aya:8b

command-r · 8.0B · F16

Good

Mar 1, 2026 · Apple M4

qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

Global Score

70 vs 70

Hardware Fit

92 vs 94

Quality Score

55 vs 54

Hardware

aya:8b qwen2.5-coder: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 qwen2.5-coder:7b

Tokens/sec20.021.5

TTFT300 ms290 ms

Load time0.9 s0.8 s

Memory usage6.0 GB7.6 GB

Memory %19%24%

HW Fit Score Breakdown

aya:8b

Speed

32/40

TTFT

30/30

Memory

30/30

qwen2.5-coder:7b

Speed

34/40

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

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

View aya:8b details | View qwen2.5-coder:7b details

Run yours and compare

npx metrillm@latest bench

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