kpredict 0.1.1

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Kpredict

Kpredict is a ptyhon library that can predict the size of the compiled vmlinux file given only a .config file using machine learning.

Usage

Kpredict is available on pip :

pip install kpredict

The straightest way to use it is to run the built-in script :

kpredict .config

Note : this module requires at elast Python 3.8 to work.

Supported versions

With the help of transfer learning, multiple versions are supported :

• 4.13
• 4.15
• 4.20
• 5.0
• 5.4
• 5.7
• 5.8

For now, the models are noly available for Linux/x86 version, using the compiler ggc version 6.3.0.

Accuracy

On version 5.8, the error rate is on average 5.2% of the real size, using Mean Absolute Percentage error, with a standard deviation of 5.63. The median is at 3.67%, meaning half the predictions are below this error rate. 97% of the predictions are below 20% error.