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gemma4:12b-fast

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Nov 13, 2026 · Intel Gen Intel® Core™ i7-12700

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
85 vs 85
Hardware Fit
80 vs 64
Quality Score
87 vs 94

Hardware

gemma4:12b-fast gemma-4-31b-it-mlx
MachineASUSMacBook Pro
CPUIntel Gen Intel® Core™ i7-12700Apple M4 Max
Cores2016
RAM30 GB128 GB
GPUAlder Lake-S GT1 [UHD Graphics 770], NVIDIA GeForce RTX 3060Apple M4 Max
OSUbuntu 26.04.1 LTSmacOS 26.5.2
Archx64arm64
Power Modelow-powerbalanced

Performance

gemma4:12b-fast gemma-4-31b-it-mlx
Tokens/sec75.913.6
First chunk169 ms16 ms
TTFT30.0 s558 ms
Load time8.4 s12.3 s
Memory usage1.3 GB0.0 GB
Memory %5%0%

HW Fit Score Breakdown

gemma4:12b-fast

Speed
50/50
TTFT
0/20
Memory
30/30

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

Quality

gemma4:12b-fast

Reasoning
18/20
Coding
14/20
Instruction
16/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

gemma-4-31b-it-mlx

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View gemma4:12b-fast details | View gemma-4-31b-it-mlx details

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$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest