mlx-community/Nanbeige4.1-3B-8bit

LM-STUDIO GGUF

Marginal

Mar 5, 2026 · Apple M4

google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score

53 vs 74

Hardware Fit

99 vs 46

Quality Score

33 vs 86

Hardware

mlx-community/Nanb… google/gemma-4-12b…

MachineMacBook AirDocker Container

CPUApple M4Intel Gen Intel® Core™ i9-11900H

Cores1016

RAM32 GB15 GB

GPUApple M4TigerLake-H GT1 [UHD Graphics]

OSmacOS 26.3Ubuntu 26.04 LTS

Archarm64x64

Power Modebalancedperformance

Performance

mlx-community/Nanb… google/gemma-4-12b…

Tokens/sec25.45.0

First chunk266 ms64 ms

TTFT266 ms5.5 s

Load timeN/A9.5 s

Memory usage0.0 GB0.0 GB

Memory %0%0%

HW Fit Score Breakdown

mlx-community/Nanbeige4…

Speed

49/50

TTFT

20/20

Memory

30/30

google/gemma-4-12b-it-qat

Speed

9/50

TTFT

7/20

Memory

30/30

Quality

mlx-community/Nanbeige4…

Reasoning

10/20

Coding

7/20

Instruction

1/20

Structured

1/15

Math

11/15

Multilingual

3/10

Reasoning: Adequate Coding: Weak Instruction Following: Poor Structured Output: Poor Math: Adequate Multilingual: Weak

google/gemma-4-12b-it-qat

Reasoning

16/20

Coding

19/20

Instruction

16/20

Structured

15/15

Math

11/15

Multilingual

9/10

Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

View mlx-community/Nanb… details | View google/gemma-4-12b… details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest