starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

qwen3.8-27b-uncensored-hauhaucs-aggressive-mtp

LM-STUDIO GGUF

qwen35 · 27B

Good

Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor

Global Score

39 vs 78

Hardware Fit

100 vs 56

Quality Score

13 vs 87

Hardware

starcoder2:3b qwen3.8-27b-uncens…

MachineMacBook AirSystem manufacturer

CPUApple M4AMD Ryzen 7 5800X 8-Core Processor

Cores1016

RAM32 GB31 GB

GPUApple M4Navi 44 [Radeon RX 9060 XT]

OSmacOS 26.3Ubuntu 26.04.1 LTS

Archarm64x64

Power Modebalancedperformance

Performance

starcoder2:3b qwen3.8-27b-uncens…

Tokens/sec49.47.0

First chunkN/A19 ms

TTFT155 ms1.2 s

Load time0.4 sN/A

Memory usage3.0 GB15.6 GB

Memory %9%50%

HW Fit Score Breakdown

starcoder2:3b

Speed

40/50

TTFT

30/20

Memory

30/30

qwen3.8-27b-uncensored-…

Speed

11/50

TTFT

20/20

Memory

25/30

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

qwen3.8-27b-uncensored-…

Reasoning

17/20

Coding

19/20

Instruction

15/20

Structured

15/15

Math

11/15

Multilingual

10/10

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

View starcoder2:3b details | View qwen3.8-27b-uncens… 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