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// RUN — FITS
Can the NVIDIA Jetson T2000 run ProBERTa?
Yes — here's how fast and up to what context, with real measured numbers.
ProBERTa on the NVIDIA Jetson T2000
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 195k | 1136.5-1354.4 t/s | ~83-98.9 (slow) |
| Q8 | yes | 196k | 2273-2708.9 t/s | ~165.9-197.7 (slow) |
| Q4 | yes | 196k | 4058.8-4837.3 t/s | ~296.3-353.1 (slow) |
Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.
FAQ
Can the NVIDIA Jetson T2000 run ProBERTa?▶
Yes. At Q4 it generates ~4058.8-4837.3 tok/s and fits up to 196k context; beyond that it spills to SSD swap and slows to ~296.3-353.1 tok/s.
How much context fits?▶
At Q4, up to about 196k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.