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qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

qwen2.5:1.5b

qwen2 · 1.5B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

Global Score
70 vs 68
Hardware Fit
94 vs 99
Quality Score
54 vs 47

Hardware

qwen2.5-coder:7b qwen2.5:1.5b
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 qwen2.5:1.5b
Tokens/sec21.581.5
TTFT290 ms119 ms
Load time0.8 s0.5 s
Memory usage7.6 GB2.6 GB
Memory %24%8%

HW Fit Score Breakdown

qwen2.5-coder:7b

Speed
34/40
TTFT
30/30
Memory
30/30

qwen2.5:1.5b

Speed
40/40
TTFT
30/30
Memory
29/30

Quality

qwen2.5-coder:7b

Reasoning
10/20
Coding
0/20
Instruction
13/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

qwen2.5:1.5b

Reasoning
8/20
Coding
0/20
Instruction
12/20
Structured
13/15
Math
6/15
Multilingual
8/10
Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running