.6 GB | ✓ Yes | 64K | ~14.2 tok/s | 19.5 GB |
| Q3_K_M | 15.9 GB | ✓ Yes | 64K | ~19.5 tok/s | 13.8 GB |
| Q2_K | 12.8 GB | ✓ Yes | 64K | ~24.6 tok/s | 10.6 GB |
Which Aya Expanse sizes fit
| Variant | Needs at Q4_K_M | Fits? | Est. speed |
|---|---|---|---|
| Aya Expanse 32B | 21.6 GB | ✓ Fits | ~14.2 tok/s |
| Aya Expanse 8B | 6.7 GB | ✓ Fits | ~47.6 tok/s |
What to watch out for
- Memory on this machine is not upgradeable, so the configuration you buy is the ceiling for every model you will ever run on it.
MacBook Pro M4 Max 48 GB limitations
- Unified memory is soldered and cannot be upgraded after purchase.
- macOS reserves a share of unified memory for the system, so not all 48 GB is available to a model.
Recommended setup
Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput
How these numbers are calculated
- Memory need = quantized weights + KV cache at 8,192 tokens (f16) + 0.8 GB runtime overhead.
- 48 GB unified memory at 546 GB/s, shared between CPU and GPU.
- macOS reserves a share of unified memory for the system, so not all of it is available to a model.
- Throughput is a memory-bandwidth roofline estimate, not a measurement. It is labelled "estimated" everywhere it appears.
- KV cache is computed from this model's published attention configuration.
FAQ
Can I run Aya Expanse on MacBook Pro 16" (M4 Max, 48 GB)?
Yes — Aya Expanse 32B at Q6_K needs about 28.6 GB of the 36 GB usable on MacBook Pro 16" (M4 Max, 48 GB) (~7.4 GB spare), at ~10.7 tok/s (estimated), with room for about 32,768 tokens of context.
Which quantization of Aya Expanse should I use on MacBook Pro 16" (M4 Max, 48 GB)?
Q6_K — it needs about 28.6 GB of the 36 GB available, downloads as roughly 26.5 GB, and runs at an estimated 10.7 tokens/sec with up to 32K of context.
What limits Aya Expanse on MacBook Pro 16" (M4 Max, 48 GB)?
Nothing binding — the model fits with headroom and generates at a usable speed on this hardware.
Which runtime should I use?
Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput
Other Computers
- Aya Expanse on MacBook Pro M4 Max 128 GB
- Aya Expanse on MacBook Pro M4 Pro 24 GB
- Aya Expanse on MacBook Air M4 16 GB
Other Models on MacBook Pro 16" (M4 Max, 48 GB)
- BitNet b1.58 on MacBook Pro 16" (M4 Max, 48 GB)
- Bonsai 27B on MacBook Pro 16" (M4 Max, 48 GB)
- Codestral on MacBook Pro 16" (M4 Max, 48 GB)
- Cogito v1 on MacBook Pro 16" (M4 Max, 48 GB)
- Command R Family on MacBook Pro 16" (M4 Max, 48 GB)
Aya Expanse on GPUs
- Aya Expanse on NVIDIA GeForce RTX 5090
- Aya Expanse on NVIDIA GeForce RTX 5070
- Aya Expanse on NVIDIA GeForce RTX 5060 Ti 8GB
- Aya Expanse on NVIDIA GeForce RTX 5060
What This Model Is Good At
- Best local LLMs for document analysis
- Best local LLMs for translation
- Best local LLMs for enterprise assistant
Model & Tools
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