solr at etsy - giovanni fernandez-kincade

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See conference video - http://www.lucidimagination.com/devzone/events/conferences/ApacheLuceneEurocon2011 Search at Etsy poses significant challenges. Our marketplace is filled with millions of unique, short-lived items and people trying to find them over 10 million times a day. In this session we'll discuss many of the solutions we've engineered to meet these challenges.

TRANSCRIPT

Page 1: Solr at Etsy - Giovanni Fernandez-Kincade

Solr @

Page 2: Solr at Etsy - Giovanni Fernandez-Kincade

Things I’m not going to talk about:

A/B Testingi18n

Continuos Deployment

Page 3: Solr at Etsy - Giovanni Fernandez-Kincade

AboutUs

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10+ Million Listings500 qps

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Architecture Overview

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Architecture OverviewThrift

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Architecture OverviewThrift

struct Listing { 1: i64 listing_id }

struct ListingResults { 1: i64 count, 2: list<Listing> listings }

service Search { ListingResults search(1:string query) }

Page 10: Solr at Etsy - Giovanni Fernandez-Kincade

Architecture OverviewThrift

public class Search { public interface Iface { public ListingResults search(String query) throws TException; }

Generated Java server code:

Generated PHP client code: class SearchClient implements SearchIf {

/**...**/ public function search($query) { $this->send_search($query); return $this->recv_search(); }

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Architecture OverviewThrift

• Service Encapsulation• Reduced Network Traffic

Why use Thrift?

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Architecture OverviewThrift

• Index Size• Easy to scale PK lookups

Why only return IDs?

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The Search Server

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Architecture OverviewSearch Server

• Identical Code + Hardware• Roles/Behavior controlled by Env variables• Single Java Process• Solr running as a Jetty Servlet• Thrift Servers • Smoker

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Architecture OverviewSearch Server

Master-specific processes:• Incremental Indexer• External File Field Updaters

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Load Balancing

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Load BalancingThrift TSocketPool

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Load BalancingThrift TSocketPool

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Load BalancingThrift TSocketPool

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Load BalancingServer Affinity

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Load BalancingServer Affinity Algorithm

$serversNew = array();

$numServers = count($servers); while($numServers > 0) {

// Take the first 4 chars of the md5sum of the server count // and the query, mod the available servers $key = hexdec(substr(md5($numServers . '+' . $query),0,4))%($numServers); $keySet = array_keys($servers); $serverId = $keySet[$key];

// Push the chosen server onto the new list and remove it // from the initial list array_push($serversNew, $servers[$serverId]); unset($servers[$serverId]); --$numServers;

}

[“host2”, “host3”, “host1”, “host4”]

Page 22: Solr at Etsy - Giovanni Fernandez-Kincade

Load BalancingServer Affinity Algorithm

“jewelry” [“host2”, “host3”, “host1”, “host4”]

“scarf”

$key = hexdec(substr(md5($query),0,4))

[“host2”, “host3”, “host1”, “host4”]

Page 23: Solr at Etsy - Giovanni Fernandez-Kincade

Load BalancingServer Affinity Algorithm

“jewelry” [“host2”, “host3”, “host1”, “host4”]

“scarf” [“host2”, “host1”, “host4”, “host3”]

$key = hexdec(substr(md5($numServers . '+' . $query),0,4))%(count($servers));

Page 24: Solr at Etsy - Giovanni Fernandez-Kincade

Load BalancingServer Affinity Results

2% 20%

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Load BalancingServer Affinity Caveats

• Stemming / Analysis • Be wary of query distribution

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Replication

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ReplicationThe Problem

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ReplicationThe Problem

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ReplicationMulticast Rsync?

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ReplicationMulticast Rsync?

[15:25]  <engineer> patrick: i'm gonna test multi-rsyncing some indexes from host1 to host2 and host3 in prod. I'll be watching the graphs and what not, but let me know if you see anything funky with the network[15:26]  <patrick> ok....

[15:31]  <keyur> is the site down?

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ReplicationMulticast Rsync?

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Hmm...Bit Torrent?

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ReplicationBit Torrent POCUsing BitTornado:

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ReplicationBit Torrent + Solr

Fork of TTorent: https://github.com/etsy/ttorrent

Multi-File SupportPerformance Enhancements

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ReplicationBit Torrent + Solr

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ReplicationBit Torrent + Solr

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ReplicationBit Torrent + Solr

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ReplicationBit Torrent + Solr

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Solr InterOp

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QParsers

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“writing query strings is for suckers”

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Solr InterOpQParsers

http://host:8393/solr/person/select/?q=_query_:%22{!dismax %20qf=$fqf%20v=$fnq}%22%20OR%20(_query_:%22{!dismax%20qf=$fiqf %20v=$fiq}%22%20AND%20(_query_:%22{!dismax%20qf=$lwqf%20v=$lwq} %22%20OR%20_query_:%22{!dismax%20qf=$lqf%20v=$lq}%20%22))&fnq= %22giovanni%20fernandez-kincade%22&fqf=full_name^4&fiq=giovanni&fiqf=first_name^2.0%20first_name_syn&qt=standard&lwq=fernandez-kincade*&lwqf=last_name&lq=fernandez-kincade&lqf=last_name^3

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Solr InterOpQParsers

http://host:8393/solr/person/select/?q={!personrealqp}giovanni %20fernandez-kincade

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Solr InterOpQParsers

class PersonNameRealQParser extends QParser {   public PersonNameRealQParser(String qstr, SolrParams localParams,

SolrParams params, SolrQueryRequest req) {     super(qstr, localParams, params, req);   }

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Solr InterOpQParsers

@Override  public Query parse() throws ParseException { TermQuery exactFullNameQuery = new TermQuery(new Term("full_name", qstr));    exactFullNameQuery.setBoost(4.0f);

    String[] userQueryTerms = qstr.split("\\s+");    Query firstLastQuery = null;

    if (2 == userQueryTerms.length)      firstLastQuery = parseAsFirstAndLast(userQueryTerms[0], userQueryTerms[1]);    else      firstLastQuery = parseAsFirstOrLast(userQueryTerms);

    DisjunctionMaxQuery realNameQuery = new DisjunctionMaxQuery(0);    realNameQuery.add(exactFullNameQuery);    realNameQuery.add(firstLastQuery);

    return realNameQuery;  }

Page 47: Solr at Etsy - Giovanni Fernandez-Kincade

Solr InterOpQParsersThe QParserPlugin that returns our new QParser: public class PersonNameRealQParserPlugin extends QParserPlugin {   public static final String NAME = "personrealqp";

   @Override   public void init(NamedList args) {}

   @Override   public QParser createParser(String qstr, SolrParams localParams,

SolrParams params, SolrQueryRequest req) {     return new PersonNameRealQParser(qstr, localParams, params, req);   } }

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Solr InterOpQParsers

Registering the plugin in solrconfig.xml:

<queryParser name="personrealqp" class="com.etsy.person.solr.PersonNameRealQParserPlugin" />

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Custom Stemmer

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Solr InterOpCustom Stemmer

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Solr InterOpCustom Stemmer

banded, banding, birding, bouldering, bounded, buffing, bundler, canning, carded, circled, coupler, dangler, doubler, firring, foiling, hooper, japanned, lipped, napped, papered, pebbled, pitted, pocketed, reductive, ricer, rooter, roper, seeded, shouldered, silvered, skinning, spindling, staining, stitcher,

strapped, threaded, yellowing

Page 52: Solr at Etsy - Giovanni Fernandez-Kincade

Solr InterOpCustom StemmerFirst we extend KStemmer and intercept stem calls:

public class LStemmer extends KStemmer {

/**.....**/

     @Override     String stem(String term) {         String override = overrideStemTransformations.get(term);         if(override != null) return override;         return super.stem(term);     } }

Page 53: Solr at Etsy - Giovanni Fernandez-Kincade

Solr InterOpCustom Stemmer

Then create a TokenFilter that uses the new Stemmer:

final class LStemFilter extends TokenFilter {

/**.....**/         protected LStemFilter(TokenStream input, int cacheSize) { super(input); stemmer = new LStemmer(cacheSize); }          @Override public boolean incrementToken() throws IOException { /**....**/ }

Page 54: Solr at Etsy - Giovanni Fernandez-Kincade

Solr InterOpCustom Stemmer

Create a FilterFactory that exposes it:

public class LStemFilterFactory extends BaseTokenFilterFactory { private int cacheSize = 20000;     @Override public void init(Map<String, String> args) { super.init(args);     String cacheSizeStr = args.get("cacheSize");     if (cacheSizeStr != null) {      cacheSize = Integer.parseInt(cacheSizeStr);     }   }     @Override   public TokenStream create(TokenStream in) {    return new LStemFilter(in, cacheSize);   } }

Page 55: Solr at Etsy - Giovanni Fernandez-Kincade

Solr InterOpCustom Stemmer

And finally plug it into your analysis chain:

<analyzer> <tokenizer class="solr.WhitespaceTokenizerFactory"/> <filter class="solr.ASCIIFoldingFilterFactory"/> <filter class="solr.StopFilterFactory" ignoreCase="true"

words="solr/common/conf/stopwords.txt"/> <filter class="com.etsy.solr.analysis.LStemFilterFactory" /> <filter class="solr.RemoveDuplicatesTokenFilterFactory"/> </analyzer>

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Thanks!