Back to leaderboard

google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

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

gptoss · 20.9B · MXFP4

OLLAMA GGUF

gptoss · 20.9 · MXFP4

Excellent

Jul 9, 2026 · Intel Core™ i5-10400

Global Score
92 vs 84
Hardware Fit
100 vs 69
Quality Score
89 vs 91

Hardware

google/gemma-4-12b… gptoss · 20.9B · M…
MachineMicro-Star International Co., Ltd. MS-7E51Mac Pro
CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Core™ i5-10400
Cores1612
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsAMD Radeon RX 6700 XT
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.5.1
Archx64x64
Power Modebalancedbalanced

Performance

google/gemma-4-12b… gptoss · 20.9B · M…
Tokens/sec90.717.5
First chunk26 ms643 ms
TTFT127 ms7.7 s
Load timeN/A0.0 s
Memory usage6.7 GB0.8 GB
Memory %21%3%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

gptoss · 20.9B · MXFP4

Speed
34/50
TTFT
5/20
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

gptoss · 20.9B · MXFP4

Reasoning
19/20
Coding
19/20
Instruction
13/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong
View google/gemma-4-12b… details | View gptoss · 20.9B · M… 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