// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run DeepSeek LLM 67B?

Yes โ€” here's how fast and up to what context, with real measured numbers.

DeepSeek LLM 67B on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 16k 22.2-26.5 t/s ~0.4-0.5 (slow)
Q4 yes 106k 39.7-47.3 t/s ~0.8-0.9 (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 DeepSeek LLM 67B?โ–ถ

Yes. At Q4 it generates ~39.7-47.3 tok/s and fits up to 106k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.8-0.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 106k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.