Hosting Multiple Graphs on JanusGraph
Bassem Naguib
Posted on March 5, 2021
Introduction
In this article, I will explain how to configure JanusGraph to host multiple graphs on the same JanusGraph instance. I will start by explaining how you can add graphs from the JanusGraph configuration files. Then I will explain how to configure JanusGraph to use the ConfiguredGraphFactory
so you can add and remove graphs dynamically without having to edit the configuration files or restart the JanusGraph server.
View the Default Graph Configuration
Out of the box, JanusGraph is configured to host only one graph. And to use the in-memory storage backend to save this graph data. Looking at this default graph configuration will help us determine what we need to do to add more graphs.
Go to the JanusGraph root folder and open the file "conf/gremlin-server/gremlin-server.yaml".
cd /opt/janusgraph-0.5.3/
vim conf/gremlin-server/gremlin-server.yaml
You will see that this configuration file has a "graphs" list containing one "graph" item.
graphs: {
graph: conf/janusgraph-inmemory.properties
}
The key "graph" is the identifier that can be used by remote clients to access this graph. And the value is a path to a properties/configuration file that specifies things like the storage backend used to save this graph data and the mixed index backend.
Next, open the file "scripts/empty-sample.groovy".
vim scripts/empty-sample.groovy
The last line in this file adds the identifier "g" and its value (the graph traversal source) to the globals map.
globals << [g : graph.traversal()]
So we should be able to use the identifiers "graph" and "g" from a remote client to access the graph and the graph traversal source respectively. Let's try this!
Start the JanusGraph server.
bin/gremlin-server.sh
And from a different terminal window start the Gremlin Console.
bin/gremlin.sh
Then connect the Gremlin Console to the Gremlin server.
gremlin> :remote connect tinkerpop.server conf/remote.yaml
==>Configured localhost/127.0.0.1:8182
gremlin> :remote console
==>All scripts will now be sent to Gremlin Server - [localhost/127.0.0.1:8182] - type ':remote console' to return to local mode
And try evaluating the identifiers "graph" and "g".
gremlin> graph
==>standardjanusgraph[inmemory:[127.0.0.1]]
gremlin> g
==>graphtraversalsource[standardjanusgraph[inmemory:[127.0.0.1]], standard]
They point to the graph and the graph traversal source just as expected.
Let's add a second graph and instruct JanusGraph to save the graph data in HBase.
Start HBase
Navigate to the HBase root folder and start the HBase server.
cd opt/hbase-2.1.5/
bin/start-hbase.sh
And start the HBase shell to see the tables that JanusGraph creates in HBase.
bin/hbase shell
You can run the list
command to see the tables that you have initially. I do not have any tables as shown in the shell output below.
hbase(main):001:0> list
TABLE
0 row(s)
Took 0.3452 seconds
=> []
Add a Graph From the Configuration
We need to create a properties file that specifies the properties of the second graph we want to create.
Navigate to the JanusGraph root folder, copy the file "conf/janusgraph-hbase.properties", then open the copy for editing.
cd /opt/janusgraph-0.5.3/
cp conf/janusgraph-hbase.properties conf/graph2-hbase.properties
vim conf/graph2-hbase.properties
I will add only one line to this properties file to specify the name of the HBase table that will be used to store the graph data.
storage.hbase.table = graph2
Now open the "conf/gremlin-server/gremlin-server.yaml" file for editing.
vim conf/gremlin-server/gremlin-server.yaml
And add a second item under "graphs". The key/identifier will be "graph2" and the value will be the path to the properties file we just created.
graphs: {
graph: conf/janusgraph-inmemory.properties,
+ graph2: conf/graph2-hbase.properties
}
Then open the file "scripts/empty-sample.groovy" for editing.
vim scripts/empty-sample.groovy
And add a new graph traversal source to the globals
map.
globals << [g : graph.traversal()]
+ globals << [g2 : graph2.traversal()]
To apply the new configuration, shutdown the JanusGraph server by pressing CTRL + c if it is already running, then start the server again.
bin/gremlin-server.sh
JanusGraph should create the HBase table for the new graph on startup. Use the HBase shell to see if this table was created successfully.
hbase(main):002:0> list
TABLE
graph2
1 row(s)
Took 0.2073 seconds
=> ["graph2"]
Now go to the Gremlin Console. Since we restarted the server, we will need to close the connection from the console then reconnect.
gremlin> :remote close
==>Removed - Gremlin Server - [localhost/127.0.0.1:8182]
gremlin> :remote connect tinkerpop.server conf/remote.yaml
==>Configured localhost/127.0.0.1:8182
gremlin> :remote console
==>All scripts will now be sent to Gremlin Server - [localhost/127.0.0.1:8182] - type ':remote console' to return to local mode
And let's test the identifiers "graph2" and "g2" to see if they are recognized.
gremlin> graph2
==>standardjanusgraph[hbase:[127.0.0.1]]
gremlin> g2
==>graphtraversalsource[standardjanusgraph[hbase:[127.0.0.1]], standard]
They are indeed recognized. So we successfully added a graph from the configuration. Which is great! But note that we had to edit the configuration files and restart the server. Depending on your use case, this may or may not be acceptable. In the next sections, I will show how to add and remove graphs dynamically without service interruptions.
Configure JanusGraph to Use the "ConfiguredGraphFactory"
The "ConfiguredGraphFactory" provides methods for dynamically managing the graphs hosted on the server. The default JanusGraph configuration does not enable the ConfiguredGraphFactory. So we need to make some changes to the configuration before we can use it.
The ConfiguredGraphFactory needs to store information about the graphs it is tracking. It uses a graph called the "Configuration Management Graph" to store this information.
We need a properties file for this configuration management graph. JanusGraph comes with two properties files that can be used for this purpose: "janusgraph-cassandra-configurationgraph.properties" and "janusgraph-cql-configurationgraph.properties". But I want to store the configuration graph in HBase. So I will create a new file "janusgraph-hbase-configurationgraph.properties" by copying one of the two files that came with JanusGraph. Then I will open the new file for editing.
cp conf/janusgraph-cql-configurationgraph.properties conf/janusgraph-hbase-configurationgraph.properties
vim conf/janusgraph-hbase-configurationgraph.properties
There is only one line that I need to change in the new properties file to set the storage backend to "hbase" instead of "cql".
- storage.backend=cql
+ storage.backend=hbase
And there are three changes that need to be made in the YAML configuration file. So let's open it for editing.
vim conf/gremlin-server/gremlin-server.yaml
The three changes are:
- Add a graph named "ConfigurationManagementGraph" under "graphs".
- Add a "graphManager" property.
- Change the value of the "channelizer" property.
- channelizer: org.apache.tinkerpop.gremlin.server.channel.WebSocketChannelizer
+ channelizer: org.janusgraph.channelizers.JanusGraphWebSocketChannelizer
+ graphManager: org.janusgraph.graphdb.management.JanusGraphManager
graphs: {
graph: conf/janusgraph-inmemory.properties,
graph2: conf/graph2-hbase.properties,
+ ConfigurationManagementGraph: conf/janusgraph-hbase-configurationgraph.properties
}
To apply the new configuration, shutdown the JanusGraph server by pressing CTRL + c if it is already running, then start it again.
bin/gremlin-server.sh
JanusGraph should create the "ConfigurationManagementGraph" on startup. Let's make sure this happened by entering the list
command in the HBase shell.
hbase(main):003:0> list
TABLE
ConfigurationManagementGraph
graph2
2 row(s)
Took 0.0848 seconds
=> ["ConfigurationManagementGraph", "graph2"]
Create a Template and Graphs Dynamically From the Client-Side
Switch to the Gremlin Console. We will need to close the old connection and reconnect because the server was restarted.
gremlin> :remote close
==>Removed - Gremlin Server - [localhost/127.0.0.1:8182]
gremlin> :remote connect tinkerpop.server conf/remote.yaml session
==>Configured localhost/127.0.0.1:8182-[be2df6ef-df68-4061-9ee0-c172e40c1d92]
gremlin> :remote console
==>All scripts will now be sent to Gremlin Server - [localhost/127.0.0.1:8182]-[be2df6ef-df68-4061-9ee0-c172e40c1d92] - type ':remote console' to return to local mode
Note than this time I connected to the server using a "sessioned connection". This is because it is much easier to build the template configuration map by sending multiple commands to the server.
The following code creates a template configuration. Then creates two graphs: "dynamic1" and "dynamic2" based on this template.
templateConfMap = new HashMap();
templateConfMap.put("storage.backend", "hbase");
templateConfMap.put("storage.hostname", "localhost");
ConfiguredGraphFactory.createTemplateConfiguration(new MapConfiguration(templateConfMap));
ConfiguredGraphFactory.create("dynamic1")
ConfiguredGraphFactory.create("dynamic2")
Creating these graphs adds the global identifiers "dynamic1" and "dynamic2" for the graph objects. And adds the global identifiers "dynamic1_traversal" and "dynamic2_traversal" for the graph traversal source objects. These identifiers enable clients to access the new graphs.
We cannot use these identifiers right now because we are using a sessioned connection that was established before the identifiers were created. So we need to disconnect from the server and reconnect to bind the new identifiers.
:remote close
:remote connect tinkerpop.server conf/remote.yaml
:remote console
Now try evaluating the new identifiers to make sure they are defined.
gremlin> dynamic1
==>standardjanusgraph[hbase:[localhost]]
gremlin> dynamic1_traversal
==>graphtraversalsource[standardjanusgraph[hbase:[localhost]], standard]
gremlin> dynamic2
==>standardjanusgraph[hbase:[localhost]]
gremlin> dynamic2_traversal
==>graphtraversalsource[standardjanusgraph[hbase:[localhost]], standard]
These identifiers will NOT be forgotten when the JanusGraph server is restarted.
Now list
the tables from the HBase shell to see the tables that JanusGraph created for the new graphs.
hbase(main):004:0> list
TABLE
ConfigurationManagementGraph
dynamic1
dynamic2
graph2
4 row(s)
Took 0.0779 seconds
=> ["ConfigurationManagementGraph", "dynamic1", "dynamic2", "graph2"]
Other Functions of the ConfiguredGraphFactory
The ConfiguredGraphFactory can be used to get the list of names of the graphs that it is tracking.
gremlin> ConfiguredGraphFactory.getGraphNames()
==>dynamic1
==>dynamic2
It can also be used to drop graphs.
gremlin> ConfiguredGraphFactory.drop('dynamic2')
==>null
gremlin> ConfiguredGraphFactory.getGraphNames()
==>dynamic1
Posted on March 5, 2021
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