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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

huihui-devstral-small-2-24b-instruct-2512-abliterated-i1

LM-STUDIO GGUF

mistral3 · 24B · Q4_K_S

Good

Sep 19, 2026 · AMD Ryzen 7 5800X 8-Core Processor

Global Score
85 vs 78
Hardware Fit
100 vs 74
Quality Score
79 vs 79

Hardware

qwen2.5:7b huihui-devstral-sm…
MachineMACHENIKE L16PSystem manufacturer
CPUIntel Gen Intel® Core™ i9-12900HXAMD Ryzen 7 5800X 8-Core Processor
Cores2416
RAM32 GB32 GB
GPUNVIDIA GeForce RTX 4060 Laptop GPUAMD Radeon RX 9060 XT
OSMicrosoft Windows 11 专业版 10.0.26300Microsoft Windows 11 Home 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

qwen2.5:7b huihui-devstral-sm…
Tokens/sec52.317.5
First chunk50 ms20 ms
TTFT50 ms279 ms
Load time2.0 sN/A
Memory usage4.4 GB15.6 GB
Memory %14%49%

HW Fit Score Breakdown

qwen2.5:7b

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

huihui-devstral-small-2…

Speed
29/50
TTFT
20/20
Memory
25/30

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

huihui-devstral-small-2…

Reasoning
16/20
Coding
17/20
Instruction
15/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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