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// RUN — FITS
Can the NVIDIA GeForce RTX 4060 Ti 8GB run ALBERT-xxlarge?
Yes — here's how fast and up to what context, with real measured numbers.
ALBERT-xxlarge on the NVIDIA GeForce RTX 4060 Ti 8GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 82k | 447.3-533.1 t/s | ~62.1-74 (slow) |
| Q8 | yes | 86k | 894.6-1066.2 t/s | ~124.3-148.1 (slow) |
| Q4 | yes | 87k | 1597.6-1904 t/s | ~221.9-264.4 (slow) |
Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.
FAQ
Can the NVIDIA GeForce RTX 4060 Ti 8GB run ALBERT-xxlarge?▶
Yes. At Q4 it generates ~1597.6-1904 tok/s and fits up to 87k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~221.9-264.4 tok/s.
How much context fits?▶
At Q4, up to about 87k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.