Can the MacBook Pro 16" M4 Max run Llama 3.1 8B?
Yes. Llama 3.1 8B fits the MacBook Pro 16" M4 Max's 48 GB at Q4_K_M (about 7.3 GB needed), running at an estimated 57 tok/s. There's room for up to FP16 if you want higher quality.
Every quantization
Llama 3.1 8B (8B) on 48 GB
| Quant | Weights | Needs | Fit | Est. speed |
|---|---|---|---|---|
| Q4_K_M | 5.5 GB | 7.3 GB | Fits easily | ~57 tok/s |
| Q5_K_M | 7 GB | 8.8 GB | Fits easily | ~45 tok/s |
| Q8_0 | 10 GB | 11.8 GB | Fits easily | ~31 tok/s |
| FP16 | 16 GB | 17.8 GB | Fits easily | ~20 tok/s |
Estimates. Needs = weights + 1.8 GB for KV cache and runtime at modest context. Speed is single-stream decode scaled from the MacBook Pro 16" M4 Max's 546 GB/s bandwidth (Estimated from memory bandwidth (llama.cpp decode)). Long contexts need more memory and run slower.
Run it
Copy, paste, go
ollama run llama3.1:8bllama-server -hf bartowski/Meta-Llama-3.1-8B-Instruct-GGUF -ngl 99Ollama pulls a Q4 build by default. Pick a larger quant only if the table above says it fits. Full Llama 3.1 8B details →
Compare
Same model, other hardware - and other models on this card
Llama 3.1 8B on other hardware
- RTX 5090~187 tok/s
- RTX 5090 D~187 tok/s
- RTX 6000D~164 tok/s
- RTX 4090~114 tok/s
- RTX 3090~100 tok/s
- Radeon RX 7900 XTX~100 tok/s
- RTX 5080~100 tok/s
- RTX 3080 Ti~95 tok/s
Also runs on the MacBook Pro 16" M4 Max
- Qwen3.6 35B A3B~119 tok/s
- Qwen3.5 35B A3B~119 tok/s
- dolphin-2.9.1-yi-1.5-34b~16 tok/s
- Gemma 4 31B~16 tok/s
- Qwen3 32B~16 tok/s
- GLM-4.7-Flash~121 tok/s
- Qwen3-30B-A3B-Instruct-2507~118 tok/s
- Qwen3.6 27B~20 tok/s
Frequently asked
Quick answers
Can the Apple MacBook Pro 16" M4 Max run Llama 3.1 8B?
Yes. Llama 3.1 8B fits the MacBook Pro 16" M4 Max's 48 GB at Q4_K_M (about 7.3 GB needed), running at an estimated 57 tok/s. There's room for up to FP16 if you want higher quality.
How much VRAM does Llama 3.1 8B need?
About 5.5 GB of weights at Q4_K_M, 10 GB at Q8_0 and 16 GB at FP16. Add roughly 1.8 GB for the KV cache and runtime at modest context lengths.
How fast is Llama 3.1 8B on the MacBook Pro 16" M4 Max?
Roughly 57 tokens per second at Q4_K_M (single user, llama.cpp-style decode). This is an estimate from the MacBook Pro 16" M4 Max's 546 GB/s memory bandwidth.