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gemma4:12b-it-qat

OLLAMA GGUF

gemma4 · 11.9B · Q4_0

Excellent

Jun 25, 2026 · Apple M4 Pro

qwen3.8-27b-uncensored-ymq-mtp

LM-STUDIO GGUF

qwen35 · 27B

Excellent

Sep 12, 2026 · AMD Ryzen 5 5600X 6-Core Processor

Global Score
88 vs 84
Hardware Fit
86 vs 81
Quality Score
89 vs 85

Hardware

gemma4:12b-it-qat qwen3.8-27b-uncens…
MachineMac miniGigabyte Technology Co., Ltd. X570 AORUS PRO
CPUApple M4 ProAMD Ryzen 5 5600X 6-Core Processor
Cores1212
RAM24 GB32 GB
GPUApple M4 ProNVIDIA GeForce RTX 5070 Ti
OSmacOS 15.6.1Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma4:12b-it-qat qwen3.8-27b-uncens…
Tokens/sec30.018.3
First chunk686 ms9 ms
TTFT7.1 s522 ms
Load time5.4 s7.7 s
Memory usage7.1 GB14.9 GB
Memory %30%47%

HW Fit Score Breakdown

gemma4:12b-it-qat

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

qwen3.8-27b-uncensored-…

Speed
35/50
TTFT
20/20
Memory
26/30

Quality

gemma4:12b-it-qat

Reasoning
18/20
Coding
18/20
Instruction
14/20
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
16/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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