starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

gemma3:4b

gemma3 · 4.3B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

Global Score

39 vs 80

Hardware Fit

100 vs 100

Quality Score

13 vs 71

Hardware

starcoder2:3b gemma3:4b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:3b gemma3:4b

Tokens/sec49.434.6

TTFT155 ms303 ms

Load time0.4 s1.2 s

Memory usage3.0 GB4.6 GB

Memory %9%14%

HW Fit Score Breakdown

starcoder2:3b

Speed

40/40

TTFT

30/30

Memory

30/30

gemma3:4b

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

gemma3:4b

Reasoning

11/20

Coding

17/20

Instruction

14/20

Structured

14/15

Math

5/15

Multilingual

10/10

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

View starcoder2:3b details | View gemma3:4b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running