gemma-4-31b-it-mlx
LM-STUDIO MLXgemma4 · 31B · 8bit
Aug 19, 2026 · Apple M4 Max
qwen3:1.7b
OLLAMA GGUFqwen3 · 2.0B · Q4_K_M
Mar 5, 2026 · AMD RYZEN AI MAX+ 395
Global Score
85 vs 72
Hardware Fit
64 vs 92
Quality Score
94 vs 63
Hardware
gemma-4-31b-it-mlx qwen3:1.7b
MachineMacBook ProAZW GTR Pro
CPUApple M4 MaxAMD RYZEN AI MAX+ 395
Cores1632
RAM128 GB125 GB
GPUApple M4 MaxAMD Radeon 8060S
OSmacOS 26.5.2Ubuntu 24.04.4 LTS
Archarm64x64
Power Modebalancedlow-power
Performance
gemma-4-31b-it-mlx qwen3:1.7b
Tokens/sec13.6120.7
First chunk16 ms93 ms
TTFT558 ms1.5 s
Load time12.3 s2.5 s
Memory usage0.0 GB5.8 GB
Memory %0%5%
HW Fit Score Breakdown
gemma-4-31b-it-mlx
Speed
14/50
TTFT
20/20
Memory
30/30
qwen3:1.7b
Speed
50/50
TTFT
12/20
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
qwen3:1.7b
Reasoning
13/20
Coding
6/20
Instruction
13/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest