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phi4-mini

Not Rec.

Mar 1, 2026 · Apple M4

starcoder2:7b

starcoder2 · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
39 vs 44
Hardware Fit
66 vs 97
Quality Score
21 vs 8

Hardware

phi4-mini starcoder2:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

phi4-mini starcoder2:7b
Tokens/sec21.823.8
TTFT9.6 s251 ms
Load time3.5 s0.4 s
Memory usage0.0 GB6.3 GB
Memory %0%20%

HW Fit Score Breakdown

phi4-mini

Speed
31/40
TTFT
5/30
Memory
30/30

starcoder2:7b

Speed
37/40
TTFT
30/30
Memory
30/30

Quality

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: Weak

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 phi4-mini details | View starcoder2:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running