Apache SAMOA

Clone this repo:
  1. 6e6bb18 SAMOA-71: fixes concurrency issues in HorizontalAMRulesRegressor and storm tests by Maciej Grzenda · 2 years, 3 months ago master
  2. 804eac8 SAMOA-65: Apache Kafka integration components for SAMOA Fix #59 by pwawrzyniak · 2 years, 7 months ago
  3. 26c2191 SAMOA-67 : Integration of MOA instances in SAMOA by mehdidb · 2 years, 3 months ago
  4. dbc3aab SAMOA-68: Saving true and predicted labels to file Fix #61 by Maciej Grzenda · 2 years, 5 months ago
  5. 4471fe4 SAMOA-35: Add Sharding ensemble method by Gianmarco De Francisci Morales · 4 years, 4 months ago

Build Status

Apache SAMOA: Scalable Advanced Massive Online Analysis.

Apache SAMOA is a platform for mining on big data streams. It is a distributed streaming machine learning (ML) framework that contains a programing abstraction for distributed streaming ML algorithms.

Apache SAMOA enables development of new ML algorithms without dealing with the complexity of underlying streaming processing engines (SPE, such as Apache Storm and Apache S4). Apache SAMOA also provides extensibility in integrating new SPEs into the framework. These features allow Apache SAMOA users to develop distributed streaming ML algorithms once and to execute the algorithms in multiple SPEs, i.e., code the algorithms once and execute them in multiple SPEs.

Build

Storm mode

Simply clone the repository and install SAMOA.

git clone http://git.apache.org/incubator-samoa.git
cd incubator-samoa
mvn -Pstorm package

The deployable jar for SAMOA will be in target/SAMOA-Storm-0.3.0-SNAPSHOT.jar.

S4 mode

If you want to compile SAMOA for S4, you will need to install the S4 dependencies manually as explained in Executing SAMOA with Apache S4.

Once the dependencies if needed are installed, you can simply clone the repository and install SAMOA.

git clone http://git.apache.org/incubator-samoa.git
cd incubator-samoa
mvn -Ps4 package

Apex mode

Simply clone the repository and and create SAMOA with Apex package.

git clone http://git.apache.org/incubator-samoa.git
cd incubator-samoa
mvn -Papex package

Local mode

If you want to test SAMOA in a local environment, simply clone the repository and install SAMOA.

git clone http://git.apache.org/incubator-samoa.git
cd incubator-samoa
mvn package

The deployable jar for SAMOA will be in target/SAMOA-Local-0.3.0-SNAPSHOT.jar.

Documentation

The documentation is intended to give an introduction on how to use Apache SAMOA in the various possible ways. As a user you can use it to develop new algorithms and test different Distributed Stream Processing Engines.

Documentation

Javadoc

Slides

SAMOA Slides

G. De Francisci Morales, A. Bifet SAMOA: Scalable Advanced Massive Online Analysis Journal of Machine Learning Research, 16(Jan):149−153, 2015.

Apache SAMOA Developer's Guide

Contributors

List of contributors to the Apache SAMOA project

License

The use and distribution terms for this software are covered by the Apache License, Version 2.0 (http://www.apache.org/licenses/LICENSE-2.0.html).