gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

google/gemma-4-e4b

LM-STUDIO GGUF

gemma4 · Q4_K_M

Good

Jul 7, 2026 · AMD Ryzen 7 5800H

Global Score

85 vs 62

Hardware Fit

64 vs 77

Quality Score

94 vs 55

Hardware

gemma-4-31b-it-mlx google/gemma-4-e4b

MachineMacBook ProLENOVO 82JQ

CPUApple M4 MaxAMD Ryzen 7 5800H

Cores1616

RAM128 GB16 GB

GPUApple M4 MaxNVIDIA GeForce RTX 3060 Laptop GPU

OSmacOS 26.5.2Microsoft Windows 11 家庭版中文版 10.0.26100

Archarm64x64

Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx google/gemma-4-e4b

Tokens/sec13.627.6

First chunk16 ms23 ms

TTFT558 ms480 ms

Load time12.3 sN/A

Memory usage0.0 GB13.2 GB

Memory %0%83%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

google/gemma-4-e4b

Speed

48/50

TTFT

20/20

Memory

9/30

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

google/gemma-4-e4b

Reasoning

18/20

Coding

17/20

Instruction

5/20

Structured

3/15

Math

11/15

Multilingual

1/10

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

View gemma-4-31b-it-mlx details | View google/gemma-4-e4b 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