Need help with samoa?
Click the “chat” button below for chat support from the developer who created it, or find similar developers for support.

About the developer

YahooArchive
422 Stars 82 Forks Apache License 2.0 314 Commits 1 Opened issues

Description

SAMOA (Scalable Advanced Massive Online Analysis) is an open-source platform for mining big data streams.

Services available

!
?

Need anything else?

Contributors list

# 146,744
scikit-...
streami...
Scala
Jupyter...
36 commits
# 407,283
Java
Shell
34 commits
# 280,980
Shell
Databas...
Perl
HTML
6 commits
# 60,295
Scala
Perl
clouder...
kafka
3 commits
# 654,056
Java
Shell
2 commits

Build Status

SAMOA: Scalable Advanced
Massive Online Analysis.

This repository is discontinued. The development of SAMOA has moved over to the Apache Software Foundation. Please subscribe to the dev mailing list to participate in the development, and use Jira to report bugs and propose new features. The new repository is mirrored on GitHub.

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.

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). SAMOA also provides extensibility in integrating new SPEs into the framework. These features allow 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.

bash
git clone [email protected]:yahoo/samoa.git
cd samoa
mvn -Pstorm package

The deployable jar for SAMOA will be in

target/SAMOA-Storm-0.0.1-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 [email protected]:yahoo/samoa.git
cd samoa
mvn -Ps4 package

Local mode

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

git clone [email protected]:yahoo/samoa.git
cd samoa
mvn package

The deployable jar for SAMOA will be in

target/SAMOA-Local-0.0.1-SNAPSHOT.jar
.

Slides

SAMOA Slides

G. De Francisci Morales SAMOA: A Platform for Mining Big Data Streams Keynote Talk at RAMSS ’13: 2nd International Workshop on Real-Time Analysis and Mining of Social Streams WWW, Rio De Janeiro, 2013.

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).

We use cookies. If you continue to browse the site, you agree to the use of cookies. For more information on our use of cookies please see our Privacy Policy.