starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

lmstudio-community/gemma-4-e4b-it-qat

LM-STUDIO GGUF

gemma4 · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score

39 vs 77

Hardware Fit

100 vs 68

Quality Score

13 vs 81

Hardware

starcoder2:3b lmstudio-community…

MachineMacBook AirDocker Container

CPUApple M4Intel Gen Intel® Core™ i9-11900H

Cores1016

RAM32 GB15 GB

GPUApple M4TigerLake-H GT1 [UHD Graphics]

OSmacOS 26.3Ubuntu 26.04 LTS

Archarm64x64

Power Modebalancedperformance

Performance

starcoder2:3b lmstudio-community…

Tokens/sec49.411.4

First chunkN/A28 ms

TTFT155 ms2.2 s

Load time0.4 s6.8 s

Memory usage3.0 GB0.6 GB

Memory %9%4%

HW Fit Score Breakdown

starcoder2:3b

Speed

40/50

TTFT

30/20

Memory

30/30

lmstudio-community/gemm…

Speed

21/50

TTFT

17/20

Memory

30/30

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

lmstudio-community/gemm…

Reasoning

14/20

Coding

19/20

Instruction

15/20

Structured

15/15

Math

8/15

Multilingual

10/10

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

View starcoder2:3b details | View lmstudio-community… 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