Question 1

Can Intel Arc B580 12GB run starcoder2 7b?

Accepted Answer

Yes, Intel Arc B580 12GB can run starcoder2 7b with a C grade (Runs well). Expected decode speed: 76.9 tok/s.

Question 2

How much VRAM does starcoder2 7b need?

Accepted Answer

starcoder2 7b (7B parameters) requires approximately 7.8 GB of memory with Q4_K_M quantization.

Question 3

What is the best quantization for starcoder2 7b?

Accepted Answer

The recommended quantization for starcoder2 7b is Q4_K_M, which balances quality and memory efficiency.

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	C	Runs well	51.3 tok/s	5494 ms	43K
Chat	C	Runs well	51.3 tok/s	2060 ms	13K
Coding	C	Runs well	76.9 tok/s	2518 ms	25K
RAG	C	Runs well	51.3 tok/s	6867 ms	43K
Reasoning	C	Runs well	51.3 tok/s	4464 ms	25K

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	D34
Q3_K_S	3	3.4 GB	Low	D35
NVFP4	4

Can Intel Arc B580 12GB run starcoder2 7b?

Memory breakdown