Question 1

Can RTX PRO 4000 Blackwell 24GB run Llama 2 7B Chat?

Accepted Answer

Yes, RTX PRO 4000 Blackwell 24GB can run Llama 2 7B Chat with a C grade (Runs well). Expected decode speed: 113.3 tok/s.

Question 2

How much VRAM does Llama 2 7B Chat need?

Accepted Answer

Llama 2 7B Chat (7B parameters) requires approximately 9.0 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	132.2 tok/s	2130 ms	76K
Chat	C	Runs well	132.2 tok/s	799 ms	22K
Coding	C	Runs well	113.3 tok/s	1709 ms	43K
RAG	C	Runs well	132.2 tok/s	2663 ms	76K
Reasoning	C	Runs well	132.2 tok/s	1731 ms	43K

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	D32
Q3_K_S	3	3.4 GB	Low	D33
NVFP4	4

Can RTX PRO 4000 Blackwell 24GB run Llama 2 7B Chat?

Memory breakdown