codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

Global Score

74 vs 42

Hardware Fit

91 vs 60

Quality Score

62 vs 30

Hardware

codegemma:7b qwen3:8b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedunknown

Performance

codegemma:7b qwen3:8b

Tokens/sec18.718.2

TTFT320 ms12.4 s

Load time0.8 s2.7 s

Memory usage8.7 GB9.5 GB

Memory %27%30%

HW Fit Score Breakdown

codegemma:7b

Speed

31/40

TTFT

30/30

Memory

30/30

qwen3:8b

Speed

27/40

TTFT

3/30

Memory

30/30

Quality

codegemma:7b

Reasoning

1/20

Coding

14/20

Instruction

13/20

Structured

15/15

Math

10/15

Multilingual

9/10

Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3:8b

Reasoning

9/20

Coding

0/20

Instruction

5/20

Structured

4/15

Math

3/15

Multilingual

9/10

Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Strong

View codegemma:7b details | View qwen3:8b details

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npx metrillm@latest bench

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