codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

vicuna:7b

llama · 7B · Q4_0

Marginal

Mar 1, 2026 · Apple M4

Global Score

71 vs 59

Hardware Fit

91 vs 97

Quality Score

62 vs 43

Hardware

codegemma:7b vicuna:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

codegemma:7b vicuna:7b

Tokens/sec18.723.4

TTFT320 ms242 ms

Load time0.8 s0.4 s

Memory usage8.7 GB5.8 GB

Memory %27%18%

HW Fit Score Breakdown

codegemma:7b

Speed

31/40

TTFT

30/30

Memory

30/30

vicuna:7b

Speed

37/40

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

vicuna:7b

Reasoning

8/20

Coding

4/20

Instruction

10/20

Structured

12/15

Math

2/15

Multilingual

7/10

Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

View codegemma:7b details | View vicuna:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running