starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

qwen3.5:27b

OLLAMA GGUF

qwen35 · 27.8B · Q4_K_M

Not Rec.

Mar 5, 2026 · AMD RYZEN AI MAX+ 395

Global Score

35 vs 20

Hardware Fit

100 vs 37

Quality Score

7 vs 12

Hardware

starcoder2:3b qwen3.5:27b

MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperAZW GTR Pro

CPUCortex-A78AEAMD RYZEN AI MAX+ 395

Cores632

RAM7 GB125 GB

GPUIntegrated / UnknownAMD Radeon 8060S

OSUbuntu 22.04.5 LTSUbuntu 24.04.4 LTS

Archarm64x64

Power Modebalancedlow-power

Performance

starcoder2:3b qwen3.5:27b

Tokens/sec31.510.6

First chunk392 ms358 ms

TTFT392 ms13.7 s

Load time4.8 s10.8 s

Memory usage1.8 GB39.7 GB

Memory %24%32%

HW Fit Score Breakdown

starcoder2:3b

Speed

50/50

TTFT

20/20

Memory

30/30

qwen3.5:27b

Speed

9/50

TTFT

0/20

Memory

28/30

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

qwen3.5:27b

Reasoning

2/20

Coding

0/20

Instruction

2/20

Structured

0/15

Math

0/15

Multilingual

8/10

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

View starcoder2:3b details | View qwen3.5:27b 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