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google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

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

qwen3-vl:8b

OLLAMA GGUF

qwen3vl · 8.8B · Q4_K_M

Good

Apr 28, 2026 · Intel Xeon® Gold 6230

Global Score
92 vs 72
Hardware Fit
100 vs 89
Quality Score
89 vs 64

Hardware

google/gemma-4-12b… qwen3-vl:8b
MachineMicro-Star International Co., Ltd. MS-7E51HP HP Z8 G4 Workstation
CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Xeon® Gold 6230
Cores1680
RAM31 GB252 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsTU104GL [Quadro RTX 5000]
OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 24.04.4 LTS
Archx64x64
Power Modebalancedlow-power

Performance

google/gemma-4-12b… qwen3-vl:8b
Tokens/sec90.768.2
First chunk26 ms285 ms
TTFT127 ms2.0 s
Load timeN/A42.4 s
Memory usage6.7 GB7.1 GB
Memory %21%3%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

qwen3-vl:8b

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

Quality

google/gemma-4-12b-qat

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3-vl:8b

Reasoning
16/20
Coding
3/20
Instruction
10/20
Structured
11/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Poor Instruction Following: Adequate Structured Output: Adequate 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