Question 1

Can RTX 2060 6GB run Jina Embeddings v3?

Accepted Answer

Yes, RTX 2060 6GB can run Jina Embeddings v3 with a C grade (Runs well). Expected decode speed: 241.9 tok/s.

Question 2

How much VRAM does Jina Embeddings v3 need?

Accepted Answer

Jina Embeddings v3 (0.5720000267028809B parameters) requires approximately 2.9 GB of memory with F16 quantization.

Question 3

What is the best quantization for Jina Embeddings v3?

Accepted Answer

The recommended quantization for Jina Embeddings v3 is F16, which balances quality and memory efficiency.

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	C	Runs well	191.5 tok/s	1470 ms	8K
Chat	C	Runs well	191.5 tok/s	551 ms	8K
Coding	C	Runs well	241.9 tok/s	800 ms	8K
RAG	C	Runs well	191.5 tok/s	1838 ms	8K
Reasoning	C	Runs well	191.5 tok/s	1195 ms	8K

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	0.2 GB	Low	D30
Q3_K_S	3	0.3 GB	Low	D30
NVFP4	4

Can RTX 2060 6GB run Jina Embeddings v3?

Memory breakdown