starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

gemma4:e2b

OLLAMA GGUF

gemma4 · 5.1B · Q4_K_M

Excellent

Apr 3, 2026 · AMD RYZEN AI MAX+ 395

Global Score

35 vs 83

Hardware Fit

97 vs 100

Quality Score

8 vs 76

Hardware

starcoder2:7b gemma4:e2b

MachineMacBook AirAZW GTR Pro

CPUApple M4AMD RYZEN AI MAX+ 395

Cores1032

RAM32 GB125 GB

GPUApple M4Radeon 8060S

OSmacOS 26.3Ubuntu 24.04.4 LTS

Archarm64x64

Power Modebalancedperformance

Performance

starcoder2:7b gemma4:e2b

Tokens/sec23.888.1

First chunkN/A193 ms

TTFT251 ms193 ms

Load time0.4 s2.7 s

Memory usage6.3 GB11.2 GB

Memory %20%9%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

gemma4:e2b

Speed

50/50

TTFT

20/20

Memory

30/30

Quality

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

gemma4:e2b

Reasoning

12/20

Coding

16/20

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 starcoder2:7b details | View gemma4:e2b 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