SlideShare uma empresa Scribd logo
1 de 48
Baixar para ler offline
Modernizing WordPress
Search with Elasticsearch
Who Am I?
• My name is Taylor Lovett!
• Director of Web Engineering at 10up
• Open source community member
• WordPress core contributor
• ElasticPress team member
@tlovett12
10up is hiring!
@tlovett12
taylor.lovett@10up.com
Doesn’t WordPress have
search built-in?
WordPress Search is Rudimentary
• Only searches post title, content, and excerpt.
• Relies on MySQL and thus is slow.
• Relevancy calculations are poor and overly
simplistic.
• Not able to handle any advanced filtering.
What is Elasticsearch?
http://www.elasticsearch.org/
Elasticsearch
• Open-source search server written in Java
based on a technology called Lucene (open-
source search software by Apache).
• A standalone database server that provides a
RESTful interface to accept and store data in a
way that is optimized for search.
• Extremely scalable, performant, and reliable
Elasticsearch
• Relevant results
• Autosuggest
• Fuzzy matching
• Geographic searches
• Filterable searches
• Data weighting
• Much more
Get an Elasticsearch Server
• Very flexible and customizable. There is not
really a “one size fits all” setup. Generally, you
have two options:
• Option 1: Pay someone else to manage/host
your Elasticsearch cluster (SaaS)
• Option 2: Host your own cluster
Elasticsearch SaaS
• found.no
• qbox.io
• heroku.com
• etc…
Let’s setup our own
Elasticsearch cluster.
Elasticsearch Self-Hosted Cluster
• Make sure you have Java installed.
• Download Elasticsearch:

http://www.elasticsearch.org/downloads/1-4-2/
• Assuming you are installing on a Linux
distribution, you can easily install using DEB or
RPM packages.
Conguring Your Cluster
Install Elasticsearch on it’s own box or
VM!
Conguring Your Cluster (cont.)
• How much memory is available to the heap?

Congure your Elasticsearch heap size (~half of available RAM,
defaults to 256M min and 1G max):



ES_HEAP_SIZE=512m in /etc/default/elasticsearch
• Can the current process be swapped?

Disable process swapping for Elasticsearch:



bootstrap.mlockall: true in config/elasticsearch.yml



“Linux kernel tries to use as much memory as possible for file system caches and
swaps out unused application memory, possibly resulting in the Elasticsearch
process being swapped. Swapping is very bad for performance and for node
stability.” See: http://www.elasticsearch.org/guide/en/elasticsearch/reference/current/
setup-conguration.html.
Conguring Your Cluster (cont.)
• How much memory can the current system user acquire? 

Raise resources that system user can acquire:



In /etc/security/limits.conf:

elasticsearch - memlock unlimited



In /etc/default/elasticsearch

MAX_LOCKED_MEMORY=unlimited
• How many files can the current system user have open? 

Raise *nix file limit (65535 is ES default):



In /etc/security/limits.conf:

elasticsearch - nole 65535
Conguring Your Cluster (cont.)
• Can Elasticsearch execute dynamic scripts in
queries?

Disable dynamic scripting (potentially
dangerous and usually unnecessary)



In /etc/elasticsearch/elasticsearch.yml

script.disable_dynamic: true
Start Your Server
• Assuming you installed Elasticsearch as a
service on a Linux/Unix distribution:



sudo service elasticsearch start
Hello World!
• You should be able to view http://
yourdomainorIP:9200 and see some JSON.
• If this doesn’t work, try SSH’ing into your ES
server and doing a cURL to localhost:

curl http://localhost:9200
Cluster Health
• View http://yourdomainorIP:9200/_cluster/health



You will see something like this:

{

"cluster_name":"elasticsearch",

"status":"yellow",

"timed_out":false,

“number_of_nodes":1,

"number_of_data_nodes":1,

“active_primary_shards":5,

"active_shards":5,

"relocating_shards":0,

"initializing_shards":0,

"unassigned_shards":5

}
Cluster Health (cont.)
• “active_primary_shards”: Number of primary
(non-replica) shards that are active and available.
• shard: Every document (post) lives on a shard.
Indexes are divided into shards (5 by default).
There are primary and replica shards. Replica
shards help with failover. Shards are distributed
across nodes evenly and help with parallel
processing. A shard replica must live on a
different node than the primary.
Cluster Health (cont.)
• “cluster_name”: Elasticsearch is meant to be a
distributed search database. A cluster is one or
more nodes.
• Node: A single server on your cluster. Nodes
can be set up to store data or as master nodes.
• “number_of_nodes”: This is the number of
nodes in your cluster.
Cluster Health (cont.)
• “status”: There are three statuses possible:



Red: Not all primary shards are available



Yellow: Primary shards are available but
replicas are not.



Green: Cluster is fully operational with primary
and replica shards
Cluster Health (cont.)
• Cluster status is yellow because there is only
one node. Replica shards need to be assigned
to a different node than their primary; this is not
possible in our current setup.
• It’s good practice to create at least 2 nodes in
our production clusters.
Security
• Elasticsearch has no concept of security,
authentication, or authorization built-in.
• By default, your instance is open to the world.
Good for development, but bad for production.
Private Instance
• We can easily lock down your ES instance



In /etc/elasticsearch/elasticsearch.yml

network.host: localhost!
• Note: this will make it difficult to navigate your ES
instance in your web browser which is useful for
debugging. We can also do something like
setup a reverse proxy (using Nginx) with a
password protected endpoint to get around this.
Now that we have gone through
Elasticsearch basics, let’s talk
about integrating Elasticsearch
with WordPress.
What is ElasticPress?
https://github.com/10up/elasticpress
ElasticPress
A free 10up WordPress plugin that powers
WordPress search with Elasticsearch.
ElasticPress
• Build filterable performant queries (filter by taxonomy
term, post meta key, etc.)
• Fuzzy search post title, content, excerpt, taxonomy
terms, post meta, and authors
• Search across multiple blogs in a multi-site instance
• Results returned by relevancy. Relevancy calculations
are highly customizable.
• Very extensible and performant
ElasticPress Requirements
!
• WordPress 3.7+
• A host (not WordPress.com VIP) that either gives
SSH access or the ability to run WP-CLI
commands.
• An instance of Elasticsearch.
• WP-CLI
Installation
• Github: http://github.com/10up/elasticpress
• WordPress.org: http://wordpress.org/plugins/
elasticpress
Point to Your ES Instance
• In your wp-config.php file, add the following
where the URL is the domain or IP of your
Elasticsearch instance:



dene( 'EP_HOST', 'http://192.168.50.4:9200' );
Index Your Posts
• Just activating the plugin will do nothing. We need
to run a WP-CLI command:



wp elasticpress index --setup [--network-wide]!
• --network-wide will force indexing across all the
blogs on a network of sites in multisite. This is
required if you plan to do cross-site search. It’s
basically a shortcut so you don’t have to run the
command once with the --url parameter for each
of your blogs.
What Happens Next?
• Once ElasticPress is activated and posts are
indexed, it will integrate with WP_Query to run
queries against Elasticsearch instead of MySQL.
• WP_Query integration will only happen on
search queries (“s” parameter) or when the
ep_integrate parameter is passed.
Query Integration
new WP_Query( array(

’s’ => ‘search terms’,

‘author_name’ => ‘taylor’,

…

) );!
new WP_Query( array(

’ep_integrate’ => ‘true’,

‘author_name’ => ‘taylor’,

…

) );!
new WP_Query( array(

‘author_name’ => ‘taylor’,

…

) );
Note on Search
• We can use ElasticPress to power queries
OTHER than search! This is powerful.
Advanced Queries
• ElasticPress uses Elasticsearch to do many cool types of queries in a
performant manner. By passing special params to a WP_Query object we can:
• Search taxonomy terms
• Filter by taxonomy terms (unlimited dimensions)
• Search post meta
• Filter by post meta (unlimited dimensions)
• Search authors
• Filter by authors
• Search across blogs in multisite
• more!
Example Queries
new WP_Query( array(

’s’ => ‘paris france’,

‘sites’ => ‘all’,

) );
Example Queries
new WP_Query( array(

’s’ => ‘paris france’,

‘search_fields’ => array(

‘post_title’,

‘post_content’,

‘taxonomies’ => array( ‘category’ ),

),

) );
Example Queries
new WP_Query( array(

’s’ => ‘paris france’,

‘post_type’ => ‘page’,

‘author_name’ => ‘taylor’,

‘search_fields’ => array(

‘post_title’,

‘post_content’,

‘meta’ => array( ‘city_name’ ),

),

) );
Example Queries
new WP_Query( array(

’s’ => ‘paris france’,

‘tax_query’ => array(

array(

‘taxonomy’ => ‘category’,

‘terms’ => array( ‘term1’, ‘term2’ ),

),

),

‘search_fields’ => array(

‘post_title’,

‘post_content’,

‘meta’ => array( ‘city_name’ ),

‘author_name’,

),

‘site’ => 3,

) );
WP_Query Integration
• The goal for ElasticPress is to make WP_Query
work behind the scenes through Elasticsearch
and provide extra functionality.
• This means we have to support every query
parameter which isn’t the case yet. Github
contains a full list of parameters WP_Query
supports with ElasticPress and usage for each
parameter.
Elasticsearch in Your Language
• Elasticsearch is designed to be
internationalized.
• Out of the box, it will work fine with most
languages.
Analysis and Analyzers
• When a document is indexed in Elasticsearch,
text is analyzed, broken into terms (tokenized),
and normalized with token lters.
• In normalization, strings might be lowercased
and plurals stripped.
Custom Analyzers
• ElasticPress by default uses a pretty standard set of
analyzers intended for the English language.
• We can easily customize our analyzers for use with
other languages by ltering ep_cong_mapping
(see EP source code).!
• You can read about language specific analyzers here:



http://www.elasticsearch.org/guide/en/elasticsearch/
reference/current/analysis-lang-analyzer.html
Documentation
Full documentation with installation instructions:



https://github.com/10up/ElasticPress
Feedback and Continuing Development
• If you are using ElasticPress on a project, please
let us know and give us feedback!
• Pull requests are welcome!
Questions?
We need to send a PUT request to this endpoint with
our post data. Of course we must authenticate before
doing this.
@tlovett12!
taylor.lovett@10up.com!
taylorlovett.com

Mais conteĂşdo relacionado

Mais procurados

Packet Sniffer
Packet Sniffer Packet Sniffer
Packet Sniffer vilss
 
Functional Smalltalk
Functional SmalltalkFunctional Smalltalk
Functional SmalltalkESUG
 
Kafka as Message Broker
Kafka as Message BrokerKafka as Message Broker
Kafka as Message BrokerHaluan Irsad
 
Domain name service
Domain name serviceDomain name service
Domain name serviceishapadhy
 
Additional Relational Algebra Operations
Additional Relational Algebra OperationsAdditional Relational Algebra Operations
Additional Relational Algebra OperationsA. S. M. Shafi
 
Alfresco Content Modelling and Policy Behaviours
Alfresco Content Modelling and Policy BehavioursAlfresco Content Modelling and Policy Behaviours
Alfresco Content Modelling and Policy BehavioursJ V
 
Osi reference model
Osi reference modelOsi reference model
Osi reference modelSagar Gor
 
OS concepts 6 OS for various computing environments
OS concepts 6 OS for various computing environmentsOS concepts 6 OS for various computing environments
OS concepts 6 OS for various computing environmentsVaibhav Khanna
 
Garbage collection algorithms
Garbage collection algorithmsGarbage collection algorithms
Garbage collection algorithmsachinth
 
IPC (Inter-Process Communication) with Shared Memory
IPC (Inter-Process Communication) with Shared MemoryIPC (Inter-Process Communication) with Shared Memory
IPC (Inter-Process Communication) with Shared MemoryHEM DUTT
 
Design Principles for a High-Performance Smalltalk
Design Principles for a High-Performance SmalltalkDesign Principles for a High-Performance Smalltalk
Design Principles for a High-Performance SmalltalkESUG
 
Packet analysis using wireshark
Packet analysis using wiresharkPacket analysis using wireshark
Packet analysis using wiresharkBasaveswar Kureti
 
Ns3 implementation wifi
Ns3 implementation wifiNs3 implementation wifi
Ns3 implementation wifiSalah Amean
 
Tapestry
TapestryTapestry
TapestrySutha31
 
Apache Kafka Introduction
Apache Kafka IntroductionApache Kafka Introduction
Apache Kafka IntroductionAmita Mirajkar
 

Mais procurados (20)

Packet Sniffer
Packet Sniffer Packet Sniffer
Packet Sniffer
 
Functional Smalltalk
Functional SmalltalkFunctional Smalltalk
Functional Smalltalk
 
Kafka as Message Broker
Kafka as Message BrokerKafka as Message Broker
Kafka as Message Broker
 
Nmap scripting engine
Nmap scripting engineNmap scripting engine
Nmap scripting engine
 
Domain name service
Domain name serviceDomain name service
Domain name service
 
Additional Relational Algebra Operations
Additional Relational Algebra OperationsAdditional Relational Algebra Operations
Additional Relational Algebra Operations
 
Alfresco Content Modelling and Policy Behaviours
Alfresco Content Modelling and Policy BehavioursAlfresco Content Modelling and Policy Behaviours
Alfresco Content Modelling and Policy Behaviours
 
Broadcast Models
Broadcast ModelsBroadcast Models
Broadcast Models
 
Osi reference model
Osi reference modelOsi reference model
Osi reference model
 
OS concepts 6 OS for various computing environments
OS concepts 6 OS for various computing environmentsOS concepts 6 OS for various computing environments
OS concepts 6 OS for various computing environments
 
Spr ch-02
Spr ch-02Spr ch-02
Spr ch-02
 
Loop invariant computation
Loop invariant computationLoop invariant computation
Loop invariant computation
 
Garbage collection algorithms
Garbage collection algorithmsGarbage collection algorithms
Garbage collection algorithms
 
IPC (Inter-Process Communication) with Shared Memory
IPC (Inter-Process Communication) with Shared MemoryIPC (Inter-Process Communication) with Shared Memory
IPC (Inter-Process Communication) with Shared Memory
 
Design Principles for a High-Performance Smalltalk
Design Principles for a High-Performance SmalltalkDesign Principles for a High-Performance Smalltalk
Design Principles for a High-Performance Smalltalk
 
Packet analysis using wireshark
Packet analysis using wiresharkPacket analysis using wireshark
Packet analysis using wireshark
 
Ns3 implementation wifi
Ns3 implementation wifiNs3 implementation wifi
Ns3 implementation wifi
 
BNF & EBNF
BNF & EBNFBNF & EBNF
BNF & EBNF
 
Tapestry
TapestryTapestry
Tapestry
 
Apache Kafka Introduction
Apache Kafka IntroductionApache Kafka Introduction
Apache Kafka Introduction
 

Destaque

Wordpress search-elasticsearch
Wordpress search-elasticsearchWordpress search-elasticsearch
Wordpress search-elasticsearchTaylor Lovett
 
Modernizing WordPress Search with Elasticsearch
Modernizing WordPress Search with ElasticsearchModernizing WordPress Search with Elasticsearch
Modernizing WordPress Search with ElasticsearchTaylor Lovett
 
JSON REST API for WordPress
JSON REST API for WordPressJSON REST API for WordPress
JSON REST API for WordPressTaylor Lovett
 
Best Practices for WordPress in Enterprise
Best Practices for WordPress in EnterpriseBest Practices for WordPress in Enterprise
Best Practices for WordPress in EnterpriseTaylor Lovett
 
What You Missed in Computer Science
What You Missed in Computer ScienceWhat You Missed in Computer Science
What You Missed in Computer ScienceTaylor Lovett
 
Best Practices for WordPress
Best Practices for WordPressBest Practices for WordPress
Best Practices for WordPressTaylor Lovett
 
You Got React.js in My PHP
You Got React.js in My PHPYou Got React.js in My PHP
You Got React.js in My PHPTaylor Lovett
 
Isomorphic WordPress Applications with NodeifyWP
Isomorphic WordPress Applications with NodeifyWPIsomorphic WordPress Applications with NodeifyWP
Isomorphic WordPress Applications with NodeifyWPTaylor Lovett
 
The JSON REST API for WordPress
The JSON REST API for WordPressThe JSON REST API for WordPress
The JSON REST API for WordPressTaylor Lovett
 
Saving Time with WP-CLI
Saving Time with WP-CLISaving Time with WP-CLI
Saving Time with WP-CLITaylor Lovett
 
Elasticsearch at Automattic
Elasticsearch at AutomatticElasticsearch at Automattic
Elasticsearch at AutomatticGreg Brown
 
Como Insertar una hoja de cĂĄlculo de Google docs
Como Insertar una hoja de cĂĄlculo de Google docsComo Insertar una hoja de cĂĄlculo de Google docs
Como Insertar una hoja de cĂĄlculo de Google docsJuan JosĂŠ de Haro
 
A Survey of Elasticsearch Usage
A Survey of Elasticsearch UsageA Survey of Elasticsearch Usage
A Survey of Elasticsearch UsageGreg Brown
 
L’i18n et les outils de l10n en 2015 - WCParis 2015
L’i18n et les outils de l10n en 2015 - WCParis 2015L’i18n et les outils de l10n en 2015 - WCParis 2015
L’i18n et les outils de l10n en 2015 - WCParis 2015Bénard François-Xavier
 
PrĂŠsentation WordCamp Paris 2015 - Inside da WeB
PrĂŠsentation WordCamp Paris 2015 - Inside da WeBPrĂŠsentation WordCamp Paris 2015 - Inside da WeB
PrĂŠsentation WordCamp Paris 2015 - Inside da WeBSĂŠbastien Grillot
 
Décoller votre site avec Jetpack
Décoller votre site avec JetpackDécoller votre site avec Jetpack
Décoller votre site avec JetpackRichard Archambault
 
WordPress Plugin Unit Tests (FR - WordCamp Paris 2015)
WordPress Plugin Unit Tests (FR - WordCamp Paris 2015)WordPress Plugin Unit Tests (FR - WordCamp Paris 2015)
WordPress Plugin Unit Tests (FR - WordCamp Paris 2015)Ozh
 
Wordcamp paris 2015 dev-pragmatique-bonnes-pratiques
Wordcamp paris 2015  dev-pragmatique-bonnes-pratiquesWordcamp paris 2015  dev-pragmatique-bonnes-pratiques
Wordcamp paris 2015 dev-pragmatique-bonnes-pratiquesSylvie ClĂŠment
 
DĂŠvelopper en javascript une extension de A a Z
DĂŠvelopper en javascript une extension de A a ZDĂŠvelopper en javascript une extension de A a Z
DĂŠvelopper en javascript une extension de A a ZNicolas Juen
 

Destaque (20)

Wordpress search-elasticsearch
Wordpress search-elasticsearchWordpress search-elasticsearch
Wordpress search-elasticsearch
 
Modernizing WordPress Search with Elasticsearch
Modernizing WordPress Search with ElasticsearchModernizing WordPress Search with Elasticsearch
Modernizing WordPress Search with Elasticsearch
 
JSON REST API for WordPress
JSON REST API for WordPressJSON REST API for WordPress
JSON REST API for WordPress
 
Best Practices for WordPress in Enterprise
Best Practices for WordPress in EnterpriseBest Practices for WordPress in Enterprise
Best Practices for WordPress in Enterprise
 
What You Missed in Computer Science
What You Missed in Computer ScienceWhat You Missed in Computer Science
What You Missed in Computer Science
 
Fluxible
FluxibleFluxible
Fluxible
 
Best Practices for WordPress
Best Practices for WordPressBest Practices for WordPress
Best Practices for WordPress
 
You Got React.js in My PHP
You Got React.js in My PHPYou Got React.js in My PHP
You Got React.js in My PHP
 
Isomorphic WordPress Applications with NodeifyWP
Isomorphic WordPress Applications with NodeifyWPIsomorphic WordPress Applications with NodeifyWP
Isomorphic WordPress Applications with NodeifyWP
 
The JSON REST API for WordPress
The JSON REST API for WordPressThe JSON REST API for WordPress
The JSON REST API for WordPress
 
Saving Time with WP-CLI
Saving Time with WP-CLISaving Time with WP-CLI
Saving Time with WP-CLI
 
Elasticsearch at Automattic
Elasticsearch at AutomatticElasticsearch at Automattic
Elasticsearch at Automattic
 
Como Insertar una hoja de cĂĄlculo de Google docs
Como Insertar una hoja de cĂĄlculo de Google docsComo Insertar una hoja de cĂĄlculo de Google docs
Como Insertar una hoja de cĂĄlculo de Google docs
 
A Survey of Elasticsearch Usage
A Survey of Elasticsearch UsageA Survey of Elasticsearch Usage
A Survey of Elasticsearch Usage
 
L’i18n et les outils de l10n en 2015 - WCParis 2015
L’i18n et les outils de l10n en 2015 - WCParis 2015L’i18n et les outils de l10n en 2015 - WCParis 2015
L’i18n et les outils de l10n en 2015 - WCParis 2015
 
PrĂŠsentation WordCamp Paris 2015 - Inside da WeB
PrĂŠsentation WordCamp Paris 2015 - Inside da WeBPrĂŠsentation WordCamp Paris 2015 - Inside da WeB
PrĂŠsentation WordCamp Paris 2015 - Inside da WeB
 
Décoller votre site avec Jetpack
Décoller votre site avec JetpackDécoller votre site avec Jetpack
Décoller votre site avec Jetpack
 
WordPress Plugin Unit Tests (FR - WordCamp Paris 2015)
WordPress Plugin Unit Tests (FR - WordCamp Paris 2015)WordPress Plugin Unit Tests (FR - WordCamp Paris 2015)
WordPress Plugin Unit Tests (FR - WordCamp Paris 2015)
 
Wordcamp paris 2015 dev-pragmatique-bonnes-pratiques
Wordcamp paris 2015  dev-pragmatique-bonnes-pratiquesWordcamp paris 2015  dev-pragmatique-bonnes-pratiques
Wordcamp paris 2015 dev-pragmatique-bonnes-pratiques
 
DĂŠvelopper en javascript une extension de A a Z
DĂŠvelopper en javascript une extension de A a ZDĂŠvelopper en javascript une extension de A a Z
DĂŠvelopper en javascript une extension de A a Z
 

Semelhante a Modernizing WordPress Search with Elasticsearch

Getting started with Laravel & Elasticsearch
Getting started with Laravel & ElasticsearchGetting started with Laravel & Elasticsearch
Getting started with Laravel & ElasticsearchPeter Steenbergen
 
06 integrate elasticsearch
06 integrate elasticsearch06 integrate elasticsearch
06 integrate elasticsearchErhwen Kuo
 
ElasticSearch: Distributed Multitenant NoSQL Datastore and Search Engine
ElasticSearch: Distributed Multitenant NoSQL Datastore and Search EngineElasticSearch: Distributed Multitenant NoSQL Datastore and Search Engine
ElasticSearch: Distributed Multitenant NoSQL Datastore and Search EngineDaniel N
 
Real time analytics using Hadoop and Elasticsearch
Real time analytics using Hadoop and ElasticsearchReal time analytics using Hadoop and Elasticsearch
Real time analytics using Hadoop and ElasticsearchAbhishek Andhavarapu
 
Transforming WordPress Search and Query Performance with Elasticsearch
Transforming WordPress Search and Query Performance with Elasticsearch Transforming WordPress Search and Query Performance with Elasticsearch
Transforming WordPress Search and Query Performance with Elasticsearch Taylor Lovett
 
Ako prepojiĹĽ aplikĂĄciu s Elasticsearch
Ako prepojiĹĽ aplikĂĄciu s ElasticsearchAko prepojiĹĽ aplikĂĄciu s Elasticsearch
Ako prepojiĹĽ aplikĂĄciu s Elasticsearchbart-sk
 
(BDT209) Launch: Amazon Elasticsearch For Real-Time Data Analytics
(BDT209) Launch: Amazon Elasticsearch For Real-Time Data Analytics(BDT209) Launch: Amazon Elasticsearch For Real-Time Data Analytics
(BDT209) Launch: Amazon Elasticsearch For Real-Time Data AnalyticsAmazon Web Services
 
Elasticsearch in Production
Elasticsearch in ProductionElasticsearch in Production
Elasticsearch in Productionfoundsearch
 
Cassandra
CassandraCassandra
Cassandraexsuns
 
Search and analyze your data with elasticsearch
Search and analyze your data with elasticsearchSearch and analyze your data with elasticsearch
Search and analyze your data with elasticsearchAnton Udovychenko
 
Using ElasticSearch as a fast, flexible, and scalable solution to search occu...
Using ElasticSearch as a fast, flexible, and scalable solution to search occu...Using ElasticSearch as a fast, flexible, and scalable solution to search occu...
Using ElasticSearch as a fast, flexible, and scalable solution to search occu...kristgen
 
Elk presentation1#3
Elk presentation1#3Elk presentation1#3
Elk presentation1#3uzzal basak
 
[2D1]Elasticsearch 성능 최적화
[2D1]Elasticsearch 성능 최적화[2D1]Elasticsearch 성능 최적화
[2D1]Elasticsearch 성능 최적화NAVER D2
 
[2 d1] elasticsearch 성능 최적화
[2 d1] elasticsearch 성능 최적화[2 d1] elasticsearch 성능 최적화
[2 d1] elasticsearch 성능 최적화Henry Jeong
 
Attack monitoring using ElasticSearch Logstash and Kibana
Attack monitoring using ElasticSearch Logstash and KibanaAttack monitoring using ElasticSearch Logstash and Kibana
Attack monitoring using ElasticSearch Logstash and KibanaPrajal Kulkarni
 
How ElasticSearch lives in my DevOps life
How ElasticSearch lives in my DevOps lifeHow ElasticSearch lives in my DevOps life
How ElasticSearch lives in my DevOps life琛琳 饶
 
Workshop: Learning Elasticsearch
Workshop: Learning ElasticsearchWorkshop: Learning Elasticsearch
Workshop: Learning ElasticsearchAnurag Patel
 

Semelhante a Modernizing WordPress Search with Elasticsearch (20)

Getting started with Laravel & Elasticsearch
Getting started with Laravel & ElasticsearchGetting started with Laravel & Elasticsearch
Getting started with Laravel & Elasticsearch
 
06 integrate elasticsearch
06 integrate elasticsearch06 integrate elasticsearch
06 integrate elasticsearch
 
ElasticSearch: Distributed Multitenant NoSQL Datastore and Search Engine
ElasticSearch: Distributed Multitenant NoSQL Datastore and Search EngineElasticSearch: Distributed Multitenant NoSQL Datastore and Search Engine
ElasticSearch: Distributed Multitenant NoSQL Datastore and Search Engine
 
Real time analytics using Hadoop and Elasticsearch
Real time analytics using Hadoop and ElasticsearchReal time analytics using Hadoop and Elasticsearch
Real time analytics using Hadoop and Elasticsearch
 
Transforming WordPress Search and Query Performance with Elasticsearch
Transforming WordPress Search and Query Performance with Elasticsearch Transforming WordPress Search and Query Performance with Elasticsearch
Transforming WordPress Search and Query Performance with Elasticsearch
 
Ako prepojiĹĽ aplikĂĄciu s Elasticsearch
Ako prepojiĹĽ aplikĂĄciu s ElasticsearchAko prepojiĹĽ aplikĂĄciu s Elasticsearch
Ako prepojiĹĽ aplikĂĄciu s Elasticsearch
 
(BDT209) Launch: Amazon Elasticsearch For Real-Time Data Analytics
(BDT209) Launch: Amazon Elasticsearch For Real-Time Data Analytics(BDT209) Launch: Amazon Elasticsearch For Real-Time Data Analytics
(BDT209) Launch: Amazon Elasticsearch For Real-Time Data Analytics
 
Elasticsearch in Production
Elasticsearch in ProductionElasticsearch in Production
Elasticsearch in Production
 
Elasticsearch Introduction
Elasticsearch IntroductionElasticsearch Introduction
Elasticsearch Introduction
 
Cassandra
CassandraCassandra
Cassandra
 
Search and analyze your data with elasticsearch
Search and analyze your data with elasticsearchSearch and analyze your data with elasticsearch
Search and analyze your data with elasticsearch
 
Using ElasticSearch as a fast, flexible, and scalable solution to search occu...
Using ElasticSearch as a fast, flexible, and scalable solution to search occu...Using ElasticSearch as a fast, flexible, and scalable solution to search occu...
Using ElasticSearch as a fast, flexible, and scalable solution to search occu...
 
Elk presentation1#3
Elk presentation1#3Elk presentation1#3
Elk presentation1#3
 
[2D1]Elasticsearch 성능 최적화
[2D1]Elasticsearch 성능 최적화[2D1]Elasticsearch 성능 최적화
[2D1]Elasticsearch 성능 최적화
 
[2 d1] elasticsearch 성능 최적화
[2 d1] elasticsearch 성능 최적화[2 d1] elasticsearch 성능 최적화
[2 d1] elasticsearch 성능 최적화
 
Attack monitoring using ElasticSearch Logstash and Kibana
Attack monitoring using ElasticSearch Logstash and KibanaAttack monitoring using ElasticSearch Logstash and Kibana
Attack monitoring using ElasticSearch Logstash and Kibana
 
How ElasticSearch lives in my DevOps life
How ElasticSearch lives in my DevOps lifeHow ElasticSearch lives in my DevOps life
How ElasticSearch lives in my DevOps life
 
Elastic pivorak
Elastic pivorakElastic pivorak
Elastic pivorak
 
Workshop: Learning Elasticsearch
Workshop: Learning ElasticsearchWorkshop: Learning Elasticsearch
Workshop: Learning Elasticsearch
 
Elastic search
Elastic searchElastic search
Elastic search
 

Último

Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024SynarionITSolutions
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesBoston Institute of Analytics
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Principled Technologies
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel AraĂşjo
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 

Último (20)

Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 

Modernizing WordPress Search with Elasticsearch

  • 2. Who Am I? • My name is Taylor Lovett! • Director of Web Engineering at 10up • Open source community member • WordPress core contributor • ElasticPress team member @tlovett12
  • 5. WordPress Search is Rudimentary • Only searches post title, content, and excerpt. • Relies on MySQL and thus is slow. • Relevancy calculations are poor and overly simplistic. • Not able to handle any advanced ltering.
  • 7. Elasticsearch • Open-source search server written in Java based on a technology called Lucene (open- source search software by Apache). • A standalone database server that provides a RESTful interface to accept and store data in a way that is optimized for search. • Extremely scalable, performant, and reliable
  • 8. Elasticsearch • Relevant results • Autosuggest • Fuzzy matching • Geographic searches • Filterable searches • Data weighting • Much more
  • 9. Get an Elasticsearch Server • Very flexible and customizable. There is not really a “one size ts all” setup. Generally, you have two options: • Option 1: Pay someone else to manage/host your Elasticsearch cluster (SaaS) • Option 2: Host your own cluster
  • 10. Elasticsearch SaaS • found.no • qbox.io • heroku.com • etc…
  • 11. Let’s setup our own Elasticsearch cluster.
  • 12. Elasticsearch Self-Hosted Cluster • Make sure you have Java installed. • Download Elasticsearch:
 http://www.elasticsearch.org/downloads/1-4-2/ • Assuming you are installing on a Linux distribution, you can easily install using DEB or RPM packages.
  • 13. Conguring Your Cluster Install Elasticsearch on it’s own box or VM!
  • 14. Conguring Your Cluster (cont.) • How much memory is available to the heap?
 Congure your Elasticsearch heap size (~half of available RAM, defaults to 256M min and 1G max):
 
 ES_HEAP_SIZE=512m in /etc/default/elasticsearch • Can the current process be swapped?
 Disable process swapping for Elasticsearch:
 
 bootstrap.mlockall: true in cong/elasticsearch.yml
 
 “Linux kernel tries to use as much memory as possible for le system caches and swaps out unused application memory, possibly resulting in the Elasticsearch process being swapped. Swapping is very bad for performance and for node stability.” See: http://www.elasticsearch.org/guide/en/elasticsearch/reference/current/ setup-conguration.html.
  • 15. Conguring Your Cluster (cont.) • How much memory can the current system user acquire? 
 Raise resources that system user can acquire:
 
 In /etc/security/limits.conf:
 elasticsearch - memlock unlimited
 
 In /etc/default/elasticsearch
 MAX_LOCKED_MEMORY=unlimited • How many les can the current system user have open? 
 Raise *nix le limit (65535 is ES default):
 
 In /etc/security/limits.conf:
 elasticsearch - nole 65535
  • 16. Conguring Your Cluster (cont.) • Can Elasticsearch execute dynamic scripts in queries?
 Disable dynamic scripting (potentially dangerous and usually unnecessary)
 
 In /etc/elasticsearch/elasticsearch.yml
 script.disable_dynamic: true
  • 17. Start Your Server • Assuming you installed Elasticsearch as a service on a Linux/Unix distribution:
 
 sudo service elasticsearch start
  • 18. Hello World! • You should be able to view http:// yourdomainorIP:9200 and see some JSON. • If this doesn’t work, try SSH’ing into your ES server and doing a cURL to localhost:
 curl http://localhost:9200
  • 19. Cluster Health • View http://yourdomainorIP:9200/_cluster/health
 
 You will see something like this:
 {
 "cluster_name":"elasticsearch",
 "status":"yellow",
 "timed_out":false,
 “number_of_nodes":1,
 "number_of_data_nodes":1,
 “active_primary_shards":5,
 "active_shards":5,
 "relocating_shards":0,
 "initializing_shards":0,
 "unassigned_shards":5
 }
  • 20. Cluster Health (cont.) • “active_primary_shards”: Number of primary (non-replica) shards that are active and available. • shard: Every document (post) lives on a shard. Indexes are divided into shards (5 by default). There are primary and replica shards. Replica shards help with failover. Shards are distributed across nodes evenly and help with parallel processing. A shard replica must live on a different node than the primary.
  • 21. Cluster Health (cont.) • “cluster_name”: Elasticsearch is meant to be a distributed search database. A cluster is one or more nodes. • Node: A single server on your cluster. Nodes can be set up to store data or as master nodes. • “number_of_nodes”: This is the number of nodes in your cluster.
  • 22. Cluster Health (cont.) • “status”: There are three statuses possible:
 
 Red: Not all primary shards are available
 
 Yellow: Primary shards are available but replicas are not.
 
 Green: Cluster is fully operational with primary and replica shards
  • 23. Cluster Health (cont.) • Cluster status is yellow because there is only one node. Replica shards need to be assigned to a different node than their primary; this is not possible in our current setup. • It’s good practice to create at least 2 nodes in our production clusters.
  • 24. Security • Elasticsearch has no concept of security, authentication, or authorization built-in. • By default, your instance is open to the world. Good for development, but bad for production.
  • 25. Private Instance • We can easily lock down your ES instance
 
 In /etc/elasticsearch/elasticsearch.yml
 network.host: localhost! • Note: this will make it difcult to navigate your ES instance in your web browser which is useful for debugging. We can also do something like setup a reverse proxy (using Nginx) with a password protected endpoint to get around this.
  • 26. Now that we have gone through Elasticsearch basics, let’s talk about integrating Elasticsearch with WordPress.
  • 28. ElasticPress A free 10up WordPress plugin that powers WordPress search with Elasticsearch.
  • 29. ElasticPress • Build lterable performant queries (lter by taxonomy term, post meta key, etc.) • Fuzzy search post title, content, excerpt, taxonomy terms, post meta, and authors • Search across multiple blogs in a multi-site instance • Results returned by relevancy. Relevancy calculations are highly customizable. • Very extensible and performant
  • 30. ElasticPress Requirements ! • WordPress 3.7+ • A host (not WordPress.com VIP) that either gives SSH access or the ability to run WP-CLI commands. • An instance of Elasticsearch. • WP-CLI
  • 31. Installation • Github: http://github.com/10up/elasticpress • WordPress.org: http://wordpress.org/plugins/ elasticpress
  • 32. Point to Your ES Instance • In your wp-cong.php le, add the following where the URL is the domain or IP of your Elasticsearch instance:
 
 dene( 'EP_HOST', 'http://192.168.50.4:9200' );
  • 33. Index Your Posts • Just activating the plugin will do nothing. We need to run a WP-CLI command:
 
 wp elasticpress index --setup [--network-wide]! • --network-wide will force indexing across all the blogs on a network of sites in multisite. This is required if you plan to do cross-site search. It’s basically a shortcut so you don’t have to run the command once with the --url parameter for each of your blogs.
  • 34. What Happens Next? • Once ElasticPress is activated and posts are indexed, it will integrate with WP_Query to run queries against Elasticsearch instead of MySQL. • WP_Query integration will only happen on search queries (“s” parameter) or when the ep_integrate parameter is passed.
  • 35. Query Integration new WP_Query( array(
 ’s’ => ‘search terms’,
 ‘author_name’ => ‘taylor’,
 …
 ) );! new WP_Query( array(
 ’ep_integrate’ => ‘true’,
 ‘author_name’ => ‘taylor’,
 …
 ) );! new WP_Query( array(
 ‘author_name’ => ‘taylor’,
 …
 ) );
  • 36. Note on Search • We can use ElasticPress to power queries OTHER than search! This is powerful.
  • 37. Advanced Queries • ElasticPress uses Elasticsearch to do many cool types of queries in a performant manner. By passing special params to a WP_Query object we can: • Search taxonomy terms • Filter by taxonomy terms (unlimited dimensions) • Search post meta • Filter by post meta (unlimited dimensions) • Search authors • Filter by authors • Search across blogs in multisite • more!
  • 38. Example Queries new WP_Query( array(
 ’s’ => ‘paris france’,
 ‘sites’ => ‘all’,
 ) );
  • 39. Example Queries new WP_Query( array(
 ’s’ => ‘paris france’,
 ‘search_elds’ => array(
 ‘post_title’,
 ‘post_content’,
 ‘taxonomies’ => array( ‘category’ ),
 ),
 ) );
  • 40. Example Queries new WP_Query( array(
 ’s’ => ‘paris france’,
 ‘post_type’ => ‘page’,
 ‘author_name’ => ‘taylor’,
 ‘search_elds’ => array(
 ‘post_title’,
 ‘post_content’,
 ‘meta’ => array( ‘city_name’ ),
 ),
 ) );
  • 41. Example Queries new WP_Query( array(
 ’s’ => ‘paris france’,
 ‘tax_query’ => array(
 array(
 ‘taxonomy’ => ‘category’,
 ‘terms’ => array( ‘term1’, ‘term2’ ),
 ),
 ),
 ‘search_elds’ => array(
 ‘post_title’,
 ‘post_content’,
 ‘meta’ => array( ‘city_name’ ),
 ‘author_name’,
 ),
 ‘site’ => 3,
 ) );
  • 42. WP_Query Integration • The goal for ElasticPress is to make WP_Query work behind the scenes through Elasticsearch and provide extra functionality. • This means we have to support every query parameter which isn’t the case yet. Github contains a full list of parameters WP_Query supports with ElasticPress and usage for each parameter.
  • 43. Elasticsearch in Your Language • Elasticsearch is designed to be internationalized. • Out of the box, it will work ne with most languages.
  • 44. Analysis and Analyzers • When a document is indexed in Elasticsearch, text is analyzed, broken into terms (tokenized), and normalized with token lters. • In normalization, strings might be lowercased and plurals stripped.
  • 45. Custom Analyzers • ElasticPress by default uses a pretty standard set of analyzers intended for the English language. • We can easily customize our analyzers for use with other languages by ltering ep_cong_mapping (see EP source code).! • You can read about language specic analyzers here:
 
 http://www.elasticsearch.org/guide/en/elasticsearch/ reference/current/analysis-lang-analyzer.html
  • 46. Documentation Full documentation with installation instructions:
 
 https://github.com/10up/ElasticPress
  • 47. Feedback and Continuing Development • If you are using ElasticPress on a project, please let us know and give us feedback! • Pull requests are welcome!
  • 48. Questions? We need to send a PUT request to this endpoint with our post data. Of course we must authenticate before doing this. @tlovett12! taylor.lovett@10up.com! taylorlovett.com