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qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
42 vs 74
Hardware Fit
60 vs 91
Quality Score
30 vs 62

Hardware

qwen3:8b codegemma:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modeunknownbalanced

Performance

qwen3:8b codegemma:7b
Tokens/sec18.218.7
TTFT12.4 s320 ms
Load time2.7 s0.8 s
Memory usage9.5 GB8.7 GB
Memory %30%27%

HW Fit Score Breakdown

qwen3:8b

Speed
27/40
TTFT
3/30
Memory
30/30

codegemma:7b

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

Quality

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

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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