Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.
Fit & speed by quant and context
Quant
Context
VRAM needed
Fits?
tok/s (decode)
Q4
4K
390.99 GB
No
—
Q4
8K default
397.66 GB
No
—
Q4
32K
437.7 GB
No
—
FP16
4K
1376.67 GB
No
—
FP16
8K default
1383.34 GB
No
—
FP16
32K
1423.38 GB
No
—
Fits = weights + KV(ctx) + 0.5 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 Neo A18 Pro 8GB VRAM
Q4
383.32 GB
13.34 GB
0.5 GB
397.66 GB
8 GB
FP16
1369.0 GB
13.34 GB
0.5 GB
1383.34 GB
8 GB
Other GPUs that run DeepSeek-R1
No catalog GPU fully fits DeepSeek-R1 at Q4/8K — see the model page for offload estimates. model page