gemma-4-31b-it-mlx
LM-STUDIO MLXgemma4 · 31B · 8bit
Aug 19, 2026 · Apple M4 Max
qwen3.8-27b-uncensored-hauhaucs-aggressive-mtp
LM-STUDIO GGUFqwen35 · 27B
Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor
Global Score
85 vs 81
Hardware Fit
64 vs 64
Quality Score
94 vs 88
Hardware
gemma-4-31b-it-mlx qwen3.8-27b-uncens…
MachineMacBook ProSystem manufacturer
CPUApple M4 MaxAMD Ryzen 7 5800X 8-Core Processor
Cores1616
RAM128 GB31 GB
GPUApple M4 MaxNavi 44 [Radeon RX 9060 XT]
OSmacOS 26.5.2Ubuntu 26.04.1 LTS
Archarm64x64
Power Modebalancedperformance
Performance
gemma-4-31b-it-mlx qwen3.8-27b-uncens…
Tokens/sec13.611.7
First chunk16 ms50 ms
TTFT558 ms1.1 s
Load time12.3 sN/A
Memory usage0.0 GB15.8 GB
Memory %0%51%
HW Fit Score Breakdown
gemma-4-31b-it-mlx
Speed
14/50
TTFT
20/20
Memory
30/30
qwen3.8-27b-uncensored-…
Speed
19/50
TTFT
20/20
Memory
25/30
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-uncensored-…
Reasoning
17/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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