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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

gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

Global Score
55 vs 77
Hardware Fit
89 vs 59
Quality Score
40 vs 84

Hardware

qwen2.5-coder-0.5b… gemma4:12b
MachineLENOVO 20BUS00700ASUSTeK COMPUTER INC. GX10
CPUIntel Core™ i5-5300UCortex-X925
Cores420
RAM16 GB122 GB
GPUIntel(R) HD Graphics 5500Device 2e12
OSMicrosoft Windows 10 Professionnel 10.0.19045Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance

Performance

qwen2.5-coder-0.5b… gemma4:12b
Tokens/sec13.526.8
First chunk1292 ms632 ms
TTFT1.3 s30.0 s
Load timeN/A5.4 s
Memory usage0.4 GB9.3 GB
Memory %2%8%

HW Fit Score Breakdown

qwen2.5-coder-0.5b-inst…

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

gemma4:12b

Speed
29/50
TTFT
0/20
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

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