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Can RTX 5060 8GB run Ornith-1.0-9B?

NVIDIA · 8 GB GDDR7 · 448 GB/s bandwidth · DeepReinforce · 9.0B · model ctx up to 256K

Partly — Ornith-1.0-9B at Q4 fits the RTX 5060 8GB (8 GB GDDR7) at 4K context (≈ 6.85 GB) but not at the default 8K (≈ 7.75 GB needed). Use a shorter context or partial offload. Decode at Q4/8K: ≈ 96.4 tok/s (estimated, batch 1). FP16 needs ≈ 20.8 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.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K6.85 GBYes31.7 est.
Q48K default7.75 GBNo96.4 est.
Q432K13.15 GBNo33.5 est.
FP164K19.9 GBNo4.0 est.
FP168K default20.8 GBNo3.7 est.
FP1632K26.2 GBNo2.3 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 5060 8GB VRAM
Q44.95 GB1.8 GB1 GB7.75 GB8 GB
FP1618.0 GB1.8 GB1 GB20.8 GB8 GB

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