Skip to content

ZJU-ACES-ISE/chatunitest-core

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

89 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

📣 ChatUnitest Core

logo

English | 中文

Background

Many people have tried using ChatGPT to help them with various programming tasks and have achieved good results. However, there are some issues with using ChatGPT directly. Firstly, the generated code often fails to execute correctly, leading to the famous saying "five minutes to code, two hours to debug". Secondly, it is inconvenient to integrate with existing projects as it requires manual interaction with ChatGPT and switching between different platforms. To address these problems, we have proposed the "Generate-Validate-Repair" framework and implemented a prototype. Additionally, to make it easier for everyone to use, we have developed some plugins that can be seamlessly integrated into existing development workflows.

Overview

Overview

Steps to run

0. Add our dependency to pom.xml and config

<dependency>
    <groupId>io.github.ZJU-ACES-ISE</groupId>
    <artifactId>chatunitest-core</artifactId>
    <version>1.1.0</version>
</dependency>

1. Add the following dependency to pom.xml

<dependency>
    <groupId>io.github.ZJU-ACES-ISE</groupId>
    <artifactId>chatunitest-starter</artifactId>
    <version>1.4.0</version>
    <type>pom</type>
</dependency>

Design Your Custom Prompt

1.Create a Directory Containing Your Prompt Files Using Freemarker

Refer to the examples in src/main/resources/prompt:

initial.ftl serves as the initial prompt in the basic generation process. initial_system.ftl serves as the corresponding system prompt in the basic generation process.

extra.ftl and extra_system.ftl are designed for further extensions in the pipeline (currently not in use).

repair.ftl serves as the repair prompt in the repair process.

2. Update the Template Filenames in the config.properties File

PROMPT_TEMPLATE_INIT=initial.ftl
PROMPT_TEMPLATE_EXTRA=extra.ftl
PROMPT_TEMPLATE_REPAIR=repair.ftl

3. To Use an Extra Template, Extend the MethodRunner and Override the startRounds Method

Refer to the example in ChatTester Github Repository.

📧 Contact us

If you have any questions, please feel free to contact us via email. The email addresses of the authors are as follows:

  1. Corresponding author: zjuzhichen AT zju.edu.cn
  2. Author: yh_ch AT zju.edu.cn, xiezhuokui AT zju.edu.cn