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lfm2.5-thinking:1.2b

OLLAMA GGUF

lfm2 · 1.2B · Q4_K_M

Not Rec.

May 25, 2026 · Apple M4 Pro

gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Apr 13, 2026 · Apple M4 Max

Global Score
60 vs 76
Hardware Fit
80 vs 46
Quality Score
52 vs 89

Hardware

lfm2.5-thinking:1.2b gemma4:31b
MachineMacBook ProMacBook Pro
CPUApple M4 ProApple M4 Max
Cores1416
RAM48 GB64 GB
GPUApple M4 ProApple M4 Max
OSmacOS 26.4.1macOS 26.3.1
Archarm64arm64
Power Modebalancedbalanced

Performance

lfm2.5-thinking:1.2b gemma4:31b
Tokens/sec227.022.4
First chunk60 ms565 ms
TTFT30.0 s30.0 s
Load time0.7 s6.9 s
Memory usage2.6 GB43.9 GB
Memory %6%69%

HW Fit Score Breakdown

lfm2.5-thinking:1.2b

Speed
50/50
TTFT
0/20
Memory
30/30

gemma4:31b

Speed
30/50
TTFT
0/20
Memory
16/30

Quality

lfm2.5-thinking:1.2b

Reasoning
8/20
Coding
6/20
Instruction
10/20
Structured
7/15
Math
12/15
Multilingual
9/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Weak Math: Strong Multilingual: Strong

gemma4:31b

Reasoning
16/20
Coding
19/20
Instruction
16/20
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