Giter VIP home page Giter VIP logo

dart's Introduction

DART: A Scalable and Adaptive Edge Stream Processing Engine

Many Internet of Things (IoT) applications are time-critical and dynamically changing. However, traditional data processing systems (e.g., stream processing systems, cloud-based IoT data processing systems, wide-area data analytics systems) are not well-suited for these IoT applications. These systems often do not scale well with a large number of concurrently running IoT applications, do not support low-latency processing under limited computing resources, and do not adapt to the level of heterogeneity and dynamicity commonly present at edge environments. This suggests a need for a new edge stream processing system that advances the stream processing paradigm to achieve efficiency and flexibility under the constraints presented by edge computing architectures.

We present Dart, a scalable and adaptive edge stream processing engine that enables fast processing of a large number of concurrent running IoT applications’ queries in dynamic edge environments. The novelty of our work is the introduction of a dynamic dataflow abstraction by leveraging distributed hash table (DHT) based peer-to-peer (P2P) overlay networks, which can automatically place, chain, and scale stream operators to reduce query latency, adapt to edge dynamics, and recover from failures.

Below jar parckages are required to perform the routing and failover, which are based on free pastry.

Failure recovery is configrable based on requirments. The experiments were performed based on stream processing engine of Apache Flume.

FreePastry-2.1.jar

JavaReedSolomon-master.main.jar

mongo-java-driver-3.11.0.jar

xmlpull_1_1_3_4a.jar

xpp3-1.1.1.3.4d_b2.jar

DEBS 2015 Grand Challenge of Distributed Event input data can be accessed from this respository.

To perform a scheduler routing request a sample command is as below:

Usage: 
java [-cp FreePastry-<version>.jar] forwarding.DistTutorial localbindport bootIP bootPort numNodes
example java DistTutorial 9001 localhost 9001 10000

dart's People

Contributors

lpcclown avatar elveslab avatar

Stargazers

 avatar Jiaqi Jin avatar weew12 avatar  avatar  avatar 聂世强 avatar  avatar Zihuatanejo avatar  avatar Cloud_F96 avatar Dilma Da Silva avatar

Watchers

Dilma Da Silva avatar  avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.