codegemma:7b

OLLAMA GGUF

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

qwen3.5-0.8b-mlx

LM-STUDIO MLX

qwen3_5 · 0.8B · 4bit

Marginal

Mar 3, 2026 · Apple M4

Global Score

71 vs 55

Hardware Fit

91 vs 87

Quality Score

62 vs 41

Hardware

codegemma:7b qwen3.5-0.8b-mlx

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

codegemma:7b qwen3.5-0.8b-mlx

Tokens/sec18.768.2

First chunkN/A3268 ms

TTFT320 ms3.3 s

Load time0.8 sN/A

Memory usage8.7 GB0.6 GB

Memory %27%2%

HW Fit Score Breakdown

codegemma:7b

Speed

31/50

TTFT

30/20

Memory

30/30

qwen3.5-0.8b-mlx

Speed

50/50

TTFT

13/20

Memory

24/30

Quality

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

qwen3.5-0.8b-mlx

Reasoning

8/20

Coding

1/20

Instruction

12/20

Structured

12/15

Math

3/15

Multilingual

5/10

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

View codegemma:7b details | View qwen3.5-0.8b-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