starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

gemma2:2b

gemma2 · 2.6B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score

39 vs 77

Hardware Fit

100 vs 100

Quality Score

13 vs 67

Hardware

starcoder2:3b gemma2:2b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:3b gemma2:2b

Tokens/sec49.455.1

TTFT155 ms152 ms

Load time0.4 s0.6 s

Memory usage3.0 GB2.8 GB

Memory %9%9%

HW Fit Score Breakdown

starcoder2:3b

Speed

40/40

TTFT

30/30

Memory

30/30

gemma2:2b

Speed

40/40

TTFT

30/30

Memory

30/30

Quality

starcoder2:3b

Reasoning

0/20

Coding

2/20

Instruction

5/20

Structured

2/15

Math

2/15

Multilingual

2/10

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

gemma2:2b

Reasoning

11/20

Coding

13/20

Instruction

14/20

Structured

15/15

Math

4/15

Multilingual

10/10

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

View starcoder2:3b details | View gemma2:2b details

Run yours and compare

npx metrillm@latest bench

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