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codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

aya:8b

command-r · 8.0B · F16

Good

Mar 1, 2026 · Apple M4

Global Score
68 vs 70
Hardware Fit
97 vs 92
Quality Score
49 vs 55

Hardware

codellama:7b aya:8b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

codellama:7b aya:8b
Tokens/sec23.620.0
TTFT297 ms300 ms
Load time0.9 s0.9 s
Memory usage12.6 GB6.0 GB
Memory %39%19%

HW Fit Score Breakdown

codellama:7b

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

aya:8b

Speed
32/40
TTFT
30/30
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

aya:8b

Reasoning
10/20
Coding
6/20
Instruction
13/20
Structured
15/15
Math
2/15
Multilingual
9/10
Reasoning: Adequate Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

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