Apple M4 Pro (20-core GPU, 48GB) × Llama 3.1 8B Instruct

Can the Apple M4 Pro (20-core GPU, 48GB) run Llama 3.1 8B Instruct?

Yes

Yes. The Apple M4 Pro (20-core GPU, 48GB) can run Llama 3.1 8B Instruct at up to F16 (needs ~18.4 GB of 36.0 GB usable), at an estimated ~40.0 tokens/sec at Q4_K_M.

Speed is estimated from memory bandwidth calibrated with a measured 50.74 tok/s Llama 2 7B Q4_0 result (source). No direct public benchmark of this exact pair is recorded yet.

By quantization (8K context)

QuantMemory neededFits?Est. tok/s
Q3_K_M5.9 GB✅~49.7
Q4_K_M6.9 GB✅~40.0
Q5_K_M7.7 GB✅~34.0
Q6_K8.7 GB✅~29.4
Q8_010.6 GB✅~22.8
F1618.4 GB✅~12.1

Fastest hardware for Llama 3.1 8B Instruct

No suitable GPU? Rent one by the hour on Vast.ai or RunPod (affiliate links).

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