qwen2.5:3b

OLLAMA GGUF

qwen2 · 3.1B · Q4_K_M

Good

Jun 26, 2026 · Cortex-A78AE

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score

77 vs 35

Hardware Fit

100 vs 97

Quality Score

67 vs 8

Hardware

qwen2.5:3b starcoder2:7b

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

qwen2.5:3b starcoder2:7b

Tokens/sec21.423.8

First chunk1006 msN/A

TTFT1.0 s251 ms

Load time6.4 s0.4 s

Memory usage2.0 GB6.3 GB

Memory %27%20%

HW Fit Score Breakdown

qwen2.5:3b

Speed

50/50

TTFT

20/20

Memory

30/30

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

Quality

qwen2.5:3b

Reasoning

12/20

Coding

14/20

Instruction

11/20

Structured

15/15

Math

6/15

Multilingual

9/10

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

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