deepseek-coder:6.7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

Global Score

63 vs 81

Hardware Fit

98 vs 95

Quality Score

39 vs 72

Hardware

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

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-coder:7b

Tokens/sec24.122.1

TTFT251 ms285 ms

Load time0.9 s0.8 s

Memory usage12.6 GB7.6 GB

Memory %39%24%

HW Fit Score Breakdown

deepseek-coder:6.7b

Speed

38/40

TTFT

30/30

Memory

30/30

qwen2.5-coder:7b

Speed

35/40

TTFT

30/30

Memory

30/30

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-coder:7b

Reasoning

10/20

Coding

18/20

Instruction

13/20

Structured

13/15

Math

9/15

Multilingual

9/10

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

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

Run yours and compare

npx metrillm@latest bench

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