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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest

OLLAMA GGUF

qwen35 · 27.3B · IQ2_M

Good

Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
85 vs 75
Hardware Fit
64 vs 99
Quality Score
94 vs 64

Hardware

gemma-4-31b-it-mlx Qwen3.8-27B-Ridge-…
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M4 MaxAMD Ryzen 7 9700X 8-Core Processor
Cores1616
RAM128 GB31 GB
GPUApple M4 MaxNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.5.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx Qwen3.8-27B-Ridge-…
Tokens/sec13.660.3
First chunk16 ms154 ms
TTFT558 ms154 ms
Load time12.3 s0.0 s
Memory usage0.0 GB11.0 GB
Memory %0%35%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

Qwen3.8-27B-Ridge-3.7bp…

Speed
50/50
TTFT
20/20
Memory
29/30

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

Qwen3.8-27B-Ridge-3.7bp…

Reasoning
20/20
Coding
17/20
Instruction
6/20
Structured
1/15
Math
14/15
Multilingual
6/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate
View gemma-4-31b-it-mlx details | View Qwen3.8-27B-Ridge-… 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