deepseek-coder:6.7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

qwen2.5-7b-instruct

LM-STUDIO MLX

qwen2 · 7B · 4bit

Excellent

Mar 3, 2026 · Apple M4

Global Score

57 vs 82

Hardware Fit

98 vs 92

Quality Score

39 vs 78

Hardware

deepseek-coder:6.7b qwen2.5-7b-instruct

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

deepseek-coder:6.7b qwen2.5-7b-instruct

Tokens/sec24.122.0

First chunkN/A477 ms

TTFT251 ms477 ms

Load time0.9 sN/A

Memory usage12.6 GB4.0 GB

Memory %39%13%

HW Fit Score Breakdown

deepseek-coder:6.7b

Speed

38/50

TTFT

30/20

Memory

30/30

qwen2.5-7b-instruct

Speed

43/50

TTFT

20/20

Memory

29/30

Quality

deepseek-coder:6.7b

Reasoning

4/20

Coding

14/20

Instruction

9/20

Structured

6/15

Math

1/15

Multilingual

5/10

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

qwen2.5-7b-instruct

Reasoning

14/20

Coding

17/20

Instruction

15/20

Structured

15/15

Math

8/15

Multilingual

9/10

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

View deepseek-coder:6.7b details | View qwen2.5-7b-instruct 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