qwen2.5-coder-7b-instruct-mlx

LM-STUDIO MLX

qwen2 · 7B · 4bit

Good

Mar 3, 2026 · Apple M4

maternion/ling-3.0-tiny:8b

OLLAMA GGUF

bailingmoe3 · 7.9B · Q4_K_M

Good

Aug 26, 2026 · Apple M1 Pro

Global Score

79 vs 68

Hardware Fit

92 vs 98

Quality Score

73 vs 55

Hardware

qwen2.5-coder-7b-i… maternion/ling-3.0…

MachineMacBook AirMacBook Pro

CPUApple M4Apple M1 Pro

Cores1010

RAM32 GB16 GB

GPUApple M4Apple M1 Pro

OSmacOS 26.3macOS 26.6.2

Archarm64arm64

Power Modebalancedbalanced

Performance

qwen2.5-coder-7b-i… maternion/ling-3.0…

Tokens/sec22.572.1

First chunk529 ms175 ms

TTFT529 ms175 ms

Load timeN/A3.6 s

Memory usage4.0 GB5.9 GB

Memory %13%37%

HW Fit Score Breakdown

qwen2.5-coder-7b-instru…

Speed

44/50

TTFT

20/20

Memory

28/30

maternion/ling-3.0-tiny…

Speed

50/50

TTFT

20/20

Memory

28/30

Quality

qwen2.5-coder-7b-instru…

Reasoning

10/20

Coding

18/20

Instruction

14/20

Structured

13/15

Math

9/15

Multilingual

9/10

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

maternion/ling-3.0-tiny…

Reasoning

19/20

Coding

17/20

Instruction

3/20

Structured

0/15

Math

15/15

Multilingual

1/10

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

View qwen2.5-coder-7b-i… details | View maternion/ling-3.0… 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