PYEVOLVE: Automating Frequent Code Changes in Python ML Systems

Because of the naturalness of software and the rapid evolution of Machine Learning (ML) techniques, frequently repeated code change patterns (CPATs) occur often. They range from simple API migrations to changes involving several complex control structures such as for loops. While manually performing...

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Veröffentlicht in:	Proceedings / International Conference on Software Engineering S. 995 - 1007
Hauptverfasser:	Dilhara, Malinda, Dig, Danny, Ketkar, Ameya
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 01.05.2023
Schlagworte:	Codes Engines Machine learning Organ transplantation Program synthesis Program transformation Programming by example Python Repetitive code changes Software Software engineering Transformation by Example Transforms
ISSN:	1558-1225
Online-Zugang:	Volltext
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