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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

liquid/lfm2-1.2b

LM-STUDIO GGUF

lfm2 · 1.2B · Q8_0

Good

Oct 1, 2026 · AMD Ryzen 7 4800H

Global Score
85 vs 69
Hardware Fit
100 vs 100
Quality Score
79 vs 56

Hardware

qwen2.5:7b liquid/lfm2-1.2b
MachineMACHENIKE L16PASUSTeK COMPUTER INC. ROG Strix G513IM_G513IM
CPUIntel Gen Intel® Core™ i9-12900HXAMD Ryzen 7 4800H
Cores2416
RAM32 GB15 GB
GPUNVIDIA GeForce RTX 4060 Laptop GPUAMD Radeon(TM) Graphics, NVIDIA GeForce RTX 3060 Laptop GPU
OSMicrosoft Windows 11 专业版 10.0.26300Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

qwen2.5:7b liquid/lfm2-1.2b
Tokens/sec52.1169.5
First chunk41 ms27 ms
TTFT41 ms77 ms
Load time2.1 sN/A
Memory usage4.4 GB3.4 GB
Memory %14%22%

HW Fit Score Breakdown

qwen2.5:7b

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

liquid/lfm2-1.2b

Speed
50/50
TTFT
20/20
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

liquid/lfm2-1.2b

Reasoning
9/20
Coding
7/20
Instruction
14/20
Structured
12/15
Math
5/15
Multilingual
9/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak 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