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gemma4:12b-mlx

OLLAMA GGUF
Excellent

Jul 4, 2026 · Apple M2 Pro

qwopus3.6-35b-a3b-coder-mtp

LM-STUDIO GGUF

qwen35moe · 35B · Q4_K_M

Excellent

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score
91 vs 84
Hardware Fit
96 vs 79
Quality Score
89 vs 86

Hardware

gemma4:12b-mlx qwopus3.6-35b-a3b-…
MachineMacBook ProASUS
CPUApple M2 ProAMD Ryzen 7 7800X3D 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M2 ProNVIDIA GeForce RTX 4090, Raphael
OSmacOS 26.5cachyos rolling
Archarm64x64
Power Modebalancedperformance

Performance

gemma4:12b-mlx qwopus3.6-35b-a3b-…
Tokens/sec24.7108.4
First chunk610 ms15 ms
TTFT610 ms319 ms
Load time3.6 sN/A
Memory usage7.1 GB25.0 GB
Memory %45%82%

HW Fit Score Breakdown

gemma4:12b-mlx

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

qwopus3.6-35b-a3b-coder…

Speed
50/50
TTFT
20/20
Memory
9/30

Quality

gemma4:12b-mlx

Reasoning
16/20
Coding
19/20
Instruction
17/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

qwopus3.6-35b-a3b-coder…

Reasoning
16/20
Coding
19/20
Instruction
14/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate 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