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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

llama3.2:latest

OLLAMA GGUF

llama · 3.2B · Q4_K_M

Good

May 27, 2026 · AMD Ryzen 5 2600X Six-Core Processor

Global Score
85 vs 76
Hardware Fit
64 vs 100
Quality Score
94 vs 65

Hardware

gemma-4-31b-it-mlx llama3.2:latest
MachineMacBook ProMicro-Star International Co., Ltd. MS-7B79
CPUApple M4 MaxAMD Ryzen 5 2600X Six-Core Processor
Cores1612
RAM128 GB16 GB
GPUApple M4 MaxNVIDIA GeForce GTX 1080
OSmacOS 26.5.2Microsoft Windows 11 Famille 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx llama3.2:latest
Tokens/sec13.657.0
First chunk16 ms264 ms
TTFT558 ms264 ms
Load time12.3 s9.7 s
Memory usage0.0 GB2.6 GB
Memory %0%16%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

llama3.2: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

llama3.2:latest

Reasoning
11/20
Coding
15/20
Instruction
15/20
Structured
12/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong
View gemma-4-31b-it-mlx details | View llama3.2: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