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qwen3.5:9b-mlx

OLLAMA GGUF

nvfp4

Marginal

Aug 26, 2026 · Apple M1 Pro

qwen3.8-9b-heretic-uncensored-nvfp4

LM-STUDIO GGUF

qwen35 · 9B · Q8_0

Excellent

Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
54 vs 82
Hardware Fit
81 vs 100
Quality Score
43 vs 74

Hardware

qwen3.5:9b-mlx qwen3.8-9b-heretic…
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M1 ProAMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M1 ProNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.6.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

qwen3.5:9b-mlx qwen3.8-9b-heretic…
Tokens/sec25.2130.1
First chunk341 ms20 ms
TTFT6.3 s99 ms
Load time3.4 sN/A
Memory usage8.4 GB6.5 GB
Memory %52%21%

HW Fit Score Breakdown

qwen3.5:9b-mlx

Speed
50/50
TTFT
7/20
Memory
24/30

qwen3.8-9b-heretic-unce…

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

Quality

qwen3.5:9b-mlx

Reasoning
14/20
Coding
2/20
Instruction
4/20
Structured
4/15
Math
10/15
Multilingual
9/10
Reasoning: Adequate Coding: Poor Instruction Following: Poor Structured Output: Weak Math: Adequate Multilingual: Strong

qwen3.8-9b-heretic-unce…

Reasoning
14/20
Coding
14/20
Instruction
13/20
Structured
14/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate 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