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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

lfm2.5:latest

OLLAMA GGUF

lfm2moe · 8.5B · Q4_K_M

Good

Jun 11, 2026 · Intel Core™ i5-8350U

Global Score
74 vs 73
Hardware Fit
46 vs 93
Quality Score
86 vs 65

Hardware

google/gemma-4-12b… lfm2.5:latest
MachineDocker ContainerLENOVO 20L7CTO1WW
CPUIntel Gen Intel® Core™ i9-11900HIntel Core™ i5-8350U
Cores168
RAM15 GB23 GB
GPUTigerLake-H GT1 [UHD Graphics]Kaby Lake-R GT2 [UHD Graphics 620]
OSUbuntu 26.04 LTSFedora Linux 44
Archx64x64
Power Modeperformanceperformance

Performance

google/gemma-4-12b… lfm2.5:latest
Tokens/sec5.018.3
First chunk64 ms981 ms
TTFT5.5 s981 ms
Load time9.5 s8.0 s
Memory usage0.0 GB4.9 GB
Memory %0%21%

HW Fit Score Breakdown

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

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

lfm2.5:latest

Speed
43/50
TTFT
20/20
Memory
30/30

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

lfm2.5:latest

Reasoning
2/20
Coding
11/20
Instruction
14/20
Structured
13/15
Math
15/15
Multilingual
10/10
Reasoning: Poor Coding: Adequate 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