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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 GGUF

qwen35 · 9B · Q4_K_S

Not Rec.

Mar 14, 2026 · Apple M4

Global Score
68 vs 72
Hardware Fit
93 vs 51
Quality Score
57 vs 81

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/sec58.914.4
First chunk208 ms4 ms
TTFT208 ms824 ms
Load time4.4 sN/A
Memory usage8.5 GB48.3 GB
Memory %53%151%

HW Fit Score Breakdown

hf.co/bloomer010/Ling-3…

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

qwen3.5-9b

Speed
31/50
TTFT
20/20
Memory
0/30

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
16/20
Coding
15/20
Instruction
16/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Strong 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