GeoMesa NiFi Quick Start¶
This tutorial provides an example implementation for using GeoMesa with NiFi. This walk-through will guide you in setting up the components required for ingesting GDELT files into GeoMesa running on Accumulo.
Prerequisites¶
Before you begin, you must have the following:
- an instance of Accumulo 1.7 or 1.8 running on Hadoop 2.2 or better
- an Accumulo user that has both create-table and write permissions
- the GeoMesa Accumulo distributed runtime installed for your Accumulo instance
- a local copy of the Java JDK 8
- Apache Maven installed
- an instance of Apache NiFi 0.4.1 or better
- (Optional) an installation of GeoServer with the GeoMesa Accumulo GeoServer plugin to visualize the ingested data.
- a GitHub client installed
About this Tutorial¶
This quick start operates by reading CSV files from the local filesystem, and writing them to Accumulo using the PutGeoMesaAccumulo processor.
Obtain GDELT data¶
In this tutorial we will be ingesting GDELT data. If you already have some GDELT data downloaded, then you may skip this section.
The GDELT Event database provides a comprehensive time- and location-indexed archive of events reported in broadcast, print, and web news media worldwide from 1979 to today. You can download raw GDELT data files at http://data.gdeltproject.org/events/index.html.
GeoMesa ships with the ability to parse GDELT data, and a script for downloading it. For more details, see Global Database of Events, Language, and Tone (GDELT).
Note
GDELT is available in two different formats, the original and version 2. GeoMesa provides converters for both formats, but take note which format you download, as the converter name will differ.
Download and Build the GeoMesa NiFi project¶
Pick a reasonable directory on your machine, and run:
$ git clone https://github.com/geomesa/geomesa-nifi.git
$ cd geomesa-nifi
To build, run
$ mvn clean install
This will build several processors:
PutGeoMesaAccumulo
Ingest data into a GeoMesa Accumulo storePutGeoMesaHBase
Ingest data into a GeoMesa HBase storePutGeoMesaKafka
Ingest data into a GeoMesa Kafka storePutGeoMesaRedis
Ingest data into a GeoMesa Redis storePutGeoMesaFileSystem
Ingest data into a GeoMesa FileSystem storePutGeoTools
Ingest data into an arbitrary GeoTools storeConvertToGeoAvro
Convert data into Avro data files
This tutorial will use Accumulo, but any processor can be used with slight differences in the configuration.
Install the GeoMesa Processor¶
Install the GeoMesa NiFi Processor¶
In order to use NiFi with GeoMesa we need to first install the GeoMesa
processor. To do this simply copy the geomesa-nifi-nar-$VERSION.nar
that you just built from geomesa-nifi/geomesa-nifi-nar/target
to the
lib/
directory of you NiFi installation.
Install the SFTs and Converters¶
Additionally we need to copy the geomesa-tools_2.11-$VERSION-data.jar
from the geomesa binary distribution to the lib/
of the NiFi installation.
The geomesa-tools_2.11-$VERSION-data.jar
is located in the
dist/converters
directory of the geomesa Accumulo binary distribution. This
jar contains the SimpleFeatureType and converter definitions needed for GeoMesa to ingest the
GDELT data. You can obtain the binary distribution from GitHub,
or you may build it locally from source.
Create a NiFi Flow¶
If you are not familiar with NiFi, follow the Getting Started guide to familiarize yourself. The rest of this tutorial assumes a basic understanding of NiFi.
Create the GeoMesa processor by dragging a new processor to your flow, and selecting ‘PutGeoMesaAccumulo’. Select the processor and click the ‘configure’ button to configure it. On the properties page, fill out the following values:
- Mode:
Converter
- SftName:
gdelt
orgdelt2
(depending on what version of data you downloaded) - ConverterName:
gdelt
orgdelt2
(depending on what version of data you downloaded) - FeatureNameOverride:
gdelt
- accumulo.instance.id: the ID of your Accumulo instance
- accumulo.zookeepers: the zookeeper hosts of your Accumulo instance
- accumulo.user: an Accumulo user with create and write permissions
- accumulo.password: the password for your Accumulo user
- accumulo.catalog: the catalog table you want to ingest data into
Warning
If you have set up the GeoMesa Accumulo distributed runtime to be isolated within a namespace, as
described in Installing the Accumulo Distributed Runtime Library, the value of accumulo.catalog should include the
namespace (e.g. myNamespace.gdelt
).
Now create a ‘GetFile’ processor, and hook it up as the input to the GeoMesa processor.
Once both processors are configured, you can start them through the NiFi UI.
Ingest the Data¶
Assuming you have configured your NiFi flow with a ‘GetFile’ processor, you can ingest data by copying the GDELT data you downloaded into the processor’s configured input path. Note that you will need to use plain files - if the files are zipped, unzip them before ingesting.
You should see the data pass through the NiFi flow and be ingested.
Visualize the Data¶
Once the data has been ingested, you can use GeoServer to visualize it on a map. Follow the instructions in the Accumulo quick-start tutorial, Visualize Data (optional).