gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

llama3.2:1b

OLLAMA GGUF

llama · 1.2B · Q8_0

Good

Mar 5, 2026 · AMD Ryzen 9 8945HS

Global Score

85 vs 62

Hardware Fit

64 vs 91

Quality Score

94 vs 50

Hardware

gemma-4-31b-it-mlx llama3.2:1b

MachineMacBook ProASUSTeK COMPUTER INC. ROG Zephyrus G14 GA403UV_GA403UV

CPUApple M4 MaxAMD Ryzen 9 8945HS

Cores1616

RAM128 GB15 GB

GPUApple M4 MaxNVIDIA GeForce RTX 4060 Laptop GPU, AMD Radeon 780M Graphics

OSmacOS 26.5.2Microsoft Windows 11 Home 10.0.26200

Archarm64x64

Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx llama3.2:1b

Tokens/sec13.6170.2

First chunk16 ms142 ms

TTFT558 ms142 ms

Load time12.3 s3.2 s

Memory usage0.0 GB1.6 GB

Memory %0%11%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

llama3.2:1b

Speed

50/50

TTFT

20/20

Memory

21/30

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

llama3.2:1b

Reasoning

4/20

Coding

13/20

Instruction

14/20

Structured

13/15

Math

0/15

Multilingual

6/10

Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

View gemma-4-31b-it-mlx details | View llama3.2:1b 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