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codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

phi4-mini

Not Rec.

Mar 1, 2026 · Apple M4

Global Score
63 vs 35
Hardware Fit
97 vs 66
Quality Score
49 vs 21

Hardware

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

Performance

codellama:7b phi4-mini
Tokens/sec23.621.8
TTFT297 ms9.6 s
Load time0.9 s3.5 s
Memory usage12.6 GB0.0 GB
Memory %39%0%

HW Fit Score Breakdown

codellama:7b

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

phi4-mini

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

Quality

codellama:7b

Reasoning
6/20
Coding
7/20
Instruction
12/20
Structured
13/15
Math
3/15
Multilingual
8/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor 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: Weak

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running