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qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

starcoder2:3b

starcoder2 · 3B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
42 vs 48
Hardware Fit
60 vs 100
Quality Score
30 vs 13

Hardware

qwen3:8b starcoder2:3b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modeunknownbalanced

Performance

qwen3:8b starcoder2:3b
Tokens/sec18.249.4
TTFT12.4 s155 ms
Load time2.7 s0.4 s
Memory usage9.5 GB3.0 GB
Memory %30%9%

HW Fit Score Breakdown

qwen3:8b

Speed
27/40
TTFT
3/30
Memory
30/30

starcoder2:3b

Speed
40/40
TTFT
30/30
Memory
30/30

Quality

qwen3:8b

Reasoning
9/20
Coding
0/20
Instruction
5/20
Structured
4/15
Math
3/15
Multilingual
9/10
Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Strong

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

Run yours and compare

npx metrillm@latest bench

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