code2vec 是一种将代码转换为向量的技术,通过将源代码映射为连续的向量表示,使得计算机可以更容易地理解和分析代码。code2vec 技术可以为程序员提供一种全新的编程方式,帮助他们更高效地完成编程任务。 二、code2vec 实现原理 code2vec 的实现原理主要基于深度学习技术。它通过训练神经网络,将源代码映射为连续的向量表示。具体
The results we obtained in a challenging source code classification task suggest that, compared to code2vec, the RNN-based paths representation can produce a better embedding model with fewer training parameters.doi:10.1016/j.cose.2023.103322Sun X.Liu C.Dong W.Liu T.Computers & Security...
python3 code2vec.py --load models/java14_model/saved_model_iter8.release --test data/java14m/java14m.test.c2v While evaluating, a file named "log.txt" is written with each test example name and the model's prediction. Step 4: Manual examination of a trained model ...
This input is defined as {wO,1 , ... , wO,C }, where C is the word window size that you define. For example, the input could be: {"I","drove","my","to","school"} 1.6.2 Outputs The output of the neural network will be wi. Hence you can think of the task as "predictin...
摘要: Code embedding, as an emerging paradigm for source code analysis, has attracted much attention over the past few years. It aims to represent code semantics through distributed vector representation...关键词:Flow2Vec asymmetric transitivity code embedding value-flows ...
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Code2Vec has emerged as a powerful tool for analyzing source code by leveraging distributed representations. Code2Vec has demonstrated substantial capabilities in capturing semantic information from source code; however, its sensitivity to variable names has been identified as a significant limitation. ...
The aim of this paper is to present a new classification and regression algorithm based on Artificial Intelligence. The main feature of this algorithm, which will be called Code2Vect, is the nature of the data to treat: qualitative or quantitative and continuous or discrete. Contrary to other...
In this work, we elaborate upon a state-of-the-art approach for source code representation, which uses information about its syntactic structure, and we extend it to represent source code changes (i.e., commits). We use this representation to tackle an industrial-relevant task: the ...
Pip Vecv1001 Design Criteria And Purchasing Requirements For Vessels Asme Code Section 8, Divisions 1 And 2