qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

starcoder2:7b

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score

79 vs 35

Hardware Fit

95 vs 97

Quality Score

72 vs 8

Hardware

qwen2.5-coder:7b starcoder2:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

qwen2.5-coder:7b starcoder2:7b

Tokens/sec22.123.8

TTFT285 ms251 ms

Load time0.8 s0.4 s

Memory usage7.6 GB6.3 GB

Memory %24%20%

HW Fit Score Breakdown

qwen2.5-coder:7b

Speed

35/40

TTFT

30/30

Memory

30/30

starcoder2:7b

Speed

37/40

TTFT

30/30

Memory

30/30

Quality

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

starcoder2:7b

Reasoning

0/20

Coding

1/20

Instruction

4/20

Structured

2/15

Math

0/15

Multilingual

1/10

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

View qwen2.5-coder:7b details | View starcoder2:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running