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codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

mistral-nemo:12b

llama · 12.2B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
71 vs 71
Hardware Fit
91 vs 86
Quality Score
62 vs 65

Hardware

codegemma:7b mistral-nemo:12b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

codegemma:7b mistral-nemo:12b
Tokens/sec18.714.6
TTFT320 ms371 ms
Load time0.8 s1.0 s
Memory usage8.7 GB13.3 GB
Memory %27%42%

HW Fit Score Breakdown

codegemma:7b

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

mistral-nemo:12b

Speed
26/40
TTFT
30/30
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

mistral-nemo:12b

Reasoning
12/20
Coding
13/20
Instruction
11/20
Structured
15/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running