== TSDR User Guide This document describes how to use HSQLDB, HBase, and Cassandra data stores to capture time series data using Time Series Data Repository (TSDR) features in OpenDaylight. This document contains configuration, administration, management, usage, and troubleshooting sections for the features. === Overview The Time Series Data Repository (TSDR) project in OpenDaylight (ODL) creates a framework for collecting, storing, querying, and maintaining time series data. TSDR provides the framework for plugging in proper data collectors to collect various time series data and store the data into TSDR Data Stores. With a common data model and generic TSDR data persistence APIs, the user can choose various data stores to be plugged into the TSDR persistence framework. Currently, three types of data stores are supported: HSQLDB relational database, HBase NoSQL database, and Cassandra NoSQL database. With the capabilities of data collection, storage, query, aggregation, and purging provided by TSDR, network administrators can leverage various data driven appliations built on top of TSDR for security risk detection, performance analysis, operational configuration optimization, traffic engineering, and network analytics with automated intelligence. === TSDR Architecture TSDR has the following major components: * Data Collection Service * Data Storage Service * TSDR Persistence Layer with data stores as plugins * TSDR Data Stores * Data Query Service * Grafana integration for time series data visualization * Data Aggregation Service * Data Purging Service The Data Collection Service handles the collection of time series data into TSDR and hands it over to the Data Storage Service. The Data Storage Service stores the data into TSDR through the TSDR Persistence Layer. The TSDR Persistence Layer provides generic Service APIs allowing various data stores to be plugged in. The Data Aggregation Service aggregates time series fine-grained raw data into course-grained roll-up data to control the size of the data. The Data Purging Service periodically purges both fine-grained raw data and course-granined aggregated data according to user-defined schedules. We have implemented The Data Collection Service, Data Storage Service, TSDR Persistence Layer, TSDR HSQLDB Data Store, TSDR HBase Data Store, and TSDR Cassandra Datastore. Among these services and components, time series data is communicated using a common TSDR data model, which is designed and implemented for the abstraction of time series data commonalities. With these functions, TSDR is able to collect the data from the data sources and store them into one of the TSDR data stores: HSQLDB Data Store, HBase Data Store or Cassandra Data Store. Besides a simple query command from Karaf console to retrieve data from the TSDR data stores, we also provided a Data Query Service for the user to use REST API to query the data from the data stores. Moreover, the user can use Grafana, which is a time series visualization tool to view the data stored in TSDR in various charting formats. === Configuring TSDR Data Stores ==== To Configure HSQLDB Data Store The HSQLDB based storage files get stored automatically in /tsdr/ directory. If you want to change the default storage location, the configuration file to change can be found in /etc directory. The filename is org.ops4j.datasource-metric.cfg. Change the last portion of the url=jdbc:hsqldb:./tsdr/metric to point to different directory. ==== To Configure HBase Data Store After installing HBase Server on the same machine as OpenDaylight, if the user accepts the default configuration of the HBase Data Store, the user can directly proceed with the installation of HBase Data Store from Karaf console. Optionally, the user can configure TSDR HBase Data Store following HBase Data Store Configuration Procedure. * HBase Data Store Configuration Steps ** Open the file etc/tsdr-persistence-hbase.peroperties under karaf distribution directory. ** Edit the following parameters: *** HBase server name *** HBase server port *** HBase client connection pool size *** HBase client write buffer size After the configuration of HBase Data Store is complete, proceed with the installation of HBase Data Store from Karaf console. * HBase Data Store Installation Steps ** Start Karaf Console ** Run the following commands from Karaf Console: feature:install odl-tsdr-hbase ==== To Configure Cassandra Data Store Currently, there's no configuration needed for Cassandra Data Store. The user can use Cassandra data store directly after installing the feature from Karaf console. Additionally separate commands have been implemented to install various data collectors. === Administering or Managing TSDR Data Stores ==== To Administer HSQLDB Data Store Once the TSDR default datastore feature (odl-tsdr-hsqldb-all) is enabled, the TSDR captured OpenFlow statistics metrics can be accessed from Karaf Console by executing the command tsdr:list wherein * = any one of the following categories FlowGroupStats, FlowMeterStats, FlowStats, FlowTableStats, PortStats, QueueStats * = to filter the list of metrics starting this timestamp * = to filter the list of metrics ending this timestamp * and are optional. * Maximum 1000 records will be displayed. ==== To Administer HBase Data Store * Using Karaf Command to retrieve data from HBase Data Store The user first need to install hbase data store from karaf console: feature:install odl-tsdr-hbase The user can retrieve the data from HBase data store using the following commands from Karaf console: tsdr:list tsdr:list Typing tab will get the context prompt of the arguments when typeing the command in Karaf console. ==== To Administer Cassandra Data Store The user first needs to install Cassandra data store from Karaf console: feature:install odl-tsdr-cassandra Then the user can retrieve the data from Cassandra data store using the following commands from Karaf console: tsdr:list tsdr:list Typing tab will get the context prompt of the arguments when typeing the command in Karaf console. === Installing TSDR Data Collectors When the user uses HSQLDB data store and installed "odl-tsdr-hsqldb-all" feature from Karaf console, besides the HSQLDB data store, OpenFlow data collector is also installed with this command. However, if the user needs to use other collectors, such as NetFlow Collector, Syslog Collector, SNMP Collector, and Controller Metrics Collector, the user needs to install them with separate commands. If the user uses HBase or Cassandra data store, no collectors will be installed when the data store is installed. Instead, the user needs to install each collector separately using feature install command from Karaf console. The following is the list of supported TSDR data collectors with the associated feature install commands: * OpenFlow Data Collector feature:install odl-tsdr-openflow-statistics-collector * SNMP Data Collector feature:install odl-tsdr-snmp-data-collector * NetFlow Data Collector feature:install odl-tsdr-netflow-statistics-collector * Syslog Data Collector feature:install odl-tsdr-syslog-collector * Controller Metrics Collector feature:install odl-tsdr-controller-metrics-collector In order to use controller metrics collector, the user needs to install Sigar library. The following is the instructions for installing Sigar library on Ubuntu: *** Install back end library by "sudo apt-get install libhyperic-sigar-java" *** Execute "export LD_LIBRARY_PATH=/usr/lib/jni/:/usr/lib:/usr/local/lib" to set the path of the JNI (you can add this to the ".bashrc" in your home directory) *** Download the file "sigar-1.6.4.jar". It might be also in your ".m2" directory under "~/.m2/resources/org/fusesource/sigar/1.6.4" *** Create the directory "org/fusesource/sigar/1.6.4" under the "system" directory in your controller home directory and place the "sigar-1.6.4.jar" there === Configuring TSDR Data Collectors * SNMP Data Collector Device Credential Configuration After installing SNMP Data Collector, a configuration file under etc/ directory of ODL distribution is generated: etc/tsdr.snmp.cfg is created. The following is a sample tsdr.snmp.cfg file: credentials=[192.168.0.2,public],[192.168.0.3,public] The above credentials indicate that TSDR SNMP Collector is going to connect to two devices. The IPAddress and Read community string of these two devices are (192.168.0.2, public), and (192.168.0.3) respectively. The user can make changes to this configuration file any time during runtime. The configuration will be picked up by TSDR in the next cycle of data collection. ==== Polling interval configuration for SNMP Collector and OpenFlow Stats Collector The default polling interval of SNMP Collector and OpenFlow Stats Collector is 30 seconds and 15 seconds respectively. The user can change the polling interval through restconf APIs at any time. The new polling interval will be picked up by TSDR in the next collection cycle. * Retrieve Polling Interval API for SNMP Collector ** URL: http://localhost:8181/restconf/config/tsdr-snmp-data-collector:TSDRSnmpDataCollectorConfig ** Verb: GET * Update Polling Interval API for SNMP Collector ** URL: http://localhost:8181/restconf/operations/tsdr-snmp-data-collector:setPollingInterval ** Verb: POST ** Content Type: application/json ** Input Payload: { "input": { "interval": "15000" } } * Retrieve Polling Interval API for OpenFlowStats Collector ** URL: http://localhost:8181/restconf/config/tsdr-openflow-statistics-collector:TSDROSCConfig ** Verb: GET * Update Polling Interval API for OpenFlowStats Collector ** URL: http://localhost:8181/restconf/operations/tsdr-openflow-statistics-collector:setPollingInterval ** Verb: POST ** Content Type: application/json ** Input Payload: { "input": { "interval": "15000" } } === Querying TSDR from REST APIs TSDR provides two REST APIs for querying data stored in TSDR data stores. * Query of TSDR Metrics ** URL: http://localhost:8181/tsdr/metrics/query ** Verb: GET ** Parameters: *** tsdrkey=[NID=][DC=][MN=][RK=] The TSDRKey format indicates the NodeID(NID), DataCategory(DC), MetricName(MN), and RecordKey(RK) of the monitored objects. For example, the following is a valid tsdrkey: [NID=openflow:1][DC=FLOWSTATS][MN=PacketCount][RK=Node:openflow:1,Table:0,Flow:3] The following is also a valid tsdrkey: tsdrkey=[NID=][DC=FLOWSTATS][MN=][RK=] In the case when the sections in the tsdrkey is empty, the query will return all the records in the TSDR data store that matches the filled tsdrkey. In the above example, the query will return all the data in FLOWSTATS data category. The query will return only the first 1000 records that match the query criteria. *** from= *** until= The following is an example curl command for querying metric data from TSDR data store: curl -G -v -H "Accept: application/json" -H "Content-Type: application/json" "http://localhost:8181/tsdr/metrics/query" --data-urlencode "tsdrkey=[NID=][DC=FLOWSTATS][MN=][RK=]" --data-urlencode "from=0" --data-urlencode "until=240000000"|more * Query of TSDR Log type of data ** URL:http://localhost:8181/tsdr/logs/query ** Verb: GET ** Parameters: *** tsdrkey=tsdrkey=[NID=][DC=][RK=] The TSDRKey format indicates the NodeID(NID), DataCategory(DC), and RecordKey(RK) of the monitored objects. For example, the following is a valid tsdrkey: [NID=openflow:1][DC=NETFLOW][RK] The query will return only the first 1000 records that match the query criteria. *** from= *** until= The following is an example curl command for querying log type of data from TSDR data store: curl -G -v -H "Accept: application/json" -H "Content-Type: application/json" "http://localhost:8181/tsdr/logs/query" --data-urlencode "tsdrkey=[NID=][DC=NETFLOW][RK=]" --data-urlencode "from=0" --data-urlencode "until=240000000"|more === Grafana integration with TSDR TSDR provides northbound integration with Grafana time series data visualization tool. All the metric type of data stored in TSDR data store can be visualized using Grafana. For the detailed instruction about how to install and configure Grafana to work with TSDR, please refer to the following link: https://wiki.opendaylight.org/view/Grafana_Integration_with_TSDR_Step-by-Step === Purging Service configuration After the data stores are installed from Karaf console, the purging service will be installed as well. A configuration file called tsdr.data.purge.cfg will be generated under etc/ directory of ODL distribution. The following is the sample default content of the tsdr.data.purge.cfg file: host=127.0.0.1 data_purge_enabled=true data_purge_time=23:59:59 data_purge_interval_in_minutes=1440 retention_time_in_hours=168 The host indicates the IPAddress of the data store. In the case when the data store is together with ODL controller, 127.0.0.1 should be the right value for the host IP. The other attributes are self-explained. The user can change those attributes at any time. The configuration change will be picked up right away by TSDR Purging service at runtime. === How to use TSDR to collect, store, and view OpenFlow Interface Statistics ==== Overview This tutorial describes an example of using TSDR to collect, store, and view one type of time series data in OpenDaylight environment. ==== Prerequisites You would need to have the following as prerequisits: * One or multiple OpenFlow enabled switches. Alternatively, you can use mininet to simulate such a switch. * Successfully installed OpenDaylight Controller. * Successfully installed HBase Data Store following TSDR HBase Data Store Installation Guide. * Connect the OpenFlow enabled switch(es) to OpenDaylight Controller. ==== Target Environment HBase data store is only supported in Linux operation system. ==== Instructions * Start OpenDaylight. * Connect OpenFlow enabled switch(es) to the controller. ** If using mininet, run the following commands from mininet command line: *** mn --topo single,3 --controller 'remote,ip=172.17.252.210,port=6653' --switch ovsk,protocols=OpenFlow13 * Install tsdr hbase feature from Karaf: ** feature:install odl-tsdr-hbase * Install OpenFlow Statistics Collector from Karaf: ** feature:install odl-tsdr-openflow-statistics-collector * run the following command from Karaf console: ** tsdr:list PORTSTATS You should be able to see the interface statistics of the switch(es) from the HBase Data Store. If there are too many rows, you can use "tsdr:list InterfaceStats|more" to view it page by page. By tabbing after "tsdr:list", you will see all the supported data categories. For example, "tsdr:list FlowStats" will output the Flow statistics data collected from the switch(es). === Troubleshooting ==== Karaf logs All TSDR features and components write logging information including information messages, warnings, errors and debug messages into karaf.log. ==== HBase and Cassandra logs For HBase and Cassandra data stores, the database level logs are written into HBase log and Cassandra logs. ** HBase log *** HBase log is under /logs/. ** Cassandra log *** Cassandra log is under {cassandra.logdir}/system.log. The default {cassandra.logdir} is /var/log/cassandra/.