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hf.co/bloomer010/Ling-3.0-tiny-GGUF:Q8_0

OLLAMA GGUF

bailingmoe3 · 7.89B · unknown

Good

Aug 23, 2026 · Apple M1 Pro

qwen3.5-9b-mlx

LM-STUDIO MLX

qwen3_5 · 9B · 4bit

Good

Mar 12, 2026 · Apple M4 Pro

Global Score
68 vs 77
Hardware Fit
93 vs 67
Quality Score
57 vs 81

Hardware

hf.co/bloomer010/L… qwen3.5-9b-mlx
MachineMacBook ProMac mini
CPUApple M1 ProApple M4 Pro
Cores1014
RAM16 GB64 GB
GPUApple M1 ProApple M4 Pro
OSmacOS 26.6.2macOS 15.7.4
Archarm64arm64
Power Modebalancedbalanced

Performance

hf.co/bloomer010/L… qwen3.5-9b-mlx
Tokens/sec58.920.3
First chunk208 ms4216 ms
TTFT208 ms4.2 s
Load time4.4 sN/A
Memory usage8.5 GB5.6 GB
Memory %53%9%

HW Fit Score Breakdown

hf.co/bloomer010/Ling-3…

Speed
50/50
TTFT
20/20
Memory
23/30

qwen3.5-9b-mlx

Speed
29/50
TTFT
8/20
Memory
30/30

Quality

hf.co/bloomer010/Ling-3…

Reasoning
19/20
Coding
17/20
Instruction
3/20
Structured
1/15
Math
15/15
Multilingual
2/10
Reasoning: Strong Coding: Strong Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor

qwen3.5-9b-mlx

Reasoning
15/20
Coding
18/20
Instruction
16/20
Structured
14/15
Math
8/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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