hf.co/unsloth/Qwen3.8-27B-GGUF:UD-IQ2_XXS

OLLAMA GGUF

qwen35 · 27.3B · unknown

Not Rec.

Aug 22, 2026 · Apple M1 Pro

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

31 vs 85

Hardware Fit

37 vs 64

Quality Score

28 vs 94

Hardware

hf.co/unsloth/Qwen… gemma-4-31b-it-mlx

MachineMacBook ProMacBook Pro

CPUApple M1 ProApple M4 Max

Cores1016

RAM16 GB128 GB

GPUApple M1 ProApple M4 Max

OSmacOS 26.6.2macOS 26.5.2

Archarm64arm64

Power Modebalancedbalanced

Performance

hf.co/unsloth/Qwen… gemma-4-31b-it-mlx

Tokens/sec5.413.6

First chunk5076 ms16 ms

TTFT5.1 s558 ms

Load time0.3 s12.3 s

Memory usage11.6 GB0.0 GB

Memory %72%0%

HW Fit Score Breakdown

hf.co/unsloth/Qwen3.8-2…

Speed

13/50

TTFT

10/20

Memory

14/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

Quality

hf.co/unsloth/Qwen3.8-2…

Reasoning

9/20

Coding

2/20

Instruction

1/20

Structured

1/15

Math

9/15

Multilingual

6/10

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

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

View hf.co/unsloth/Qwen… details | View gemma-4-31b-it-mlx 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