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Can Titan X Pascal 12GB run NVIDIA-Nemotron-3-Nano-4B-BF16?

NVIDIA · 12 GB GDDR5X · 480 GB/s bandwidth · NVIDIA · 4.0B · model ctx up to 256K

SS · ExcellentComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
CUDA

Yes — the Titan X Pascal 12GB (12 GB GDDR5X) can run NVIDIA-Nemotron-3-Nano-4B-BF16. At Q4 with the default 8K context it needs ≈ 3.24 GB VRAM (weights 2.2 GB + KV cache 0.04 GB + 1 GB runtime overhead), which fits within 12 GB. Decode at Q4/8K: ≈ 76.4 tok/s (estimated, batch 1). FP16 (≈ 9.04 GB) also fits, at ≈ 21.0 tok/s (estimated). Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology. Buy Titan X Pascal 12GB on Amazon →

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K3.22 GBYes76.4 ± est.
Q48K default3.24 GBYes76.4 ± est.
Q432K3.36 GBYes76.4 ± est.
FP164K9.02 GBYes21.0 ± est.
FP168K default9.04 GBYes21.0 ± est.
FP1632K9.16 GBYes21.0 ± est.

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

QuantWeightsKV cacheOverheadTotal neededTitan X Pascal 12GB VRAM
Q42.2 GB0.04 GB1 GB3.24 GB12 GB
FP168.0 GB0.04 GB1 GB9.04 GB12 GB

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