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gemma4:12b-mlx

OLLAMA GGUF
Not Rec.

Aug 24, 2026 · Apple M1 Pro

qwen3-coder:latest

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Good

May 24, 2026 · Intel Gen Intel® Core™ i7-1355U

Global Score
71 vs 76
Hardware Fit
76 vs 51
Quality Score
69 vs 87

Hardware

gemma4:12b-mlx qwen3-coder:latest
MachineMacBook ProDell Inc. Inspiron 15 3530
CPUApple M1 ProIntel Gen Intel® Core™ i7-1355U
Cores1012
RAM16 GB31 GB
GPUApple M1 ProRaptor Lake-P [Iris Xe Graphics]
OSmacOS 26.6.2cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

gemma4:12b-mlx qwen3-coder:latest
Tokens/sec25.07.6
First chunk787 ms2037 ms
TTFT30.0 s2.0 s
Load time4.0 s8.7 s
Memory usage7.1 GB18.9 GB
Memory %45%61%

HW Fit Score Breakdown

gemma4:12b-mlx

Speed
50/50
TTFT
0/20
Memory
26/30

qwen3-coder:latest

Speed
13/50
TTFT
18/20
Memory
20/30

Quality

gemma4:12b-mlx

Reasoning
14/20
Coding
10/20
Instruction
9/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3-coder:latest

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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