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gemma4:12b-mlx

OLLAMA GGUF
Excellent

Jul 4, 2026 · Apple M2 Pro

Qwen3.8-27B-Opus-Distill-IQ3_XXS:latest

OLLAMA GGUF

qwen35 · 27.3B · IQ3_XXS

Good

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
84 vs 73
Hardware Fit
82 vs 98
Quality Score
85 vs 62

Hardware

gemma4:12b-mlx Qwen3.8-27B-Opus-D…
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M2 ProAMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M2 ProNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.5Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma4:12b-mlx Qwen3.8-27B-Opus-D…
Tokens/sec27.261.4
First chunk732 ms381 ms
TTFT8.1 s381 ms
Load time3.5 s0.2 s
Memory usage7.1 GB12.2 GB
Memory %44%39%

HW Fit Score Breakdown

gemma4:12b-mlx

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

Qwen3.8-27B-Opus-Distil…

Speed
50/50
TTFT
20/20
Memory
28/30

Quality

gemma4:12b-mlx

Reasoning
16/20
Coding
17/20
Instruction
13/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

Qwen3.8-27B-Opus-Distil…

Reasoning
17/20
Coding
18/20
Instruction
8/20
Structured
0/15
Math
13/15
Multilingual
6/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate

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