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hf.co/Edge-Quant/Nanbeige4.1-3B-Q8_0-GGUF:Q8_0

OLLAMA GGUF

llama · 3.93B · unknown

Not Rec.

Aug 22, 2026 · Apple M1 Pro

Qwen3.6-35B-A3B-Q4_K_M:latest

OLLAMA GGUF

qwen35moe · 34.7B · Q4_K_M

Excellent

Aug 18, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
52 vs 86
Hardware Fit
75 vs 87
Quality Score
42 vs 86

Hardware

hf.co/Edge-Quant/N… Qwen3.6-35B-A3B-Q4…
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M1 ProAMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M1 ProNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.6.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

hf.co/Edge-Quant/N… Qwen3.6-35B-A3B-Q4…
Tokens/sec43.592.9
First chunk225 ms362 ms
TTFT30.0 s362 ms
Load time2.7 s12.3 s
Memory usage8.2 GB20.7 GB
Memory %51%67%

HW Fit Score Breakdown

hf.co/Edge-Quant/Nanbei…

Speed
50/50
TTFT
0/20
Memory
25/30

Qwen3.6-35B-A3B-Q4_K_M:…

Speed
50/50
TTFT
20/20
Memory
17/30

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

Qwen3.6-35B-A3B-Q4_K_M:…

Reasoning
16/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
12/15
Multilingual
10/10
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