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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

qwen3.5:9b-q8_0

OLLAMA GGUF

qwen35 · 9.7B · Q8_0

Excellent

Sep 15, 2026 · Intel Core™ i5-14400F

Global Score
74 vs 86
Hardware Fit
46 vs 100
Quality Score
86 vs 80

Hardware

google/gemma-4-12b… qwen3.5:9b-q8_0
MachineDocker ContainerGigabyte Technology Co., Ltd. B760 AORUS ELITE AX DDR4
CPUIntel Gen Intel® Core™ i9-11900HIntel Core™ i5-14400F
Cores1616
RAM15 GB32 GB
GPUTigerLake-H GT1 [UHD Graphics]NVIDIA GeForce RTX 5060 Ti
OSUbuntu 26.04 LTSMicrosoft Windows 11 Professionnel 10.0.26200
Archx64x64
Power Modeperformancebalanced

Performance

google/gemma-4-12b… qwen3.5:9b-q8_0
Tokens/sec5.037.7
First chunk64 ms120 ms
TTFT5.5 s120 ms
Load time9.5 s8.3 s
Memory usage0.0 GB8.4 GB
Memory %0%26%

HW Fit Score Breakdown

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

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

qwen3.5:9b-q8_0

Speed
50/50
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

qwen3.5:9b-q8_0

Reasoning
14/20
Coding
16/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View google/gemma-4-12b… details | View qwen3.5:9b-q8_0 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