NVIDIA A100 80GB SXM4~304 tok/s (Q4)

HuggingFaceTB/SmolLM-135M speed on NVIDIA A100 80GB SXM4

Quantization-specific throughput and VRAM requirements for HuggingFaceTB/SmolLM-135M running on NVIDIA A100 80GB SXM4.

Speed Snapshot

Topline estimate from compatibility data

ModelHuggingFaceTB/SmolLM-135M

GPUNVIDIA A100 80GB SXM4

Q4 speed304 tok/s

Q4 VRAM required4GB

Data Source

Calculation and benchmark status

Speed values come from the compatibility dataset (`estimatedTokensPerSec`) and are sorted by quantization.

For full verdict logic and alternate GPUs, see the canonical compatibility page.

Quantization Speed Table

Quantization	VRAM needed	VRAM available	Speed	Verdict
Q4	4GB	80GB	304 tok/s	✅ Fits
Q8	7GB	80GB	193 tok/s	✅ Fits
FP16	15GB	80GB	120 tok/s	✅ Fits