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qwen2.5:7b

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Excellent

Nov 3, 2026 · Intel Gen Intel® Core™ i9-12900HX

gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

Global Score
85 vs 77
Hardware Fit
100 vs 59
Quality Score
79 vs 84

Hardware

qwen2.5:7b gemma4:12b
MachineMACHENIKE L16PASUSTeK COMPUTER INC. GX10
CPUIntel Gen Intel® Core™ i9-12900HXCortex-X925
Cores2420
RAM32 GB122 GB
GPUNVIDIA GeForce RTX 4060 Laptop GPUDevice 2e12
OSMicrosoft Windows 11 专业版 10.0.26300Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance

Performance

qwen2.5:7b gemma4:12b
Tokens/sec52.326.8
First chunk50 ms632 ms
TTFT50 ms30.0 s
Load time2.0 s5.4 s
Memory usage4.4 GB9.3 GB
Memory %14%8%

HW Fit Score Breakdown

qwen2.5:7b

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

gemma4:12b

Speed
29/50
TTFT
0/20
Memory
30/30

Quality

qwen2.5:7b

Reasoning
14/20
Coding
18/20
Instruction
16/20
Structured
14/15
Math
8/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

gemma4:12b

Reasoning
17/20
Coding
17/20
Instruction
13/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong 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