Follow the steps below to setup Apache PredictionIO and its dependencies. In these instructions we will assume you are in your home directory. Wherever you see /home/abc
, replace it with your own home directory.
Java
Ensure you have an appropriate Java version installed. For example:
1 2 3 4 | $ java -version java version "1.8.0_40" Java(TM) SE Runtime Environment (build 1.8.0_40-b25) Java HotSpot(TM) 64-Bit Server VM (build 25.40-b25, mixed mode) |
Download Apache PredictionIO
Download Apache PredictionIO and extract it.
1 2 3 4 5 | $ cd $ pwd /home/abc $ wget http://download.prediction.io/PredictionIO-0.14.0.tar.gz $ tar zxvf PredictionIO-0.14.0.tar.gz |
Installing Dependencies
Let us install dependencies inside a subdirectory of the Apache PredictionIO installation. By following this convention, you can use PredictionIO's default configuration as is.
1 | $ mkdir PredictionIO-0.14.0/vendors
|
Spark Setup
Apache Spark is the default processing engine for PredictionIO. Download and extract it.
1 2 | $ wget https://archive.apache.org/dist/spark/spark-2.4.0/spark-2.4.0-bin-hadoop2.7.tgz $ tar zxvfC spark-2.4.0-bin-hadoop2.7.tgz PredictionIO-0.14.0/vendors |
Elasticsearch Setup
Elasticsearch can be used as a storage backend for the meta data repository.
1 2 | $ wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-5.6.9.tar.gz $ tar zxvfC elasticsearch-5.6.9.tar.gz PredictionIO-0.14.0/vendors |
If you are not using the default setting at localhost
, you may change the following in PredictionIO-0.14.0/conf/pio-env.sh
to fit your setup.
1 2 3 | PIO_STORAGE_SOURCES_ELASTICSEARCH_TYPE=elasticsearch PIO_STORAGE_SOURCES_ELASTICSEARCH_HOSTS=localhost PIO_STORAGE_SOURCES_ELASTICSEARCH_PORTS=9300 |
HBase Setup
HBase can be used as the backend of the event data repository.
Download HBase from a mirror. Extract HBase by following the example below.
1 | $ tar zxvfC hbase-1.2.6-bin.tar.gz PredictionIO-0.14.0/vendors
|
You will need to at least add a minimal configuration to HBase to start it in standalone mode. Details can be found here. Here, we are showing a sample minimal configuration.
Edit PredictionIO-0.14.0/vendors/hbase-1.2.6/conf/hbase-site.xml
.
1 2 3 4 5 6 7 8 9 10 | <configuration> <property> <name>hbase.rootdir</name> <value>file:///home/abc/PredictionIO-0.14.0/vendors/hbase-1.2.6/data</value> </property> <property> <name>hbase.zookeeper.property.dataDir</name> <value>/home/abc/PredictionIO-0.14.0/vendors/hbase-1.2.6/zookeeper</value> </property> </configuration> |
Edit PredictionIO-0.14.0/vendors/hbase-1.2.6/conf/hbase-env.sh
to set JAVA_HOME
for the cluster. For example:
1 | export JAVA_HOME=/usr/lib/jvm/java-8-oracle/jre |
For Mac users, use this instead (change 1.8
to 1.7
if you have Java 7 installed):
1 | export JAVA_HOME=`/usr/libexec/java_home -v 1.8` |
In addition, you must set your environment variable JAVA_HOME
. For example, in /home/abc/.bashrc
add the following line:
1 | export JAVA_HOME=/usr/lib/jvm/java-8-oracle |
Start PredictionIO and Dependent Services
Simply do PredictionIO-0.14.0/bin/pio-start-all
and you should see something similar to the following:
1 2 3 4 5 6 7 | $ PredictionIO-0.14.0/bin/pio-start-all Starting Elasticsearch... Starting HBase... starting master, logging to /home/abc/PredictionIO-0.14.0/vendors/hbase-1.2.6/bin/../logs/hbase-abc-master-yourhost.local.out Waiting 10 seconds for HBase to fully initialize... Starting PredictionIO Event Server... $ |
You may use jps
to verify that you have everything started:
1 2 3 4 5 6 | $ jps -l 15344 org.apache.hadoop.hbase.master.HMaster 15409 org.apache.predictionio.tools.console.Console 15256 org.elasticsearch.bootstrap.Elasticsearch 15469 sun.tools.jps.Jps $ |
A running setup will have these up and running:
- org.apache.predictionio.tools.console.Console
- org.apache.hadoop.hbase.master.HMaster
- org.elasticsearch.bootstrap.Elasticsearch
At any time, you can run PredictionIO-0.14.0/bin/pio status
to check the status of the dependencies.
Now you have installed everything you need!
You can proceed to Choosing an Engine Template, or continue the QuickStart guide of the Engine template if you have already chosen one.