Question 1

Can RTX PRO 6000 Blackwell Server Edition 96GB run Qwen 2.5 Coder 32B?

Accepted Answer

Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Qwen 2.5 Coder 32B with a C grade (Runs well). Expected decode speed: 58.9 tok/s.

Question 2

How much VRAM does Qwen 2.5 Coder 32B need?

Accepted Answer

Qwen 2.5 Coder 32B (32B parameters) requires approximately 35.3 GB of memory with Q4_K_M quantization.

Question 3

What is the best quantization for Qwen 2.5 Coder 32B?

Accepted Answer

The recommended quantization for Qwen 2.5 Coder 32B is Q4_K_M, which balances quality and memory efficiency.

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	C	Runs well	58.9 tok/s	4781 ms	76K
Chat	C	Runs well	58.9 tok/s	1793 ms	23K
Coding	C	Runs well	58.9 tok/s	3287 ms	43K
RAG	C	Runs well	58.9 tok/s	5976 ms	76K
Reasoning	C	Runs well	58.9 tok/s	3884 ms	43K

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	12.5 GB	Low	D32
Q3_K_S	3	15.7 GB	Low	D33
NVFP4	4

Can RTX PRO 6000 Blackwell Server Edition 96GB run Qwen 2.5 Coder 32B?

Memory breakdown