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qwen3:0.6b

qwen3 · 751.63M · Q4_K_M

Good

Mar 2, 2026 · Apple M4

starcoder2:7b

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
73 vs 35
Hardware Fit
100 vs 97
Quality Score
62 vs 8

Hardware

qwen3:0.6b starcoder2:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen3:0.6b starcoder2:7b
Tokens/sec145.223.8
TTFT1.4 s251 ms
Load time0.7 s0.4 s
Memory usage4.1 GB6.3 GB
Memory %13%20%

HW Fit Score Breakdown

qwen3:0.6b

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

starcoder2:7b

Speed
37/40
TTFT
30/30
Memory
30/30

Quality

qwen3:0.6b

Reasoning
14/20
Coding
3/20
Instruction
11/20
Structured
13/15
Math
13/15
Multilingual
8/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running