Mono2Micro

Tools to migrate a monolith to a microservices architecture, focusing on microservices identification, where the set of identified microservices minimizes the number of system transactions (microservices) associated with a business transaction, aiming to control introduction of relaxed consistency in the system.

Currently implemented for Spring-Boot monoliths that use FenixFramework and Spring Data ORMs.

Architecture

1. Collectors

The collectors are responsible for collecting all the necessary data from a given codebase, either with static or dynamic analysis.

2. Spring Boot Server (Backend)

The Spring Boot Server is responsible for managing all codebase information, evaluating decompositions, and recommend decompositions by generating all possible combinations to find the best parameters for each decomposition strategy.

3. Fast API Server (Scripts)

The Fast API Server is responsible for the clustering operations, and also to expose the Code2Vec model.

4. User Inteface (Frontend)

The User Interface allows the user to create codebases by submitting the collectors data to the Spring Boot Server, and create and evaluate several decompositions.

Setup

Pre-Requisites

java 8+ (java --version)
nodejs 10+ (node --version)
npm 6+ (npm --version)
python 3.5+ (python --version)
pipenv 2022.6.7 (pipenv --version)

Spring Boot Server Setup

Create the file specific.properties in backend/src/main/resources with the correct python command (example in file specific.properties.example)
Due to a limitation in SpringBoot documented in spring-projects/spring-boot#2895, .jar files cannot be generated with more than 655535 total files inside. Due to this, make sure the folder /codebases is empty before building the project.

Fast API Server Setup

cd scripts/
mkdir models
cd models
wget https://code2vec.s3.amazonaws.com/model/java-large-released-model.tar.gz
tar -xf java-large-released-model.tar.gz

Run manually

1. To run the Collectors:

cd collectors/
see README.md for each collector

2. To run the Spring Boot Server:

cd backend/
mvn clean install -DskipTests
java -Djava.security.egd=file:/dev/./urandom -jar ./target/mono2micro-0.0.1-SNAPSHOT.jar

mvn -Dmaven.test.skip=true package # If there are ContextManager issues when refreshing the context
java -jar ./target/mono2micro-0.0.1-SNAPSHOT.jar

3. To run the Fast API Server:

cd scripts/
pip install -r requirements.txt
python main.py

4. To run the Frontend:

cd frontend/
npm install --legacy-peer-deps
npm start

Run using Docker

docker-compose build
docker-compose up

Run using Docker, clean install

docker-compose build --no-cache
docker-compose up --build

Run using Docker and rebuild only backend service after changes

docker-compose build
docker-compose up -d
docker compose up --no-deps -d --build backend

Accessing Web Service

The web service can be accessed in http://localhost:3000 and the mongoDB contents in http://localhost:8081

Experimentation Data

The monolith codebases used by the spoon-callgraph, commit-collection and code2vec Collectors are available here.
The monolith representations, Access and Repository Based, for some codebases are available here.
The monolith representations, Code Embeddings generated using code2vec, for some codebased are available here.

Evaluation package

Looking for a reproducible evaluation package? It's available here.

Publications Data

License

This project is licensed under the MIT License - see the LICENSE file for details.

socialsoftware/mono2micro