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

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

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

hf.co/LiquidAI/LFM2.5-2.6B-GGUF:F16

OLLAMA GGUF

lfm2 · 2.7B · unknown

Good

Aug 26, 2026 · Apple M1 Pro

Global Score

74 vs 61

Hardware Fit

46 vs 97

Quality Score

86 vs 46

Hardware

google/gemma-4-12b… hf.co/LiquidAI/LFM…

MachineDocker ContainerMacBook Pro

CPUIntel Gen Intel® Core™ i9-11900HApple M1 Pro

Cores1610

RAM15 GB16 GB

GPUTigerLake-H GT1 [UHD Graphics]Apple M1 Pro

OSUbuntu 26.04 LTSmacOS 26.6.2

Archx64arm64

Power Modeperformancebalanced

Performance

google/gemma-4-12b… hf.co/LiquidAI/LFM…

Tokens/sec5.031.3

First chunk64 ms131 ms

TTFT5.5 s131 ms

Load time9.5 s4.2 s

Memory usage0.0 GB6.6 GB

Memory %0%41%

HW Fit Score Breakdown

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

Speed

9/50

TTFT

7/20

Memory

30/30

hf.co/LiquidAI/LFM2.5-2…

Speed

50/50

TTFT

20/20

Memory

27/30

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

hf.co/LiquidAI/LFM2.5-2…

Reasoning

14/20

Coding

13/20

Instruction

3/20

Structured

0/15

Math

14/15

Multilingual

2/10

Reasoning: Adequate Coding: Adequate Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor

View google/gemma-4-12b… details | View hf.co/LiquidAI/LFM… 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