https://github.com/TruX-DTF/debug-method-name

Learning to Spot and Refactor Inconsistent Method Names
https://github.com/TruX-DTF/debug-method-name

Last synced: 2 months ago
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Learning to Spot and Refactor Inconsistent Method Names

• Host: GitHub
• URL: https://github.com/TruX-DTF/debug-method-name
• Owner: TruX-DTF
• Created: 2018-12-14T08:59:07.000Z (about 6 years ago)
• Default Branch: master
• Last Pushed: 2022-09-01T23:00:29.000Z (over 2 years ago)
• Last Synced: 2024-11-02T16:02:42.636Z (2 months ago)
• Language: Java
• Homepage:
• Size: 63.9 MB
• Stars: 16
• Watchers: 2
• Forks: 17
• Open Issues: 26
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome-software-engineering-research - debug-method-name-2019-ICSE - world code bases. This work will be presented at ICSE 2019. This reincluding data with . (PapersWithCode / Method Name Generation)

README

        
# debug-method-name

Description

------------

A tool of spotting and refactoring inconsistent method names learned from real-world code bases.

This work will be presented at ICSE 2019.

Requirement

------------

  - Java 1.8

  - Maven 3.3.9

  

How to run debug-method-name

-----------------------------

1. Clone the repo:

  - `git clone https://github.com/TruX-DTF/debug-method-name.git`

2. Preparing process:

  - `cd debug-method-name/simple-utils`

  - `mvn install`

  - `cd ../GitTraveller`

  - `mvn install`

  - `cd ../gumtree`

  - `mvn install -DskipTests=true`

  

3. Prepare data: clone Java repositories from GitHub.

  - `cd ../Data/JavaRepos/`

  - `./git-clone-repos.sh`

4. Prepare data: Collect the renamed methods from the commit history of Java programs.

  - `cd ../../RenamedMethodsCollector`

  - `mvn dependency:copy-dependencies`

  - `mvn package`

  - `mv target/RenamedMethodsCollector-0.0.1-SNAPSHOT.jar target/dependency`

  - `java -cp "target/dependency/*" -Xmx8g edu.lu.uni.serval.renamed.methods.Main`

  

5. Prepare data: Parse methods in Java projects.

   **Note that:** it will take **a long time and a big space** to prepare the data for this experiment, we recommend to use the data we already have to proceed the following steps.

  - `cd ../DebugMethodName`

  - `mvn dependency:copy-dependencies`

  - `mvn package`

  - `mv target/DebugMethodName-0.0.1-SNAPSHOT.jar target/dependency`

  - `java -cp "target/dependency/*" -Xmx8g edu.lu.uni.serval.MainParser `, `` is the index of a Java project in the Java project list (`repos.txt`).

  

6. Prepare data: Prepare data for deep learning of methods.	

  - `cd ../LearningModel`

  - `mvn dependency:copy-dependencies`

  - `mvn package`

  - `mv target/LearningModel-0.0.1-SNAPSHOT.jar target/dependency`

  - `java -cp "target/dependency/*" -Xmx8g edu.lu.uni.serval.dlMethods.DataPreparer` Prepare data for learning process.

  

7. Model Learning:

   **Note that:** it will take **a long time and a huge space** to finish the learning process.

  - `java -cp "target/dependency/*" -Xmx256g edu.lu.uni.serval.dlMethods.EmbedCodeTokens` Embed method body code tokens.

  - `java -cp "target/dependency/*" -Xmx1024g edu.lu.uni.serval.dlMethods.MethodBodyCodeLearner` Learn method body features with CNNs.

  - `java -cp "target/dependency/*" -Xmx1024g edu.lu.uni.serval.dlMethods.MethodNameLearner` Learn method name features with ParagraphVectors.

8. Spot and Refactor inconsistent method names:

  - `cd ../DebugMethodName`

  - `java -cp "target/dependency/*" -Xmx8g edu.lu.uni.serval.Main`