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qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

phi4-mini

Not Rec.

Mar 1, 2026 · Apple M4

Global Score
70 vs 38
Hardware Fit
94 vs 64
Quality Score
54 vs 21

Hardware

qwen2.5-coder:7b phi4-mini
MachineMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen2.5-coder:7b phi4-mini
Tokens/sec21.521.7
TTFT290 ms11.9 s
Load time0.8 s3.5 s
Memory usage7.6 GB0.0 GB
Memory %24%0%

HW Fit Score Breakdown

qwen2.5-coder:7b

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

phi4-mini

Speed
31/40
TTFT
3/30
Memory
30/30

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

phi4-mini

Reasoning
11/20
Coding
0/20
Instruction
0/20
Structured
0/15
Math
5/15
Multilingual
5/10
Reasoning: Adequate Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Weak Multilingual: Adequate

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running