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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

lfm2.5:latest

OLLAMA GGUF

lfm2moe · 8.5B · Q4_K_M

Good

Jun 11, 2026 · Intel Core™ i5-8350U

Global Score
85 vs 73
Hardware Fit
64 vs 93
Quality Score
94 vs 65

Hardware

gemma-4-31b-it-mlx lfm2.5:latest
MachineMacBook ProLENOVO 20L7CTO1WW
CPUApple M4 MaxIntel Core™ i5-8350U
Cores168
RAM128 GB23 GB
GPUApple M4 MaxKaby Lake-R GT2 [UHD Graphics 620]
OSmacOS 26.5.2Fedora Linux 44
Archarm64x64
Power Modebalancedperformance

Performance

gemma-4-31b-it-mlx lfm2.5:latest
Tokens/sec13.618.3
First chunk16 ms981 ms
TTFT558 ms981 ms
Load time12.3 s8.0 s
Memory usage0.0 GB4.9 GB
Memory %0%21%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

lfm2.5:latest

Speed
43/50
TTFT
20/20
Memory
30/30

Quality

gemma-4-31b-it-mlx

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

lfm2.5:latest

Reasoning
2/20
Coding
11/20
Instruction
14/20
Structured
13/15
Math
15/15
Multilingual
10/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong
View gemma-4-31b-it-mlx details | View lfm2.5:latest details

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