codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

deepseek-coder:6.7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score

65 vs 63

Hardware Fit

91 vs 98

Quality Score

48 vs 39

Hardware

codegemma:7b deepseek-coder:6.7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

codegemma:7b deepseek-coder:6.7b

Tokens/sec19.224.1

TTFT316 ms251 ms

Load time0.1 s0.9 s

Memory usage8.7 GB12.6 GB

Memory %27%39%

HW Fit Score Breakdown

codegemma:7b

Speed

31/40

TTFT

30/30

Memory

30/30

deepseek-coder:6.7b

Speed

38/40

TTFT

30/30

Memory

30/30

Quality

codegemma:7b

Reasoning

1/20

Coding

0/20

Instruction

13/20

Structured

15/15

Math

10/15

Multilingual

9/10

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

deepseek-coder:6.7b

Reasoning

4/20

Coding

14/20

Instruction

9/20

Structured

6/15

Math

1/15

Multilingual

5/10

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

View codegemma:7b details | View deepseek-coder:6.7b details

Run yours and compare

npx metrillm@latest bench

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