Back to leaderboard

gemma4:12b-mlx

OLLAMA GGUF
Excellent

Jul 4, 2026 · Apple M2 Pro

qwen3.8-27b-uncensored-hauhaucs-aggressive-mtp

LM-STUDIO GGUF

qwen35 · 27B

Excellent

Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor

Global Score
84 vs 81
Hardware Fit
82 vs 64
Quality Score
85 vs 88

Hardware

gemma4:12b-mlx qwen3.8-27b-uncens…
MachineMacBook ProSystem manufacturer
CPUApple M2 ProAMD Ryzen 7 5800X 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M2 ProNavi 44 [Radeon RX 9060 XT]
OSmacOS 26.5Ubuntu 26.04.1 LTS
Archarm64x64
Power Modebalancedperformance

Performance

gemma4:12b-mlx qwen3.8-27b-uncens…
Tokens/sec27.211.7
First chunk732 ms50 ms
TTFT8.1 s1.1 s
Load time3.5 sN/A
Memory usage7.1 GB15.8 GB
Memory %44%51%

HW Fit Score Breakdown

gemma4:12b-mlx

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

qwen3.8-27b-uncensored-…

Speed
19/50
TTFT
20/20
Memory
25/30

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-uncensored-…

Reasoning
17/20
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
View gemma4:12b-mlx details | View qwen3.8-27b-uncens… details

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