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// RUN — FITS
Can the NVIDIA A100 SXM4 80GB run CogAgent?
Yes — here's how fast and up to what context, with real measured numbers.
CogAgent on the NVIDIA A100 SXM4 80GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 138k | 41.3-49.3 t/s | ~0.8-1 (slow) |
| Q8 | yes | 206k | 82.7-98.6 t/s | ~1.6-1.9 (slow) |
| Q4 | yes | 237k | 147.7-176 t/s | ~2.9-3.5 (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 A100 SXM4 80GB run CogAgent?▶
Yes. At Q4 it generates ~147.7-176 tok/s and fits up to 237k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.9-3.5 tok/s.
How much context fits?▶
At Q4, up to about 237k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.