Question 1

Can RTX 2060 6GB run gemma 2b?

Accepted Answer

Yes, RTX 2060 6GB can run gemma 2b with a B grade (Runs well). Expected decode speed: 198.3 tok/s.

Question 2

How much VRAM does gemma 2b need?

Accepted Answer

gemma 2b (2B parameters) requires approximately 3.8 GB of memory with Q4_K_M quantization.

Question 3

What is the best quantization for gemma 2b?

Accepted Answer

The recommended quantization for gemma 2b is Q4_K_M, which balances quality and memory efficiency.

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	B	Runs well	157.0 tok/s	1794 ms	50K
Chat	B	Runs well	157.0 tok/s	673 ms	13K
Coding	B	Runs well	198.3 tok/s	976 ms	25K
RAG	B	Runs well	157.0 tok/s	2242 ms	50K
Reasoning	B	Runs well	157.0 tok/s	1457 ms	25K

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	0.8 GB	Low	D32
Q3_K_S	3	1.0 GB	Low	D33
NVFP4	4

Can RTX 2060 6GB run gemma 2b?

Memory breakdown