Question 1

Can RTX 6000 Ada 48GB run Qwen3.5 9B?

Accepted Answer

Yes, RTX 6000 Ada 48GB can run Qwen3.5 9B with a C grade (Runs well). Expected decode speed: 143.4 tok/s.

Question 2

How much VRAM does Qwen3.5 9B need?

Accepted Answer

Qwen3.5 9B (9B parameters) requires approximately 12.9 GB of memory with Q4_K_M quantization.

Question 3

What is the best quantization for Qwen3.5 9B?

Accepted Answer

The recommended quantization for Qwen3.5 9B is Q4_K_M, which balances quality and memory efficiency.

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	C	Runs well	143.4 tok/s	1964 ms	107K
Chat	C	Runs well	143.4 tok/s	736 ms	31K
Coding	C	Runs well	143.4 tok/s	1350 ms	60K
RAG	C	Runs well	143.4 tok/s	2455 ms	107K
Reasoning	C	Runs well	143.4 tok/s	1596 ms	60K

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	3.5 GB	Low	D31
Q3_K_S	3	4.4 GB	Low	D32
NVFP4	4

Can RTX 6000 Ada 48GB run Qwen3.5 9B?

Memory breakdown