Enhanced code annotation automatic generation method and system

Abstract

The invention discloses an enhanced code annotation automatic generation method and system, and the method comprises the steps: extracting function keywords from an obtained code snippet, obtaining aposition vector of the code snippet according to a keyword vector formed by the function keywords, and obtaining a function vector sequence of the code snippet according to the keyword vector and theposition vector; merging the obtained bidirectional representation vector and structure vector of the code snippet, and inputting the merged bidirectional representation vector and structure vector and a function vector sequence into an encoder to obtain an intermediate vector; obtaining a vector sequence of a target annotation, inputting the vector sequence into a decoder, performing multi-head attention mechanism calculation on the vector sequence of the target annotation with the intermediate vector and the function vector sequence separately, and constructing a sequence-to-sequence neuralnetwork model; and obtaining a target code snippet, and generating a target code annotation according to the model. The model can automatically convert the given code snippets into the target annotations, so that the automation degree and quality of software development are improved.

Description

technical field [0001] The present disclosure relates to the interdisciplinary technical field of artificial intelligence and software engineering, in particular to a method and system for automatically generating enhanced code annotations. Background technique [0002] The statements in this section merely provide background information related to the present disclosure and do not necessarily constitute prior art. [0003] With the increasing complexity of the modern information environment, especially the large-scale popularization of the mobile Internet, a large number of software with complex functions have appeared, which has increased the difficulty for programmers to maintain and update iterative software. [0004] The inventors of the present disclosure have found that in the process of maintaining and updating the software, there are at least the following problems: [0005] (1) After the software is put into use, programmers need to maintain the software, remove o...

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Problems solved by technology

[0005] (1) After the software is put into use, programmers need to maintain the software, remove obstacles, make the software work normally, and expand the functions of the software to improve performance; and for a large number of software codes, if the software codes are not matched with high-quality , High-precision code comments, software maintenance will consume a lot of energy and time of programmers;

[0006] (2) The current method of code comment generation is often aimed at a specific task or requirement, but this method cannot satisfy a variety of programming methods, and cannot adapt to various software codes with different functions

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