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Gemma4-31B:31B

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Aug 18, 2026 · Intel Core™ Ultra X7 358H

qwen2.5-coder-3b-instruct-mlx

LM-STUDIO MLX

qwen2 · 3B · 4bit

Good

Mar 4, 2026 · Apple M4

Global Score
76 vs 73
Hardware Fit
45 vs 100
Quality Score
89 vs 61

Hardware

Gemma4-31B:31B qwen2.5-coder-3b-i…
MachineGMKtec NucBox EVO-T2SMacBook Air
CPUIntel Core™ Ultra X7 358HApple M4
Cores1610
RAM64 GB32 GB
GPUIntel(R) Arc(TM) B390 GPUApple M4
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedbalanced

Performance

Gemma4-31B:31B qwen2.5-coder-3b-i…
Tokens/sec3.852.3
First chunk3536 ms285 ms
TTFT3.5 s285 ms
Load time19.6 sN/A
Memory usage19.9 GB1.6 GB
Memory %31%5%

HW Fit Score Breakdown

Gemma4-31B:31B

Speed
5/50
TTFT
10/20
Memory
30/30

qwen2.5-coder-3b-instru…

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

Quality

Gemma4-31B:31B

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

qwen2.5-coder-3b-instru…

Reasoning
7/20
Coding
14/20
Instruction
13/20
Structured
14/15
Math
4/15
Multilingual
9/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View Gemma4-31B:31B details | View qwen2.5-coder-3b-i… details

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$ npm install -g metrillm@latest
$ metrillm

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Or run without installing: npx metrillm@latest