Archive for December, 2018

EDH/DL – NRT Cloudera Search (Apache Solr)

Posted: December 2, 2018 in Hadoop
Tags:
0

Task: to present near real-time (or batch) enterprise search platform built on the Apache Lucene project

Cloudera Search offers the following methods for indexing data at scale:

  • NRT indexing (Lily HBase NRT indexing or Flume NRT indexing)
  • batch indexing (Spark or MapReduce indexing: MapReduceIndexerTool or Lily HBase batch indexing)
cloudera_search_solr-archi

Architecture: NRT Cloudera Search

Environment:

  • Hadoop (big data) cluster: Cloudera (either an existing Cloudera infrastructure or Cloudera Quickstart VM)
  • Cloudera Search services: HBase with ZooKeeper, Key-Value Store Indexer (Lily NRT HBase indexer) and Solr; supporting services: Cloudera Manager, Hue, HDFS and YARN (with MapReduce included)
  • data ingestion: e.g. Talend Open Studio / Solr UI update (optional)
  • testing: Solr UI select / SOAP UI (optional)

Setup:
a) creating/enabling HBase table ‘Solr_Test’ with column family ‘cities1000’ and enabling replication for Lily HBase NRT indexing

hbase shell
create 'Solr_Test', 'cities1000'
alter 'Solr_Test', {NAME => 'cities1000', REPLICATION_SCOPE => 1}
enable 'Solr_Test'
cloudera_search_solr-hbase_script

Listing: HBase shell

b) creating Solr collection ‘solr_test-collection’ and schema ‘schema.xml’

solrctl instancedir --generate $HOME/solr_test-collection

download: schema.xml

solrctl instancedir --create solr_test-collection $HOME/solr_test-collection
solrctl collection --create solr_test-collection
cloudera_search_solr-solr_script

Listing: Solr shell

c) creating Lily HBase configuration files: ‘morphlines.conf’ and ‘morphline-hbase-mapper.xml’ and adding indexer
download: morphlines.conf
download: morphline-hbase-mapper.xml

hbase-indexer add-indexer \
--name SolrTestIndexer \
--indexer-conf $HOME/solr_test-collection/conf/morphline-hbase-mapper.xml \
--connection-param solr.collection=solr_test-collection \
--zookeeper quickstart.cloudera:2181
cloudera_search_solr-lily_script

Listing: HBase indexer

hbase-indexer list-indexers
cloudera_search_solr-lily_running

Listing: HBase indexers

d) additional settings
URL: http://quickstart.cloudera:7180

Key-Value Store Indexer -> “logging”
log4j.logger.org.kitesdk.morphline=TRACE
log4j.logger.com.ngdata=TRACE

cloudera_search_solr-lily_logging

Lily: logging setting

Cloudera Manager -> Clusters -> Key-Value Store Indexer -> Configuration
Java Heap Size of Lily HBase Indexer in Bytes -> 50 MB -> e.g. 1 GB (based on the input)

cloudera_search_solr-lily_heapsize

Lily: heap size setting

Cloudera Manager -> Clusters -> HBase -> Configuration
Java Heap Size of HBase Master in Bytes -> 50 MB -> e.g. 1 GB (based on the input)

cloudera_search_solr-hbase_heapsize_master

HBase: heap size master setting

Java Heap Size of HBase RegionServer in Bytes -> 50 MB -> e.g. 1 GB (based on the input)

cloudera_search_solr-hbase_heapsize_region

HBase: heap size region setting

e) verifying that the indexer works
URL: http://quickstart.cloudera:8983

cloudera_search_solr-solr_output_empty

Solr: indexer (empty)

Note: HBase indexer log file: /var/log/hbase-solr/ lily-hbase-indexer*.log.out

f) data ingest

cloudera_search_solr-talend_loading

Talend: data ingestion

cloudera_search_solr-hbase_data

Hue -> HBase: ingested data

Optional Solr data ingest in form (note: not related to HBase part!):
http://quickstart.cloudera:8983/solr/solr_test-collection_shard1_replica1/update/csv?commit=true&separator=%09&fieldnames=id,name
,,alternative_names,latitude,longitude,,,countrycode,,,,,,population,elevation,,timezone,lastupdate&stream.file
=/home/cloudera/solr_test-collection/cities1000.txt&overwrite=true&stream.contentType=text/plain;charset=utf-8

g) testing
URL: http://quickstart.cloudera:8983

At this point, if you run data ingestion (e.g. via job in Talend), in a matter of few seconds (i.e. near real-time), you will receive new data as result to query in Solr.

cloudera_search_solr-solr_output_full

Solr: indexed data (documents)

cloudera_search_solr-solr_output_query

Solr: query result

Field q (in query) accepts format field:value and accepts wildcard symbols.

{
  "responseHeader": {
    "status": 0,
    "QTime": 1,
    "params": {
      "indent": "true",
      "q": "name:Botta*",
      "_": "1544275090709",
      "wt": "json"
    }
  },
  "response": {
    "numFound": 2,
    "start": 0,
    "docs": [
      {
        "countrycode": "IT",
        "alternative_names": "Bottanuco",
        "elevation": "222",
        "id": "3181668",
        "lastupdate": "2014-04-13",
        "timezone": "Europe/Rome",
        "name": "Bottanuco",
        "longitude": "9.50903",
        "latitude": "45.63931",
        "population": "5121",
        "_version_": 1619289130669179000
      },
      {
        "countrycode": "IT",
        "alternative_names": "Botta",
        "elevation": "",
        "id": "9036161",
        "lastupdate": "2014-05-20",
        "timezone": "Europe/Rome",
        "name": "Botta",
        "longitude": "9.53257",
        "latitude": "45.83222",
        "population": "751",
        "_version_": 1619289135325905000
      }
    ]
  }
}

Optional SOAP UI REST: http://quickstart.cloudera:8983/solr/solr_test-collection_shard1_replica1/select?q=name%3ABotta~&sort=score+desc%2C+name+asc&rows=6&fl=name%2C+score&wt=xml&indent=true

cloudera_search_solr-soapui_fuzzy

SOAP UI: REST query result

Abbreviations

  • EDH: enterprise data hub
  • DL: data lake
  • NRT: near real-time

Sources

References

Advertisement