codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score

74 vs 77

Hardware Fit

91 vs 93

Quality Score

62 vs 67

Hardware

codegemma:7b llama3.1:8b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

codegemma:7b llama3.1:8b

Tokens/sec18.720.3

TTFT320 ms315 ms

Load time0.8 s1.1 s

Memory usage8.7 GB10.4 GB

Memory %27%33%

HW Fit Score Breakdown

codegemma:7b

Speed

31/40

TTFT

30/30

Memory

30/30

llama3.1:8b

Speed

33/40

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

llama3.1:8b

Reasoning

12/20

Coding

15/20

Instruction

13/20

Structured

13/15

Math

4/15

Multilingual

10/10

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

View codegemma:7b details | View llama3.1:8b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running