基于Git日志的即时软件质量分析框架

Journal of Jilin University Science Edition ›› 2022, Vol. 60 ›› Issue (1): 135-0142.

Previous Articles Next Articles

Framework of Just-in-Time Software Quality Analysis Based on Git Log

HUANG Wei¹, HUANG Xiaohua¹, ZHANG Yuan², CHEN Xiang³, QIAN Zhuzhong⁴

1. School of Computer Engineering, Nanjing Institute of Technology, Nanjing 211167, China;
2. Beijing China-Power Information Technology Co.Ltd., Beijing 102208, China; 3. School of Information Science and Technology, Nantong University, Nantong 226019, Jiangsu Province, China; 4. Department of Computer Science and Technology, Nanjing University, Nanjing 210023, China

Received:2020-11-19 Online:2022-01-26 Published:2022-01-26

Abstract

Abstract: Firstly, aiming at the problems that the existing technology could not automatically extract software repository, mark data, build quality analysis model and analyze software quality, we proposed a just-in-time quality analysis framework GIF for Python projects. Secondly, based on GIF, the top 10 most popular Python projects on GitHub were extracted and labeled, and three classical classifiers (logistic regression, naive Bayes and random forest) were used for experimental verification on the evaluation indexes of AUC and F₁ values. The experimental results show that GIF framework can identify software defects in Python projects immediately and effectively, it is an easy-to-use just-in-time software quality analysis framework.

Key words: software quality assurance, just-in-time software quality analysis, Python project, GIF framework

CLC Number:

TP311

HUANG Wei, HUANG Xiaohua, ZHANG Yuan, CHEN Xiang, QIAN Zhuzhong. Framework of Just-in-Time Software Quality Analysis Based on Git Log[J].Journal of Jilin University Science Edition, 2022, 60(1): 135-0142.

[1]	LIU Gaqiong, HAN Bin, WANG Dongsheng, YAN Xi, LI Huige. Semi Supervised Collaborative Clustering for Attribute Heterogeneous Information Networks [J]. Journal of Jilin University Science Edition, 2021, 59(6): 1445-1454.
[2]	YANG Guang, JIA Yanxin, CHEN Xiang, XU Shuyuan. Stack Overflow Question Post Classification Method Based on Deep Learning [J]. Journal of Jilin University Science Edition, 2021, 59(4): 922-928.
[3]	LI Fang, QU Yubin, CHEN Xiang, LI Long, YANG Fan. A Sentiment Analysis Method Based on Class Imbalance Learning [J]. Journal of Jilin University Science Edition, 2021, 59(4): 929-935.
[4]	QU Yubin, CHEN Xiang, LI Long. Cross-Version Software Defect Prediction Method for Relieving Class Overlap Problem [J]. Journal of Jilin University Science Edition, 2021, 59(2): 372-378.
[5]	HE Kaiqi, MA Yuxiao, ZHANG Yan, LIU Huaxiao. A Data-Based Personalized Mixed Recommendation Method for GitHub Projects [J]. Journal of Jilin University Science Edition, 2020, 58(6): 1399-1406.
[6]	HU Huangshui, ZHAO Siyuan, LIU Qingxue, WANG Chuhang, WANG Tingting. BP Neural Network PID Parameter Tuning Algorithm Based on Momentum Factor Optimized Learning Rate [J]. Journal of Jilin University Science Edition, 2020, 58(6): 1415-1420.
[7]	MU Xiangyu, FAN Yu, LI Suji, ZHANG Peng, LIU Lei. Method of Generating Metamorphic Relationship Based on Gradient Descent Algorithm [J]. Journal of Jilin University Science Edition, 2020, 58(6): 1429-1435.
[8]	WANG Yiming, CHU Jianfeng, WANG Yongjun, CHEN Yandong. Efficient Blockchain Consensus Algorithm Based on Directed Acyclic Graph [J]. Journal of Jilin University Science Edition, 2020, 58(5): 1167-1172.
[9]	LUO Jiaohuang. Distributed Algorithm of Coarse Granularity DataBased on Convolutional Neural Network [J]. Journal of Jilin University Science Edition, 2020, 58(4): 906-912.
[10]	WU Chunqiong. Characteristic Trend Reasoning Algorithm for LargeScale Data [J]. Journal of Jilin University Science Edition, 2020, 58(2): 364-370.
[11]	CHU Xi, ZHOU Zhixiang, DENG Guojun, SHAO Shuai. Improved Algorithm for Intelligent Detection ofDiscontinuous Edges of Blurred Images#br# [J]. Journal of Jilin University Science Edition, 2019, 57(04): 875-881.
[12]	LIU Liangfeng, LIU Sanyang. ynamic Fuzzy Clustering AlgorithmBased on Weighted Difference Degree [J]. Journal of Jilin University Science Edition, 2019, 57(3): 574-582.
[13]	WEI Xiaohui, XU Guowei, WANG Xingwang, XU Haixiao. Link Prediction Based on Time Series Combined\=from Node Similarities and Link Number [J]. Journal of Jilin University Science Edition, 2019, 57(3): 583-590.
[14]	LIU Jiubiao. Reverse Nearest Neighbor Clustering Method of Spatial Database [J]. Journal of Jilin University Science Edition, 2019, 57(2): 387-392.
[15]	ZHANG Shizheng. Image Restoration Algorithm Based on Displacement Hermitian Splitting [J]. Journal of Jilin University Science Edition, 2019, 57(1): 97-104.

Framework of Just-in-Time Software Quality Analysis Based on Git Log

PDF (PC)

Like

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Metrics

Comments

Recommended 0