How much VRAM does gemma 3 27b it need?

gemma 3 27b it (27B parameters) requires approximately 32.3 GB of memory with Q4_K_M quantization.

What is the best quantization for gemma 3 27b it?

The recommended quantization for gemma 3 27b it is Q4_K_M, which balances quality and memory efficiency.

Can it run?

Yes, MacBook Pro M4 Max 96GB can run gemma 3 27b it with a C grade (Runs well). Expected decode speed: 21.5 tok/s.

CUsable

Runs well

Using Q4_K_M in Ollama

Capabilities:

Fit status

Runs well

Decode

21.5 tok/s

TTFT

8984 ms

Safe context

34K

Memory

32.3 GB / 69.1 GB

Weights16.5 GB

KV Cache4.2 GB

Runtime1.2 GB

Headroom10.4 GB

Workload	Grade	Fit	Decode	TTFT	Context
Agentic Coding	C	Runs well	20.9 tok/s	13483 ms	61K
Chat	C	Runs well	20.9 tok/s	5056 ms	18K
Coding	C	Runs well	21.5 tok/s	8984 ms	34K
RAG	C	Runs well	20.9 tok/s	16854 ms	61K
Reasoning	C	Runs well	20.9 tok/s	10955 ms	34K

How gemma 3 27b it (27B params) fits at each quantization level on MacBook Pro M4 Max 96GB (69.1 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	10.5 GB	Low	D33
Q3_K_S	3	13.2 GB	Low	D34
NVFP4	4

Upgrade options

NVIDIA A100 80GBBudget pick

C104 tok/s decode

~$15,000 MSRP

AMD Instinct MI250X 128GBBest value

C151.5 tok/s decode

~$15,000 MSRP

NVIDIA A800 80GBBiggest leap

C91.6 tok/s decode