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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

llama-3.1-8b-instruct

LM-STUDIO GGUF

llama · 8B · Q8_0

Excellent

Apr 26, 2026 · AMD Ryzen 5 5500

Global Score
85 vs 81
Hardware Fit
100 vs 100
Quality Score
79 vs 73

Hardware

qwen2.5:7b llama-3.1-8b-instr…
MachineMACHENIKE L16PASUS
CPUIntel Gen Intel® Core™ i9-12900HXAMD Ryzen 5 5500
Cores2412
RAM32 GB31 GB
GPUNVIDIA GeForce RTX 4060 Laptop GPUNavi 44 [Radeon RX 9060 XT]
OSMicrosoft Windows 11 专业版 10.0.26300Nobara Linux 43
Archx64x64
Power Modebalancedperformance

Performance

qwen2.5:7b llama-3.1-8b-instr…
Tokens/sec52.335.6
First chunk50 ms52 ms
TTFT50 ms256 ms
Load time2.0 sN/A
Memory usage4.4 GB8.6 GB
Memory %14%28%

HW Fit Score Breakdown

qwen2.5:7b

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

llama-3.1-8b-instruct

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

llama-3.1-8b-instruct

Reasoning
13/20
Coding
17/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong 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