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qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Good

Mar 7, 2026 · AMD Ryzen 5 5500

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
71 vs 85
Hardware Fit
56 vs 64
Quality Score
78 vs 94

Hardware

qwen3.5:9b gemma-4-31b-it-mlx
MachineSystem manufacturerMacBook Pro
CPUAMD Ryzen 5 5500Apple M4 Max
Cores1216
RAM16 GB128 GB
GPUNVIDIA GeForce RTX 3060Apple M4 Max
OSMicrosoft Windows 11 IoT Enterprise LTSC 10.0.26100macOS 26.5.2
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3.5:9b gemma-4-31b-it-mlx
Tokens/sec5.313.6
First chunk1624 ms16 ms
TTFT1.6 s558 ms
Load time4.0 s12.3 s
Memory usage7.9 GB0.0 GB
Memory %50%0%

HW Fit Score Breakdown

qwen3.5:9b

Speed
11/50
TTFT
20/20
Memory
25/30

gemma-4-31b-it-mlx

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

Quality

qwen3.5:9b

Reasoning
14/20
Coding
17/20
Instruction
12/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

gemma-4-31b-it-mlx

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View qwen3.5:9b details | View gemma-4-31b-it-mlx details

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