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// RUN — FITS
Can the Jetson Thor T3000 run ProBERTa?
Yes — here's how fast and up to what context, with real measured numbers.
ProBERTa on the Jetson Thor T3000
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 415k | 2264.7-2699 t/s | ~83-98.9 (slow) |
| Q8 | yes | 416k | 4529.3-5398 t/s | ~165.9-197.7 (slow) |
| Q4 | yes | 416k | 8088.1-9639.2 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 Jetson Thor T3000 run ProBERTa?▶
Yes. At Q4 it generates ~8088.1-9639.2 tok/s and fits up to 416k 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 416k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.