gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

llama3.2:3b

OLLAMA GGUF

llama · 3.2B · Q4_K_M

Good

Aug 28, 2026 · Intel Core™ i5-10210U

Global Score

85 vs 67

Hardware Fit

64 vs 77

Quality Score

94 vs 63

Hardware

gemma-4-31b-it-mlx llama3.2:3b

MachineMacBook ProLENOVO 20U30029MB

CPUApple M4 MaxIntel Core™ i5-10210U

Cores168

RAM128 GB15 GB

GPUApple M4 MaxCometLake-U GT2 [UHD Graphics]

OSmacOS 26.5.2Pop 24.04 LTS

Archarm64x64

Power Modebalancedlow-power

Performance

gemma-4-31b-it-mlx llama3.2:3b

Tokens/sec13.610.0

First chunk16 ms1166 ms

TTFT558 ms1.2 s

Load time12.3 s6.8 s

Memory usage0.0 GB3.8 GB

Memory %0%25%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

llama3.2:3b

Speed

27/50

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

llama3.2:3b

Reasoning

11/20

Coding

15/20

Instruction

13/20

Structured

12/15

Math

3/15

Multilingual

9/10

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

View gemma-4-31b-it-mlx details | View llama3.2:3b 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