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qwen2.5-coder-0.5b-instruct

LM-STUDIO GGUF

qwen2 · 0.5B · Q4_K_M

Marginal

Mar 6, 2026 · Intel Core™ i5-5300U

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Excellent

Mar 6, 2026 · AMD RYZEN AI MAX+ 395 w/ Radeon 8060S

Global Score
55 vs 82
Hardware Fit
89 vs 81
Quality Score
40 vs 82

Hardware

qwen2.5-coder-0.5b… qwen3.5:9b
MachineLENOVO 20BUS00700AZW GTR Pro
CPUIntel Core™ i5-5300UAMD RYZEN AI MAX+ 395 w/ Radeon 8060S
Cores432
RAM16 GB125 GB
GPUIntel(R) HD Graphics 5500Integrated / Apple Silicon
OSMicrosoft Windows 10 Professionnel 10.0.19045Ubuntu 24.04.4 LTS
Archx64x64
Power Modebalancedperformance

Performance

qwen2.5-coder-0.5b… qwen3.5:9b
Tokens/sec13.530.8
First chunk1292 ms195 ms
TTFT1.3 s195 ms
Load timeN/A6.8 s
Memory usage0.4 GB18.8 GB
Memory %2%15%

HW Fit Score Breakdown

qwen2.5-coder-0.5b-inst…

Speed
41/50
TTFT
20/20
Memory
28/30

qwen3.5:9b

Speed
31/50
TTFT
20/20
Memory
30/30

Quality

qwen2.5-coder-0.5b-inst…

Reasoning
7/20
Coding
7/20
Instruction
10/20
Structured
10/15
Math
2/15
Multilingual
4/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Weak

qwen3.5:9b

Reasoning
14/20
Coding
17/20
Instruction
15/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate 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