starcoder2:7b

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

qwen2.5:3b

qwen2 · 3.1B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score

35 vs 77

Hardware Fit

97 vs 100

Quality Score

8 vs 67

Hardware

starcoder2:7b qwen2.5:3b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:7b qwen2.5:3b

Tokens/sec23.847.2

TTFT251 ms168 ms

Load time0.4 s0.5 s

Memory usage6.3 GB4.0 GB

Memory %20%13%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/40

TTFT

30/30

Memory

30/30

qwen2.5:3b

Speed

40/40

TTFT

30/30

Memory

30/30

Quality

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

qwen2.5:3b

Reasoning

12/20

Coding

14/20

Instruction

12/20

Structured

15/15

Math

5/15

Multilingual

9/10

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

View starcoder2:7b details | View qwen2.5:3b details

Run yours and compare

npx metrillm@latest bench

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