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qwen3.5-9b

LM-STUDIO GGUF

qwen35 · 9B · Q4_K_S

Not Rec.

Mar 14, 2026 · Apple M4

llama3.2:1b

OLLAMA GGUF

llama · 1.2B · Q8_0

Good

Mar 5, 2026 · AMD Ryzen 9 8945HS

Global Score
72 vs 62
Hardware Fit
51 vs 91
Quality Score
81 vs 50

Hardware

qwen3.5-9b llama3.2:1b
MachineMacBook AirASUSTeK COMPUTER INC. ROG Zephyrus G14 GA403UV_GA403UV
CPUApple M4AMD Ryzen 9 8945HS
Cores1016
RAM32 GB15 GB
GPUApple M4NVIDIA GeForce RTX 4060 Laptop GPU, AMD Radeon 780M Graphics
OSmacOS 26.3Microsoft Windows 11 Home 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

qwen3.5-9b llama3.2:1b
Tokens/sec14.4170.2
First chunk4 ms142 ms
TTFT824 ms142 ms
Load timeN/A3.2 s
Memory usage48.3 GB1.6 GB
Memory %151%11%

HW Fit Score Breakdown

qwen3.5-9b

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

llama3.2:1b

Speed
50/50
TTFT
20/20
Memory
21/30

Quality

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

llama3.2:1b

Reasoning
4/20
Coding
13/20
Instruction
14/20
Structured
13/15
Math
0/15
Multilingual
6/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

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