Question 1

Can RTX PRO 6000 Blackwell Server Edition 96GB run Llama 2 7B Chat?

Accepted Answer

Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Llama 2 7B Chat with a C grade (Runs well). Expected decode speed: 269.3 tok/s.

Question 2

How much VRAM does Llama 2 7B Chat need?

Accepted Answer

Llama 2 7B Chat (7B parameters) requires approximately 16.2 GB of memory with Q4_K_M quantization.

Question 3

What is the best quantization for Llama 2 7B Chat?

Accepted Answer

The recommended quantization for Llama 2 7B Chat is Q4_K_M, which balances quality and memory efficiency.

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	C	Runs well	314.2 tok/s	896 ms	178K
Chat	C	Runs well	314.2 tok/s	350 ms	48K
Coding	C	Runs well	269.3 tok/s	719 ms	95K
RAG	C	Runs well	314.2 tok/s	1120 ms	178K
Reasoning	C	Runs well	314.2 tok/s	728 ms	95K

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	D30
Q3_K_S	3	3.4 GB	Low	D30
NVFP4	4

Can RTX PRO 6000 Blackwell Server Edition 96GB run Llama 2 7B Chat?

Memory breakdown