NVIDIA RTX 6000 Ada~163 tok/s (Q4)

openai-community/gpt2-medium speed on NVIDIA RTX 6000 Ada

Quantization-specific throughput and VRAM requirements for openai-community/gpt2-medium running on NVIDIA RTX 6000 Ada.

Speed Snapshot

Topline estimate from compatibility data

Modelopenai-community/gpt2-medium

GPUNVIDIA RTX 6000 Ada

Q4 speed163 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	163 tok/s	✅ Fits
Q8	7GB	48GB	128 tok/s	✅ Fits
FP16	15GB	48GB	67 tok/s	✅ Fits