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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3.8:latest

OLLAMA GGUF

qwen35 · 27.3B · Q4_K_M

Good

Oct 2, 2026 · AMD Ryzen 9 5950X 16-Core Processor

Global Score
85 vs 68
Hardware Fit
64 vs 22
Quality Score
94 vs 88

Hardware

gemma-4-31b-it-mlx qwen3.8:latest
MachineMacBook ProSystem manufacturer
CPUApple M4 MaxAMD Ryzen 9 5950X 16-Core Processor
Cores1632
RAM128 GB32 GB
GPUApple M4 MaxNVIDIA GeForce RTX 3090
OSmacOS 26.5.2Microsoft Windows 11 Pro 10.0.26300
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx qwen3.8:latest
Tokens/sec13.610.0
First chunk16 ms1041 ms
TTFT558 ms14.3 s
Load time12.3 s22.3 s
Memory usage0.0 GB26.2 GB
Memory %0%82%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

qwen3.8:latest

Speed
12/50
TTFT
1/20
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

qwen3.8:latest

Reasoning
19/20
Coding
19/20
Instruction
10/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong
View gemma-4-31b-it-mlx details | View qwen3.8:latest 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