starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 2, 2026 · Apple M4

Global Score

39 vs 47

Hardware Fit

100 vs 67

Quality Score

13 vs 38

Hardware

starcoder2:3b qwen3:8b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:3b qwen3:8b

Tokens/sec49.418.7

TTFT155 ms12.1 s

Load time0.4 s1.2 s

Memory usage3.0 GB9.5 GB

Memory %9%30%

HW Fit Score Breakdown

starcoder2:3b

Speed

40/40

TTFT

30/30

Memory

30/30

qwen3:8b

Speed

31/40

TTFT

6/30

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

qwen3:8b

Reasoning

5/20

Coding

5/20

Instruction

4/20

Structured

12/15

Math

2/15

Multilingual

10/10

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

View starcoder2:3b details | View qwen3:8b details

Run yours and compare

npx metrillm@latest bench

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