Back to leaderboard

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

gemma3:1b

gemma3 · 999.89M · Q4_K_M

Good

Feb 28, 2026 · Apple M4

Global Score
71 vs 68
Hardware Fit
91 vs 98
Quality Score
62 vs 55

Hardware

codegemma:7b gemma3:1b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedunknown

Performance

codegemma:7b gemma3:1b
Tokens/sec18.739.4
TTFT320 ms362 ms
Load time0.8 s0.3 s
Memory usage8.7 GB1.3 GB
Memory %27%4%

HW Fit Score Breakdown

codegemma:7b

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

gemma3:1b

Speed
40/40
TTFT
30/30
Memory
28/30

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

gemma3:1b

Reasoning
6/20
Coding
13/20
Instruction
15/20
Structured
12/15
Math
1/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running