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
538.28 GB
No
—
Q4
8K default
539.31 GB
No
—
Q4
32K
545.5 GB
No
—
FP16
4K
1952.03 GB
No
—
FP16
8K default
1953.06 GB
No
—
FP16
32K
1959.25 GB
No
—
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
V100 32GB SXM2 VRAM
Q4
536.25 GB
2.06 GB
1 GB
539.31 GB
32 GB
FP16
1950.0 GB
2.06 GB
1 GB
1953.06 GB
32 GB
Other GPUs that run Inkling
No catalog GPU fully fits Inkling at Q4/8K — see the model page for offload estimates. model page