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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

gemma3n:latest

OLLAMA GGUF

gemma3n · 6.9B · Q4_K_M

Excellent

Mar 6, 2026 · AMD EPYC 9654P 96-Core Processor

Global Score
85 vs 81
Hardware Fit
64 vs 100
Quality Score
94 vs 73

Hardware

gemma-4-31b-it-mlx gemma3n:latest
MachineMacBook ProSupermicro AS -2015HS-TNR
CPUApple M4 MaxAMD EPYC 9654P 96-Core Processor
Cores1664
RAM128 GB128 GB
GPUApple M4 MaxGH100 [H100L 94GB], ASPEED Graphics Family, GH100 [H100L 94GB]
OSmacOS 26.5.2Ubuntu 24.04.3 LTS
Archarm64x64
Power Modebalancedperformance

Performance

gemma-4-31b-it-mlx gemma3n:latest
Tokens/sec13.6108.7
First chunk16 ms333 ms
TTFT558 ms333 ms
Load time12.3 s4.5 s
Memory usage0.0 GB8.6 GB
Memory %0%7%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

gemma3n:latest

Speed
50/50
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

gemma3n:latest

Reasoning
14/20
Coding
14/20
Instruction
14/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View gemma-4-31b-it-mlx details | View gemma3n: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