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qwen2.5vl:3b

OLLAMA GGUF

qwen25vl · 3.8B · Q4_K_M

Good

Oct 31, 2026 · Intel Gen Intel® Core™ i9-12900H

google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
77 vs 92
Hardware Fit
100 vs 100
Quality Score
67 vs 89

Hardware

qwen2.5vl:3b google/gemma-4-12b…
MachineMicro-Star International Co., Ltd. Stealth GS77 12UHMicro-Star International Co., Ltd. MS-7E51
CPUIntel Gen Intel® Core™ i9-12900HAMD Ryzen 7 9700X 8-Core Processor
Cores2016
RAM32 GB31 GB
GPUIntel(R) Iris(R) Xe Graphics, NVIDIA GeForce RTX 3080 Laptop GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSMicrosoft Windows 11 Home 10.0.26200Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

qwen2.5vl:3b google/gemma-4-12b…
Tokens/sec106.590.7
First chunk68 ms26 ms
TTFT68 ms127 ms
Load time17.8 sN/A
Memory usage2.8 GB6.7 GB
Memory %9%21%

HW Fit Score Breakdown

qwen2.5vl:3b

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

google/gemma-4-12b-qat

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

Quality

qwen2.5vl:3b

Reasoning
11/20
Coding
15/20
Instruction
12/20
Structured
14/15
Math
6/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

google/gemma-4-12b-qat

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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