starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

google/gemma-3-4b

LM-STUDIO MLX

gemma3 · 4B · 4bit

Good

Mar 3, 2026 · Apple M4

Global Score

35 vs 76

Hardware Fit

100 vs 100

Quality Score

7 vs 66

Hardware

starcoder2:3b google/gemma-3-4b

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 google/gemma-3-4b

Tokens/sec31.539.4

First chunk392 ms468 ms

TTFT392 ms468 ms

Load time4.8 sN/A

Memory usage1.8 GB2.8 GB

Memory %24%9%

HW Fit Score Breakdown

starcoder2:3b

Speed

50/50

TTFT

20/20

Memory

30/30

google/gemma-3-4b

Speed

50/50

TTFT

20/20

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

google/gemma-3-4b

Reasoning

10/20

Coding

17/20

Instruction

13/20

Structured

12/15

Math

4/15

Multilingual

10/10

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

View starcoder2:3b details | View google/gemma-3-4b 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