hf.co/unsloth/Qwen3.8-27B-GGUF:UD-IQ1_S
OLLAMA GGUFqwen35 · 27.3B · unknown
Aug 26, 2026 · Apple M1 Pro
gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
Global Score
22 vs 91
Hardware Fit
46 vs 89
Quality Score
12 vs 92
Hardware
hf.co/unsloth/Qwen… gemma-4-31b-it-qat
MachineMacBook ProASUS
CPUApple M1 ProAMD Ryzen 7 7800X3D 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M1 ProNVIDIA GeForce RTX 4090, Raphael
OSmacOS 26.6.2cachyos rolling
Archarm64x64
Power Modebalancedlow-power
Performance
hf.co/unsloth/Qwen… gemma-4-31b-it-qat
Tokens/sec6.140.2
First chunk3259 ms3 ms
TTFT3.3 s302 ms
Load time7.0 sN/A
Memory usage10.6 GB18.8 GB
Memory %66%62%
HW Fit Score Breakdown
hf.co/unsloth/Qwen3.8-2…
Speed
15/50
TTFT
14/20
Memory
17/30
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
Quality
hf.co/unsloth/Qwen3.8-2…
Reasoning
1/20
Coding
1/20
Instruction
3/20
Structured
0/15
Math
5/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Weak Multilingual: Poor
gemma-4-31b-it-qat
Reasoning
19/20
Coding
18/20
Instruction
17/20
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$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest