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

hf.co/bartowski/ai9stars_G9v3-3B-GGUF:BF16

OLLAMA GGUF

llama · 2.99B · BF16

Good

Aug 25, 2026 · Apple M1 Pro

Global Score

52 vs 76

Hardware Fit

75 vs 92

Quality Score

42 vs 69

Hardware

hf.co/Edge-Quant/N… hf.co/bartowski/ai…

MachineMacBook ProMacBook Pro

CPUApple M1 ProApple M1 Pro

Cores1010

RAM16 GB16 GB

GPUApple M1 ProApple M1 Pro

OSmacOS 26.6.2macOS 26.6.2

Archarm64arm64

Power Modebalancedbalanced

Performance

hf.co/Edge-Quant/N… hf.co/bartowski/ai…

Tokens/sec43.529.9

First chunk225 ms105 ms

TTFT30.0 s105 ms

Load time2.7 s3.4 s

Memory usage8.2 GB8.9 GB

Memory %51%56%

HW Fit Score Breakdown

hf.co/Edge-Quant/Nanbei…

Speed

50/50

TTFT

0/20

Memory

25/30

hf.co/bartowski/ai9star…

Speed

50/50

TTFT

20/20

Memory

22/30

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

hf.co/bartowski/ai9star…

Reasoning

11/20

Coding

13/20

Instruction

12/20

Structured

15/15

Math

10/15

Multilingual

8/10

Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

View hf.co/Edge-Quant/N… details | View hf.co/bartowski/ai… details

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