gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3.5:4b

OLLAMA GGUF

qwen35 · 4.7B · Q4_K_M

Excellent

Mar 6, 2026 · AMD RYZEN AI MAX+ 395 w/ Radeon 8060S

Global Score

85 vs 82

Hardware Fit

64 vs 93

Quality Score

94 vs 77

Hardware

gemma-4-31b-it-mlx qwen3.5:4b

MachineMacBook ProAZW GTR Pro

CPUApple M4 MaxAMD RYZEN AI MAX+ 395 w/ Radeon 8060S

Cores1632

RAM128 GB125 GB

GPUApple M4 MaxIntegrated / Apple Silicon

OSmacOS 26.5.2Ubuntu 24.04.4 LTS

Archarm64x64

Power Modebalancedperformance

Performance

gemma-4-31b-it-mlx qwen3.5:4b

Tokens/sec13.646.8

First chunk16 ms174 ms

TTFT558 ms174 ms

Load time12.3 s5.9 s

Memory usage0.0 GB16.2 GB

Memory %0%13%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

qwen3.5:4b

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

qwen3.5:4b

Reasoning

15/20

Coding

14/20

Instruction

16/20

Structured

15/15

Math

8/15

Multilingual

9/10

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

View gemma-4-31b-it-mlx details | View qwen3.5:4b 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