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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

llama3.2:3b

OLLAMA GGUF

llama · 3.2B · Q4_K_M

Good

Aug 28, 2026 · Intel Core™ i5-10210U

Global Score
74 vs 67
Hardware Fit
46 vs 77
Quality Score
86 vs 63

Hardware

google/gemma-4-12b… llama3.2:3b
MachineDocker ContainerLENOVO 20U30029MB
CPUIntel Gen Intel® Core™ i9-11900HIntel Core™ i5-10210U
Cores168
RAM15 GB15 GB
GPUTigerLake-H GT1 [UHD Graphics]CometLake-U GT2 [UHD Graphics]
OSUbuntu 26.04 LTSPop 24.04 LTS
Archx64x64
Power Modeperformancelow-power

Performance

google/gemma-4-12b… llama3.2:3b
Tokens/sec5.010.0
First chunk64 ms1166 ms
TTFT5.5 s1.2 s
Load time9.5 s6.8 s
Memory usage0.0 GB3.8 GB
Memory %0%25%

HW Fit Score Breakdown

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

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

llama3.2:3b

Speed
27/50
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

llama3.2:3b

Reasoning
11/20
Coding
15/20
Instruction
13/20
Structured
12/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong
View google/gemma-4-12b… details | View llama3.2:3b 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