Question 1

Can MacBook Pro M2 Max 32GB run SmolVLM 500M Instruct?

Accepted Answer

Yes, MacBook Pro M2 Max 32GB can run SmolVLM 500M Instruct with a C grade (Runs well). Expected decode speed: 273.0 tok/s.

Question 2

How much VRAM does SmolVLM 500M Instruct need?

Accepted Answer

SmolVLM 500M Instruct (0.5B parameters) requires approximately 5.9 GB of memory with Q6_K quantization.

Question 3

What is the best quantization for SmolVLM 500M Instruct?

Accepted Answer

The recommended quantization for SmolVLM 500M Instruct is Q6_K, which balances quality and memory efficiency.

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	C	Runs well	243.6 tok/s	1156 ms	126K
Chat	C	Runs well	243.6 tok/s	433 ms	31K
Coding	C	Runs well	273.0 tok/s	709 ms	63K
RAG	C	Runs well	243.6 tok/s	1445 ms	126K
Reasoning	C	Runs well	243.6 tok/s	939 ms	63K

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

Can MacBook Pro M2 Max 32GB run SmolVLM 500M Instruct?

Memory breakdown