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google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

llama3.2:1b

OLLAMA GGUF

llama · 1.2B · Q8_0

Good

Mar 5, 2026 · AMD Ryzen 9 8945HS

Global Score
74 vs 62
Hardware Fit
46 vs 91
Quality Score
86 vs 50

Hardware

google/gemma-4-12b… llama3.2:1b
MachineDocker ContainerASUSTeK COMPUTER INC. ROG Zephyrus G14 GA403UV_GA403UV
CPUIntel Gen Intel® Core™ i9-11900HAMD Ryzen 9 8945HS
Cores1616
RAM15 GB15 GB
GPUTigerLake-H GT1 [UHD Graphics]NVIDIA GeForce RTX 4060 Laptop GPU, AMD Radeon 780M Graphics
OSUbuntu 26.04 LTSMicrosoft Windows 11 Home 10.0.26200
Archx64x64
Power Modeperformancebalanced

Performance

google/gemma-4-12b… llama3.2:1b
Tokens/sec5.0170.2
First chunk64 ms142 ms
TTFT5.5 s142 ms
Load time9.5 s3.2 s
Memory usage0.0 GB1.6 GB
Memory %0%11%

HW Fit Score Breakdown

google/gemma-4-12b-it-qat

Speed
9/50
TTFT
7/20
Memory
30/30

llama3.2:1b

Speed
50/50
TTFT
20/20
Memory
21/30

Quality

google/gemma-4-12b-it-qat

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

llama3.2:1b

Reasoning
4/20
Coding
13/20
Instruction
14/20
Structured
13/15
Math
0/15
Multilingual
6/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate
View google/gemma-4-12b… details | View llama3.2:1b details

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$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest