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aya:8b

command-r · 8.0B · F16

Good

Mar 1, 2026 · Apple M4

vicuna:7b

llama · 7B · Q4_0

Marginal

Mar 1, 2026 · Apple M4

Global Score
66 vs 59
Hardware Fit
92 vs 97
Quality Score
55 vs 43

Hardware

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

Performance

aya:8b vicuna:7b
Tokens/sec20.023.4
TTFT300 ms242 ms
Load time0.9 s0.4 s
Memory usage6.0 GB5.8 GB
Memory %19%18%

HW Fit Score Breakdown

aya:8b

Speed
32/40
TTFT
30/30
Memory
30/30

vicuna:7b

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

Quality

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

vicuna:7b

Reasoning
8/20
Coding
4/20
Instruction
10/20
Structured
12/15
Math
2/15
Multilingual
7/10
Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

Run yours and compare

npx metrillm@latest bench

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