codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

starling-lm:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score

65 vs 68

Hardware Fit

91 vs 97

Quality Score

48 vs 49

Hardware

codegemma:7b starling-lm: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 starling-lm:7b

Tokens/sec19.223.7

TTFT316 ms234 ms

Load time0.1 s0.4 s

Memory usage8.7 GB5.3 GB

Memory %27%17%

HW Fit Score Breakdown

codegemma:7b

Speed

31/40

TTFT

30/30

Memory

30/30

starling-lm:7b

Speed

37/40

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

starling-lm:7b

Reasoning

11/20

Coding

13/20

Instruction

6/20

Structured

3/15

Math

8/15

Multilingual

8/10

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

View codegemma:7b details | View starling-lm:7b details

Run yours and compare

npx metrillm@latest bench

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