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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

LM-STUDIO MLX

qwen3_5 · 9B · 4bit

Excellent

Mar 3, 2026 · Apple M4

Global Score
68 vs 81
Hardware Fit
94 vs 84
Quality Score
57 vs 79

Hardware

hf.co/bloomer010/L… qwen3.5-9b
MachineMacBook ProMacBook Air
CPUApple M1 ProApple M4
Cores1010
RAM16 GB32 GB
GPUApple M1 ProApple M4
OSmacOS 26.6.2macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

hf.co/bloomer010/L… qwen3.5-9b
Tokens/sec58.420.4
First chunk220 ms3034 ms
TTFT220 ms3.0 s
Load time0.0 sN/A
Memory usage8.4 GB5.6 GB
Memory %53%17%

HW Fit Score Breakdown

hf.co/bloomer010/Ling-3…

Speed
50/50
TTFT
20/20
Memory
24/30

qwen3.5-9b

Speed
41/50
TTFT
14/20
Memory
29/30

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

Reasoning
14/20
Coding
15/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View hf.co/bloomer010/L… details | View qwen3.5-9b details

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$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest