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Best home rig for Llama 3.1 70B

Older model. For current picks see 2025–2026 models.

Real, measured generation speeds for Llama 3.1 70B on home hardware, fastest first. Different quants/engines aren't directly comparable.

BuildQuantEnginetok/sCost
Mac Studio M3 Ultra 512GB (Geerling test)llama.cpp14.08source
Mac Studio M1 Ultra (64-core GPU) 128GBllama.cpp9.84source
EPYC 7F52 jank rig: 4x3090 + 4090 + 4080 (136 GB VRAM)Q8_0Oobabooga9source ⚠ unchecked
Framework Desktop (AMD Strix Halo) mainboardllama.cpp4.97source
Dell Pro Max with GB10 (Nvidia DGX Spark)llama.cpp4.71source
AmpereOne A192-32X 512GB (CPU only)llama.cpp3.86source
Ryzen 9 7900X + RTX 4090GPU+CPU offload3.1source
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FAQ

What is the fastest measured hardware for Llama 3.1 70B?

Apple M3 Ultra: 14.08 tok/s generation (llama.cpp), from https://github.com/geerlingguy/ai-benchmarks/issues/42.

Related: what GPU do you need for 2026 models · all builds