Partly — Llama-4-Scout-17B-16E-Instruct at Q4 fits the MacBook Pro M1 Max 64GB (64 GB LPDDR5) at 4K context (≈ 62.65 GB) but not at the default 8K (≈ 64.35 GB needed). Use a shorter context or partial offload. Decode at Q4/8K: ≈ 42.3 tok/s (estimated, batch 1). FP16 needs ≈ 222.4 GB — does not fit on this card. Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.
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).
VRAM breakdown at 8K context
Quant
Weights
KV cache
Overhead
Total needed
MacBook Pro M1 Max 64GB VRAM
Q4
59.95 GB
3.4 GB
1 GB
64.35 GB
64 GB
FP16
218.0 GB
3.4 GB
1 GB
222.4 GB
64 GB
Other GPUs that run Llama-4-Scout-17B-16E-Instruct