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gemma4:12b-mlx

OLLAMA GGUF
Excellent

Jul 4, 2026 · Apple M2 Pro

qwen3.5-35b-a3b

LM-STUDIO GGUF

qwen35moe · 35B · IQ3_XXS

Excellent

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

Global Score
81 vs 80
Hardware Fit
82 vs 62
Quality Score
81 vs 88

Hardware

gemma4:12b-mlx qwen3.5-35b-a3b
MachineMacBook ProDocker Container
CPUApple M2 ProIntel Gen Intel® Core™ i9-11900H
Cores1016
RAM16 GB15 GB
GPUApple M2 ProTigerLake-H GT1 [UHD Graphics]
OSmacOS 26.5Ubuntu 26.04 LTS
Archarm64x64
Power Modebalancedperformance

Performance

gemma4:12b-mlx qwen3.5-35b-a3b
Tokens/sec25.310.6
First chunk761 ms52 ms
TTFT7.7 s3.2 s
Load time3.6 s7.6 s
Memory usage7.1 GB1.1 GB
Memory %44%7%

HW Fit Score Breakdown

gemma4:12b-mlx

Speed
50/50
TTFT
6/20
Memory
26/30

qwen3.5-35b-a3b

Speed
19/50
TTFT
13/20
Memory
30/30

Quality

gemma4:12b-mlx

Reasoning
16/20
Coding
15/20
Instruction
12/20
Structured
15/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

qwen3.5-35b-a3b

Reasoning
16/20
Coding
18/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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