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Can RTX 6000 Ada 48GB run Qwen3-8B?

NVIDIA · 48 GB GDDR6 · 960 GB/s bandwidth · Alibaba · 8.2B · model ctx up to 128K

✅ Yes — RTX 6000 Ada 48GB (48 GB) can run Qwen3-8B at Q4 (8K)
VRAM: 6.72 GB needed of 48 GB
Speed: ~100.0 tok/s (estimated)
SS · ExcellentComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
CUDA
Excellent for 💬 chatExcellent for ⌨️ codingExcellent for 📋 general
Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K6.15 GBYes100.0 ± est.
Q48K default6.72 GBYes100.0 ± est.
Q432K10.09 GBYes100.0 ± est.
FP164K17.96 GBYes28.0 ± est.
FP168K default18.52 GBYes28.0 ± est.
FP1632K21.9 GBYes28.0 ± 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 neededRTX 6000 Ada 48GB VRAM
Q44.59 GB1.12 GB1 GB6.72 GB48 GB
FP1616.4 GB1.12 GB1 GB18.52 GB48 GB

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