starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

qwen2.5:0.5b

qwen2 · 494.03M · Q4_K_M

Marginal

Mar 2, 2026 · Apple M4

Global Score

39 vs 57

Hardware Fit

100 vs 100

Quality Score

13 vs 39

Hardware

starcoder2:3b qwen2.5:0.5b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:3b qwen2.5:0.5b

Tokens/sec49.4165.0

TTFT155 ms81 ms

Load time0.4 s0.5 s

Memory usage3.0 GB1.7 GB

Memory %9%5%

HW Fit Score Breakdown

starcoder2:3b

Speed

40/40

TTFT

30/30

Memory

30/30

qwen2.5:0.5b

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

qwen2.5:0.5b

Reasoning

6/20

Coding

6/20

Instruction

7/20

Structured

11/15

Math

5/15

Multilingual

4/10

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

View starcoder2:3b details | View qwen2.5:0.5b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running