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codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

qwen3.5:9b

qwen35 · 9.7B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

Global Score
74 vs 80
Hardware Fit
91 vs 81
Quality Score
62 vs 80

Hardware

codegemma:7b qwen3.5:9b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

codegemma:7b qwen3.5:9b
Tokens/sec18.711.8
TTFT320 ms523 ms
Load time0.8 s2.9 s
Memory usage8.7 GB9.1 GB
Memory %27%28%

HW Fit Score Breakdown

codegemma:7b

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

qwen3.5:9b

Speed
21/40
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

qwen3.5:9b

Reasoning
14/20
Coding
16/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running