qwen3.5-9b-mlx

LM-STUDIO MLX

qwen3_5 · 9B · 4bit

Marginal

Mar 11, 2026 · Apple M4

codegemma:7b

OLLAMA GGUF

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score

58 vs 71

Hardware Fit

68 vs 91

Quality Score

54 vs 62

Hardware

qwen3.5-9b-mlx codegemma:7b

MachineMac miniMacBook Air

CPUApple M4Apple M4

Cores1010

RAM24 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

qwen3.5-9b-mlx codegemma:7b

Tokens/sec16.718.7

First chunk23 msN/A

TTFT14.1 s320 ms

Load timeN/A0.8 s

Memory usage7.8 GB8.7 GB

Memory %33%27%

HW Fit Score Breakdown

qwen3.5-9b-mlx

Speed

36/50

TTFT

3/20

Memory

29/30

codegemma:7b

Speed

31/50

TTFT

30/20

Memory

30/30

Quality

qwen3.5-9b-mlx

Reasoning

10/20

Coding

16/20

Instruction

4/20

Structured

9/15

Math

10/15

Multilingual

5/10

Reasoning: Adequate Coding: Strong Instruction Following: Poor Structured Output: Adequate Math: Adequate Multilingual: Adequate

codegemma:7b

Reasoning

1/20

Coding

14/20

Instruction

13/20

Structured

15/15

Math

10/15

Multilingual

9/10

Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

View qwen3.5-9b-mlx details | View codegemma:7b 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