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gemma3:270m

OLLAMA GGUF

gemma3 · 268.10M · Q8_0

Marginal

Mar 5, 2026 · Apple M3 Pro

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score
50 vs 91
Hardware Fit
97 vs 89
Quality Score
30 vs 92

Hardware

gemma3:270m gemma-4-31b-it-qat
MachineMacBook ProASUS
CPUApple M3 ProAMD Ryzen 7 7800X3D 8-Core Processor
Cores1216
RAM36 GB31 GB
GPUApple M3 ProNVIDIA GeForce RTX 4090, Raphael
OSmacOS 15.7.5cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

gemma3:270m gemma-4-31b-it-qat
Tokens/sec239.240.2
First chunk127 ms3 ms
TTFT127 ms302 ms
Load time0.7 sN/A
Memory usage0.6 GB18.8 GB
Memory %2%62%

HW Fit Score Breakdown

gemma3:270m

Speed
50/50
TTFT
20/20
Memory
27/30

gemma-4-31b-it-qat

Speed
50/50
TTFT
20/20
Memory
19/30

Quality

gemma3:270m

Reasoning
4/20
Coding
2/20
Instruction
10/20
Structured
8/15
Math
1/15
Multilingual
5/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Weak

gemma-4-31b-it-qat

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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