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google/gemma-3-12b

gemma3 · 12B · 4bit

Good

Mar 3, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
77 vs 71
Hardware Fit
72 vs 91
Quality Score
79 vs 62

Hardware

google/gemma-3-12b codegemma:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

google/gemma-3-12b codegemma:7b
Tokens/sec7.918.7
TTFT1.8 s320 ms
Load time0.0 s0.8 s
Memory usage0.0 GB8.7 GB
Memory %0%27%

HW Fit Score Breakdown

google/gemma-3-12b

Speed
14/40
TTFT
28/30
Memory
30/30

codegemma:7b

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

Quality

google/gemma-3-12b

Reasoning
13/20
Coding
19/20
Instruction
14/20
Structured
15/15
Math
8/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

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

Run yours and compare

npx metrillm@latest bench

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