Question 1

Can RTX 4090 24GB run Baichuan 13B?

Accepted Answer

Yes, RTX 4090 24GB can run Baichuan 13B with a C grade (Runs well). Expected decode speed: 79.1 tok/s.

Question 2

How much VRAM does Baichuan 13B need?

Accepted Answer

Baichuan 13B (13B parameters) requires approximately 15.0 GB of memory with Q5_K_M quantization.

Question 3

What is the best quantization for Baichuan 13B?

Accepted Answer

The recommended quantization for Baichuan 13B is Q5_K_M, which balances quality and memory efficiency.

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	B	Runs well	83.5 tok/s	3373 ms	8K
Chat	C	Runs well	83.5 tok/s	1265 ms	8K
Coding	C	Runs well	79.1 tok/s	2448 ms	8K
RAG	B	Runs well	83.5 tok/s	4216 ms	8K
Reasoning	C	Runs well	83.5 tok/s	2741 ms	8K

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	5.1 GB	Low	D33
Q3_K_S	3	6.4 GB	Low	D34
NVFP4	4

Can RTX 4090 24GB run Baichuan 13B?

Memory breakdown