gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

deepseek-r1:1.5b

OLLAMA GGUF

qwen2 · 1.8B · Q4_K_M

Good

Jun 26, 2026 · Cortex-A78AE

Global Score

85 vs 60

Hardware Fit

64 vs 90

Quality Score

94 vs 47

Hardware

gemma-4-31b-it-mlx deepseek-r1:1.5b

MachineMacBook ProNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super

CPUApple M4 MaxCortex-A78AE

Cores166

RAM128 GB7 GB

GPUApple M4 MaxIntegrated / Unknown

OSmacOS 26.5.2Ubuntu 22.04.5 LTS

Archarm64arm64

Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx deepseek-r1:1.5b

Tokens/sec13.634.6

First chunk16 ms5314 ms

TTFT558 ms5.3 s

Load time12.3 s5.1 s

Memory usage0.0 GB1.1 GB

Memory %0%15%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

deepseek-r1:1.5b

Speed

50/50

TTFT

10/20

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

deepseek-r1:1.5b

Reasoning

11/20

Coding

6/20

Instruction

7/20

Structured

4/15

Math

14/15

Multilingual

5/10

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

View gemma-4-31b-it-mlx details | View deepseek-r1:1.5b 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