NVIDIA L40S~181 tok/s (Q4)

GSAI-ML/LLaDA-8B-Instruct speed on NVIDIA L40S

Quantization-specific throughput and VRAM requirements for GSAI-ML/LLaDA-8B-Instruct running on NVIDIA L40S.

Speed Snapshot

Topline estimate from compatibility data

ModelGSAI-ML/LLaDA-8B-Instruct

GPUNVIDIA L40S

Q4 speed181 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	48GB	181 tok/s	✅ Fits
Q8	9GB	48GB	111 tok/s	✅ Fits
FP16	17GB	48GB	57 tok/s	✅ Fits