hf.co/Edge-Quant/Nanbeige4.1-3B-Q8_0-GGUF:Q8_0
OLLAMA GGUFllama · 3.93B · unknown
Aug 22, 2026 · Apple M1 Pro
qwen3.5:9b
OLLAMA GGUFqwen35 · 9.7B · Q4_K_M
Mar 7, 2026 · AMD Ryzen 5 5500
Global Score
52 vs 71
Hardware Fit
75 vs 56
Quality Score
42 vs 78
Hardware
hf.co/Edge-Quant/N… qwen3.5:9b
MachineMacBook ProSystem manufacturer
CPUApple M1 ProAMD Ryzen 5 5500
Cores1012
RAM16 GB16 GB
GPUApple M1 ProNVIDIA GeForce RTX 3060
OSmacOS 26.6.2Microsoft Windows 11 IoT Enterprise LTSC 10.0.26100
Archarm64x64
Power Modebalancedbalanced
Performance
hf.co/Edge-Quant/N… qwen3.5:9b
Tokens/sec43.55.3
First chunk225 ms1624 ms
TTFT30.0 s1.6 s
Load time2.7 s4.0 s
Memory usage8.2 GB7.9 GB
Memory %51%50%
HW Fit Score Breakdown
hf.co/Edge-Quant/Nanbei…
Speed
50/50
TTFT
0/20
Memory
25/30
qwen3.5:9b
Speed
11/50
TTFT
20/20
Memory
25/30
Quality
hf.co/Edge-Quant/Nanbei…
Reasoning
13/20
Coding
1/20
Instruction
7/20
Structured
1/15
Math
13/15
Multilingual
7/10
Reasoning: Adequate Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate
qwen3.5:9b
Reasoning
14/20
Coding
17/20
Instruction
12/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
Run yours and compare
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npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest