hf.co/Edge-Quant/Nanbeige4.1-3B-Q8_0-GGUF:Q8_0
OLLAMA GGUFllama · 3.93B · unknown
Aug 22, 2026 · Apple M1 Pro
zai-org/glm-4.7-flash
LM-STUDIO GGUFdeepseek2 · 30B · Q4_K_M
Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
Global Score
52 vs 83
Hardware Fit
75 vs 86
Quality Score
42 vs 81
Hardware
hf.co/Edge-Quant/N… zai-org/glm-4.7-fl…
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… zai-org/glm-4.7-fl…
Tokens/sec43.5102.9
First chunk225 ms5 ms
TTFT30.0 s153 ms
Load time2.7 sN/A
Memory usage8.2 GB20.8 GB
Memory %51%68%
HW Fit Score Breakdown
hf.co/Edge-Quant/Nanbei…
Speed
50/50
TTFT
0/20
Memory
25/30
zai-org/glm-4.7-flash
Speed
50/50
TTFT
20/20
Memory
16/30
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
zai-org/glm-4.7-flash
Reasoning
13/20
Coding
19/20
Instruction
14/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
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