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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

qwen2.5:1.5b

OLLAMA GGUF

qwen2 · 1.5B · Q4_K_M

Good

Mar 16, 2026 · Intel Core™ i7-4771

Global Score
74 vs 65
Hardware Fit
46 vs 92
Quality Score
86 vs 54

Hardware

google/gemma-4-12b… qwen2.5:1.5b
MachineDocker ContaineriMac
CPUIntel Gen Intel® Core™ i9-11900HIntel Core™ i7-4771
Cores168
RAM15 GB32 GB
GPUTigerLake-H GT1 [UHD Graphics]NVIDIA GeForce GTX 780M
OSUbuntu 26.04 LTSmacOS 15.7.3
Archx64x64
Power Modeperformancebalanced

Performance

google/gemma-4-12b… qwen2.5:1.5b
Tokens/sec5.019.6
First chunk64 ms690 ms
TTFT5.5 s690 ms
Load time9.5 s21.4 s
Memory usage0.0 GB1.0 GB
Memory %0%3%

HW Fit Score Breakdown

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

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

qwen2.5:1.5b

Speed
42/50
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

qwen2.5:1.5b

Reasoning
8/20
Coding
9/20
Instruction
12/20
Structured
13/15
Math
5/15
Multilingual
7/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Adequate

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