Apple · 128 GB LPDDR5 · 400 GB/s bandwidth ·
DeepReinforce · 35.0B (active 3.0B) · MoE · model ctx up to 256K
Yes — the MacBook Pro M3 Max 128GB (128 GB LPDDR5) can run Ornith-1.0-35B. At Q4 with the default 8K context it needs ≈ 20.85 GB VRAM (weights 19.25 GB + KV cache 0.6 GB + 1 GB runtime overhead), which fits within 128 GB. Decode at Q4/8K: ≈ 84.8 tok/s (estimated, batch 1). FP16 (≈ 71.6 GB) also fits, at ≈ 23.3 tok/s (estimated). Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.
Fit & speed by quant and context
Quant
Context
VRAM needed
Fits?
tok/s (decode)
Q4
4K
20.55 GB
Yes
84.8est.
Q4
8K default
20.85 GB
Yes
84.8est.
Q4
32K
22.65 GB
Yes
84.8est.
FP16
4K
71.3 GB
Yes
23.3est.
FP16
8K default
71.6 GB
Yes
23.3est.
FP16
32K
73.4 GB
Yes
23.3est.
Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured
anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s
means the model is far beyond this card (offload-only territory).