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qwen3.5:4b

OLLAMA GGUF

qwen35 · 4.7B · Q4_K_M

Excellent

Mar 6, 2026 · AMD RYZEN AI MAX+ 395 w/ Radeon 8060S

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
82 vs 85
Hardware Fit
93 vs 64
Quality Score
77 vs 94

Hardware

qwen3.5:4b gemma-4-31b-it-mlx
MachineAZW GTR ProMacBook Pro
CPUAMD RYZEN AI MAX+ 395 w/ Radeon 8060SApple M4 Max
Cores3216
RAM125 GB128 GB
GPUIntegrated / Apple SiliconApple M4 Max
OSUbuntu 24.04.4 LTSmacOS 26.5.2
Archx64arm64
Power Modeperformancebalanced

Performance

qwen3.5:4b gemma-4-31b-it-mlx
Tokens/sec46.813.6
First chunk174 ms16 ms
TTFT174 ms558 ms
Load time5.9 s12.3 s
Memory usage16.2 GB0.0 GB
Memory %13%0%

HW Fit Score Breakdown

qwen3.5:4b

Speed
43/50
TTFT
20/20
Memory
30/30

gemma-4-31b-it-mlx

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

Quality

qwen3.5:4b

Reasoning
15/20
Coding
14/20
Instruction
16/20
Structured
15/15
Math
8/15
Multilingual
9/10
Reasoning: Strong Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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

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