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codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

gemma3:12b

gemma3 · 12.2B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

Global Score
63 vs 65
Hardware Fit
97 vs 79
Quality Score
49 vs 59

Hardware

codellama:7b gemma3:12b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedunknown

Performance

codellama:7b gemma3:12b
Tokens/sec23.612.3
TTFT297 ms656 ms
Load time0.9 s5.5 s
Memory usage12.6 GB11.0 GB
Memory %39%34%

HW Fit Score Breakdown

codellama:7b

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

gemma3:12b

Speed
19/40
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

gemma3:12b

Reasoning
14/20
Coding
0/20
Instruction
13/20
Structured
15/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

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