starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

spark-x2.5-4b

LM-STUDIO GGUF

spark2_5 · 4B · Q4_K_M

Good

Sep 30, 2026 · AMD Ryzen 7 4800H

Global Score

35 vs 77

Hardware Fit

97 vs 90

Quality Score

8 vs 71

Hardware

starcoder2:7b spark-x2.5-4b

MachineMacBook AirASUSTeK COMPUTER INC. ROG Strix G513IM_G513IM

CPUApple M4AMD Ryzen 7 4800H

Cores1016

RAM32 GB15 GB

GPUApple M4AMD Radeon(TM) Graphics, NVIDIA GeForce RTX 3060 Laptop GPU

OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26200

Archarm64x64

Power Modebalancedbalanced

Performance

starcoder2:7b spark-x2.5-4b

Tokens/sec23.848.9

First chunkN/A20 ms

TTFT251 ms168 ms

Load time0.4 sN/A

Memory usage6.3 GB9.4 GB

Memory %20%61%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

spark-x2.5-4b

Speed

50/50

TTFT

20/20

Memory

20/30

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

spark-x2.5-4b

Reasoning

13/20

Coding

14/20

Instruction

16/20

Structured

15/15

Math

4/15

Multilingual

9/10

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

View starcoder2:7b details | View spark-x2.5-4b 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