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gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

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

qwen3.8-27b-mlx

LM-STUDIO MLX

qwen3_5 · 27B · 4bit

Good

Oct 20, 2026 · Apple M1 Pro

Global Score
86 vs 78
Hardware Fit
80 vs 56
Quality Score
89 vs 87

Hardware

gemma4:12b qwen3.8-27b-mlx
MachineASUSMacBook Pro
CPUIntel Gen Intel® Core™ i7-12700Apple M1 Pro
Cores2010
RAM30 GB32 GB
GPUAlder Lake-S GT1 [UHD Graphics 770], NVIDIA GeForce RTX 3060Apple M1 Pro
OSUbuntu 26.04.1 LTSmacOS 15.6.1
Archx64arm64
Power Modelow-powerbalanced

Performance

gemma4:12b qwen3.8-27b-mlx
Tokens/sec74.410.8
First chunk152 ms8 ms
TTFT30.0 s2.6 s
Load time0.0 sN/A
Memory usage0.8 GB21.0 GB
Memory %3%66%

HW Fit Score Breakdown

gemma4:12b

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

qwen3.8-27b-mlx

Speed
23/50
TTFT
16/20
Memory
17/30

Quality

gemma4:12b

Reasoning
18/20
Coding
15/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

qwen3.8-27b-mlx

Reasoning
18/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View gemma4:12b details | View qwen3.8-27b-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