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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

qwen3:8b

OLLAMA GGUF

qwen3 · 8.2B · Q4_K_M

Excellent

Mar 5, 2026 · Intel Core™ Ultra 9 285K

Global Score
92 vs 84
Hardware Fit
100 vs 97
Quality Score
89 vs 79

Hardware

google/gemma-4-12b… qwen3:8b
MachineMicro-Star International Co., Ltd. MS-7E51ASUS
CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Core™ Ultra 9 285K
Cores1624
RAM31 GB47 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsNVIDIA GeForce RTX 5090, Intel(R) Graphics
OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

google/gemma-4-12b… qwen3:8b
Tokens/sec90.7208.0
First chunk26 ms82 ms
TTFT127 ms1.3 s
Load timeN/A1.5 s
Memory usage6.7 GB9.6 GB
Memory %21%20%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

qwen3:8b

Speed
50/50
TTFT
18/20
Memory
29/30

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

qwen3:8b

Reasoning
18/20
Coding
10/20
Instruction
14/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Weak Instruction Following: Adequate Structured Output: Strong 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