Automatically Generating Machine Learning Models for Software Tools That Operate on Source Code

摘要

A method includes receiving a code insight request requesting a code insight for target source code. The code insight request includes the target source code and a tool type indicator specifying that the software development tool comprises one of a code labeling type of software development tool or a code transformation type of software development tool. The method also includes obtaining a machine learning model based on the tool type indicator and generating the code insight using the machine learning model. The code insight includes one of a predicted label for the target source code when the tool type indicator specifies that the software development tool comprises the code labeling type of software development tool, or a predicted code transformation for the target source code when the tool type indicator specifies that the software development tool comprises the code transformation type of software building tool.