starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

qwen2.5:7b

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

Global Score

35 vs 84

Hardware Fit

100 vs 95

Quality Score

7 vs 79

Hardware

starcoder2:3b qwen2.5:7b

MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperMacBook Air

CPUCortex-A78AEApple M4

Cores610

RAM7 GB32 GB

GPUIntegrated / UnknownApple M4

OSUbuntu 22.04.5 LTSmacOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:3b qwen2.5:7b

Tokens/sec31.522.2

First chunk392 msN/A

TTFT392 ms285 ms

Load time4.8 s0.8 s

Memory usage1.8 GB7.6 GB

Memory %24%24%

HW Fit Score Breakdown

starcoder2:3b

Speed

50/50

TTFT

20/20

Memory

30/30

qwen2.5:7b

Speed

35/50

TTFT

30/20

Memory

30/30

Quality

starcoder2:3b

Reasoning

0/20

Coding

3/20

Instruction

1/20

Structured

0/15

Math

1/15

Multilingual

2/10

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

qwen2.5:7b

Reasoning

14/20

Coding

18/20

Instruction

16/20

Structured

14/15

Math

8/15

Multilingual

9/10

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

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

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest