Back to leaderboard

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 2, 2026 · Apple M4

Global Score
71 vs 47
Hardware Fit
91 vs 67
Quality Score
62 vs 38

Hardware

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

Performance

codegemma:7b qwen3:8b
Tokens/sec18.718.7
TTFT320 ms12.1 s
Load time0.8 s1.2 s
Memory usage8.7 GB9.5 GB
Memory %27%30%

HW Fit Score Breakdown

codegemma:7b

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

qwen3:8b

Speed
31/40
TTFT
6/30
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

qwen3:8b

Reasoning
5/20
Coding
5/20
Instruction
4/20
Structured
12/15
Math
2/15
Multilingual
10/10
Reasoning: Weak Coding: Weak Instruction Following: Poor Structured Output: Strong Math: Poor Multilingual: Strong
View codegemma:7b details | View qwen3:8b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running