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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

qwopus3.6-35b-a3b-coder-mtp

LM-STUDIO GGUF

qwen35moe · 35B · Q4_K_M

Excellent

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score
52 vs 84
Hardware Fit
75 vs 79
Quality Score
42 vs 86

Hardware

hf.co/Edge-Quant/N… qwopus3.6-35b-a3b-…
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/Edge-Quant/N… qwopus3.6-35b-a3b-…
Tokens/sec43.5106.2
First chunk225 ms3 ms
TTFT30.0 s271 ms
Load time2.7 sN/A
Memory usage8.2 GB25.0 GB
Memory %51%82%

HW Fit Score Breakdown

hf.co/Edge-Quant/Nanbei…

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

qwopus3.6-35b-a3b-coder…

Speed
50/50
TTFT
20/20
Memory
9/30

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

qwopus3.6-35b-a3b-coder…

Reasoning
16/20
Coding
19/20
Instruction
14/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

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$ metrillm

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