NVIDIA RTX 6000 Ada~194 tok/s (Q4)

GSAI-ML/LLaDA-8B-Base speed on NVIDIA RTX 6000 Ada

Quantization-specific throughput and VRAM requirements for GSAI-ML/LLaDA-8B-Base running on NVIDIA RTX 6000 Ada.

Speed Snapshot

Topline estimate from compatibility data

ModelGSAI-ML/LLaDA-8B-Base

GPUNVIDIA RTX 6000 Ada

Q4 speed194 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	194 tok/s	✅ Fits
Q8	9GB	48GB	132 tok/s	✅ Fits
FP16	17GB	48GB	68 tok/s	✅ Fits