Luciana Medeiros
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    # Elastic Search ## Arquivos para baixar * http://media.sundog-soft.com/es7/series.json * http://media.sundog-soft.com/es7/shakes-mapping.json * http://media.sundog-soft.com/es7/shakespeare_7.0.json * http://media.sundog-soft.com/es7/movies.json * http://media.sundog-soft.com/es7/series.json * http://media.sundog-soft.com/es/flattened.txt * http://media.sundog-soft.com/es/sayt.txt * http://files.grouplens.org/datasets/movielens/ml-latest-small.zip * http://media.sundog-soft.com/es7/MoviesToJson.py * http://media.sundog-soft.com/es7/IndexRatings.py * http://media.sundog-soft.com/es/access_log * http://files.grouplens.org/datasets/movielens/ml-100k.zip * https://raw.githubusercontent.com/coralogix-resources/elk-course-samples/master/csv-schema-short-numerical.csv * https://raw.githubusercontent.com/coralogix-resources/elk-course-samples/master/csv-read.conf ## 1-Instalando no Linux ``` wget -qO - https://artifacts.elastic.co/GPG-KEY-elasticsearch | sudo apt-key add - ``` ``` sudo apt-get install apt-transport-https ``` ``` echo "deb https://artifacts.elastic.co/packages/7.x/apt stable main" | sudo tee -a /etc/apt/sources.list.d/elastic-7.x.list ``` ``` sudo apt-get update && sudo apt-get install elasticsearch ``` ### Editar o arquivo `elasticsearch.yml` ``` sudo gedit /etc/elasticsearch/elasticsearch.yml ``` - descomentar node name -> node.name: node-1 - alterar network -> network.host: 0.0.0.0 - alterar discovery.seed_hosts: ["127.0.0.1"] - cluster.initial_master_nodes: ["node-1"] ### Iniciar o Elastic Search pelo Linux ``` sudo /bin/systemctl daemon-reload sudo /bin/systemctl enable elasticsearch.service sudo /bin/systemctl start elasticsearch.service sudo /bin/systemctl status elasticsearch.service ``` ``` echo "deb https://artifacts.elastic.co/packages/7.x/apt stable main" | sudo tee -a /etc/apt/sources.list.d/elastic-7.x.list ``` :arrow_right: Baixar os arquivos: `http://media.sundog-soft.com/es7/shakes-mapping.json` `http://media.sundog-soft.com/es7/shakespeare_7.0.json` :x: DEU ERRO: :warning: Digitar o comando em uma única linha ``` curl -H "Content-Type: application/json" -XPUT 127.0.0.1:9200/shakespeare --data-binary @shakes-mapping.json ``` :x: DEU ERRO: ``` curl -XPUT 127.0.0.1:9200/shakespeare --data-binary @shakes-mapping.json ``` :arrow_right: Indexando os dados: :warning: Digitar o comando em uma única linha ``` curl -H "Content-Type: application/json" -XPOST '127.0.0.1:9200/shakespeare/_bulk' --data-binary @shakespeare_7.0.json ``` ![](https://i.imgur.com/9xbgJs9.png) . :arrow_right: Pesquisando o termo "ser ou nao ser" no arquivo e json `shakespeare.json` ``` curl -H "Content-Type: application/json" -XGET '127.0.0.1:9200/shakespeare/_search?pretty' -d ' { "query": { "match_phrase": { "text_entry": "to be or not to be" } } }' ``` ![](https://i.imgur.com/8Lly7k8.png) . ## 2-Mapenado e Indexando :arrow_right: Baixar o arquivo `movies.json` `http://media.sundog-soft.com/es7/movies.json` :arrow_right: Mapear o arquivo :x: DEU ERRO: ``` curl -H "Content-Type: application/json" -XPUT '127.0.0.1:9200/movies' -d ' { "mappings": { "properties": { "year": {"type": "date"} } } }' ``` :arrow_right: Pesquisando um filme ``` curl -H "Content-Type: application/json" -XPUT '127.0.0.1:9200/movies/_doc/109487' -d ' { "genres": ["IMAX", "Sci-Fi"], "title": "Interestellar", "year": 2014 }' ``` ![](https://i.imgur.com/wBE1fSX.png) . :arrow_right: Arrumando o codigo json Indexando ``` curl -H "Content-Type: application/json" -XPOST '127.0.0.1:9200/movies/_bulk' --data-binary @movies.json ``` ![](https://i.imgur.com/p5aT8w6.png) . :x: DEU ERRO: ``` curl -H "Content-Type: application/json" -XPUT '127.0.0.1:9200/movies' -d ' { "mappings": { "properties": { "year": { "type": "date" } } } }' ``` :x: DEU ERRO: ``` curl -H "Content-Type: application.json" -XGET 127.0.0.1:9200/movies/_mapping ``` :arrow_right: Gravar um documento no json: ``` curl -H "Content-Type: application/json" -XPOST 127.0.0.1:9200/movies/_doc/109487 -d ' { "genre": ["IMAX", "Sci-Fi"], "title": "Interstellar", "year": 2014 }' ``` ![](https://i.imgur.com/FaL7mff.png) . :arrow_right: Pesquisando todos os filmes no arquivo ``` curl -H "Content-Type: application/json" -XGET 127.0.0.1:9200/movies/_search?pretty ``` ![](https://i.imgur.com/8AYLy7j.png) . :arrow_right: Indexando ``` curl -H "Content-Type: application/json" -XPUT 127.0.0.1:9200/movies/_bulk?pretty --data-binary @movies.json ``` ![](https://i.imgur.com/PQqE7sP.png) . :arrow_right: Pesquisando todos ``` curl -H "Content-Type: application/json" -XGET 127.0.0.1:9200/movies/_search?pretty ``` ![](https://i.imgur.com/DNBpwyS.png) . :arrow_right: Alterando um filme, apenas o campo titulo para "Interstellares" ``` curl -H "Content-Type: application/json" -XPOST 127.0.0.1:9200/movies/_doc/109487/_update -d ' { "doc": { "title": "Interstellares" } } ' ``` ![](https://i.imgur.com/Xcel1ww.png) . :arrow_right: Pesquisando "Interstellares" pelo titulo ``` curl -H "Content-Type: application/json" -XGET '127.0.0.1:9200/movies/_search?pretty' -d ' { "query": { "match_phrase": { "title": "Interstellares" } } }' ``` ![](https://i.imgur.com/HLtB1B8.png) . :arrow_right: **Alterando de novo** o mesmo nome para mostrar a versão :x: DEU ERRO: ```json= curl -H "Content-Type: application/json" -XPOST '127.0.0.1:9200/movies/_doc/109487/_update' -d ' { "genre": ["IMAX", "Sci-Fi"], "title": "Interstellares Angulares", "year": 2014 } ' ``` :arrow_right: **Alterando** um filme, pelo campo ```json= curl -H "Content-Type: application/json" -XPOST '127.0.0.1:9200/movies/_doc/109487/_update' -d ' { "doc": { "title": "Interstellares wow" } } ' ``` ![](https://i.imgur.com/4RoMsuY.png) . :arrow_right: **Apagando** um documento ```json= curl -H "Content-Type: application/json" -XDELETE 127.0.0.1:9200/movies/_doc/109487 ``` ![](https://i.imgur.com/TBjBRwW.png) . :arrow_right: Pesquisando **pelo titulo** "Dark" sem o pretty ```json= curl -H "Content-Type: application/json" -XGET 127.0.0.1:9200/movies/_search?q=Dark ``` ![](https://i.imgur.com/HuenqYy.png) . :arrow_right: **Apagando** um documento de outra forma ```json= curl -H "Content-Type: application/json" -XDELETE 127.0.0.1:9200/movies/_doc/58559?pretty ``` ![](https://i.imgur.com/myqYUi8.png) . :arrow_right: Pesquisando novamente. Não foi encontrado. ![](https://i.imgur.com/9N8Hdze.png) :arrow_right: **Gravando** "Interstellar" novamente para testar concorrencia ```json= curl -H "Content-Type: application/json" -XPOST 127.0.0.1:9200/movies/_doc/109487 -d ' { "genre": ["IMAX", "Sci-Fi"], "title": "Interstellar", "year": 2014 }' ``` ![](https://i.imgur.com/FtnoVBC.png) . :arrow_right: Listando "Interstellar" **pelo id**. ```json= curl -H "Content-Type: application/json" -XGET 127.0.0.1:9200/movies/_doc/109487?pretty ``` :arrow_right: Observe o `_seq_no` e `_primary_term`. ![](https://i.imgur.com/EH0xu7s.png) . :arrow_right: Alterando com base nas concorrencias ```json= curl -H "Content-Type: application/json" -XPUT "127.0.0.1:9200/movies/_doc/109487?if_seq_no=17&if_primary_term=7" -d ' { "genre": ["IMAX", "Sci-Fi"], "title": "Interstellar foo", "year": 2014 }' ``` ![](https://i.imgur.com/mirLurt.png) . :arrow_right: Listando novamente. Repare que o numero da **sequencia** e a **versão** mudaram. ![](https://i.imgur.com/MP3KeVB.png) . :arrow_right: Se tentar gravar novamente com uma sequencia anterior (antiga) dará :x: erro pois já estamos em outro sequencial. ![](https://i.imgur.com/hU7dczy.png) . :arrow_right: Usando um parametro de pesquisa antes de gravar ```json= curl -H "Content-Type: application/json" -XPOST "127.0.0.1:9200/movies/_doc/109487/_update?retry_on_conflict=5" -d ' { "doc": { "title": "Interstellar foo2" } }' ``` ![](https://i.imgur.com/TSojwnZ.png) . :arrow_right: Pesquisando todos de forma compacta ```json= curl -H "Content-Type: application/json" -XGET 127.0.0.1:9200/movies/_search ``` ![](https://i.imgur.com/aKVSP6O.png) . :arrow_right: Usando tokennizers e analysers. Buscando pelo campo `title` ```json= curl -H "Content-Type: application/json" -XGET "127.0.0.1:9200/movies/_search?pretty" -d ' { "query": { "match": { "title": "Star Trek" } } }' ``` :exclamation::exclamation: Trouxe dois resultados: Star Trek e Star Wars... Trouxe correspondencias parciais. Ele trouxe com base nos "scores", o maior "score" primeiro. ![](https://i.imgur.com/WHktlkr.png) . :arrow_right: Pesquisou pelo genero especifico de filme "sci", independe de letras maiusculas ou minusculas. ```json= curl -H "Content-Type: application/json" -XGET "127.0.0.1:9200/movies/_search?pretty" -d ' { "query": { "match_phrase": { "genre": "sci" } } }' ``` ![](https://i.imgur.com/5pGk1FC.png) . :arrow_right: **Deletando** os indices de movies ```json= curl -H "Content-Type: application/json" -XDELETE 127.0.0.1:9200/movies ``` ![](https://i.imgur.com/nmXaXpG.png) . :arrow_right: Criando um **novo mapeamento** de propriedades ```json= curl -H "Content-Type: application/json" -XPUT "127.0.0.1:9200/movies" -d ' { "mappings": { "properties": { "id": {"type": "integer"}, "year": {"type": "date"}, "genre": {"type": "keyword"}, "title": {"type": "text", "analyzer": "english"} } } }' ``` ![](https://i.imgur.com/DoVcPTF.png) . :arrow_right: Criando um **novo indice** ```json= curl -H "Content-Type: application/json" -XPUT 127.0.0.1:9200/_bulk?pretty --data-binary @movies.json ``` ![](https://i.imgur.com/rC1WMSz.png) . :arrow_right: Buscando pelo **genero** ```json= curl -H "Content-Type: application/json" -XGET 127.0.0.1:9200/movies/_search?pretty -d ' { "query": { "match": { "genre": "sci" } } } ' ``` ![](https://i.imgur.com/MFwlogw.png) . :arrow_right: Baixar o arquivo de series. **`http://media.sundog-soft.com/es7/series.json`** :arrow_right: Criando o mapeamento do arquivo ```json= curl -H "Content-Type: application/json" -XPUT 127.0.0.1:9200/series -d ' { "mappings": { "properties": { "film_to_franchise": { "type": "join", "relations": { "franchise": "film" } } } } } ' ``` ![](https://i.imgur.com/AN4Fq0z.png) . :arrow_right: **Indexando** ```json= curl -H "Content-Type: application/json" -XPUT 127.0.0.1:9200/_bulk?pretty --data-binary @series.json ``` ![](https://i.imgur.com/gbRkDv3.png) . :arrow_right: Pesquisando **pela franquia** (franchise) q ```json= curl -H "Content-Type: application/json" -XGET 127.0.0.1:9200/series/_search?pretty -d ' { "query": { "has_parent": { "parent_type": "franchise", "query": { "match": { "title": "Star Wars" } } } } }' ``` ![](https://i.imgur.com/BJjoHV7.png) . :arrow_right: Pesquisando pela **child** (titulo) ```json= curl -H "Content-Type: application/json" -XGET 127.0.0.1:9200/series/_search?pretty -d ' { "query": { "has_child": { "type": "film", "query": { "match": { "title": "The Force Awakens" } } } } }' ``` ![](https://i.imgur.com/oUUD89P.png) . :arrow_right: Baixar outro arquivo para ter base `http://media.sundog-soft.com/es/flattened.txt` :arrow_right: Criando um arquivo proprio de log ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/demo-default/_doc/1" -d'{ "message": "[5592:1:0309/123054.737712:ERROR:child_process_sandbox_support_impl_linux.cc(79)] FontService unique font name matching request did not receive a response.", "fileset": { "name": "syslog" }, "process": { "name": "org.gnome.Shell.desktop", "pid": 3383 }, "@timestamp": "2020-03-09T18:00:54.000+05:30", "host": { "hostname": "bionic", "name": "bionic" } }' ``` ![](https://i.imgur.com/A3UYsKP.png) . :arrow_right: **Mapenado** o demo_default ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/demo-default/_mapping?pretty=true" ``` ![](https://i.imgur.com/WxPAXlO.png) . :arrow_right: Criando o **cluster** com base no meu notebook ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/_cluster/state?pretty=true" >> es-cluster-state.json ``` ![](https://i.imgur.com/BzcZ7ST.png) . :arrow_right: Criando o arquivo ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/demo-flattened" ``` ![](https://i.imgur.com/NENZFLg.png) . :arrow_right: Criando o **mapeamento** ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/demo-flattened/_mapping" -d'{ "properties": { "host": { "type": "flattened" } } }' ``` ![](https://i.imgur.com/qihRwWy.png) . :arrow_right: **Indexando** o arquivo ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/demo-flattened/_doc/1" -d'{ "message": "[5592:1:0309/123054.737712:ERROR:child_process_sandbox_support_impl_linux.cc(79)] FontService unique font name matching request did not receive a response.", "fileset": { "name": "syslog" }, "process": { "name": "org.gnome.Shell.desktop", "pid": 3383 }, "@timestamp": "2020-03-09T18:00:54.000+05:30", "host": { "hostname": "bionic", "name": "bionic" } }' ``` ![](https://i.imgur.com/yiSrEHR.png) . :arrow_right: **Mapeando** novamente ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/demo-flattened/_mapping?pretty=true" ``` ![](https://i.imgur.com/6QhExpQ.png) . :arrow_right: **Alterando e inserindo** campos no arquivo ```json= curl -H "Content-Type: application/json" -XPOST "http://127.0.0.1:9200/demo-flattened/_update/1" -d'{ "doc" : { "host" : { "osVersion": "Bionic Beaver", "osArchitecture":"x86_64" } } }' ``` ![](https://i.imgur.com/swWkHbd.png) . :arrow_right: Verificando se o arquivo foi atualizado ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/demo-flattened/_doc/1?pretty=true" ``` ![](https://i.imgur.com/q91qLMq.png) . :arrow_right: Mapeando o arquivo ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/demo-flattened/_mappings?pretty=true" ``` ![](https://i.imgur.com/xC0snuZ.png) . :arrow_right: Buscando o campo **host** ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/demo-flattened/_search?pretty=true" -d'{ "query": { "term": { "host.osVersion": "Bionic Beaver" } } }' ``` ![](https://i.imgur.com/PiwfH4t.png) . :arrow_right: Buscando o campo **SO** ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/demo-flattened/_search?pretty=true" -d'{ "query": { "match": { "host": "Bionic Beaver" } } }' ``` ![](https://i.imgur.com/64zAdRy.png) . :arrow_right: Buscando o campo SO com parte do nome ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/demo-flattened/_search?pretty=true" -d'{ "query": { "match": { "host": "Beaver" } } }' ``` ![](https://i.imgur.com/i5S47hA.png) . :arrow_right: Exemplo de mapeamento: ```json= { "mappings": { "properties": { "timestamp": {"type": "date"}, "service": {"type": "keyword"}, "host_ip": {"type": "ip"}, "port": {"type": "integer"}, "message": {"type": "text"} } } } ``` ## 3-Pesquisando no ElasticSearch ### Utilizando Query Lite para estudo (não para produção) Ex: ``` /movies/_search?q=title:star /movies/_search?q=+year:>2010+title:trek ``` :arrow_right: Testando a query lite no browser **`http://localhost:9200/movies/_search?q=title:star`** ![](https://i.imgur.com/wL09xky.png) . **`http://localhost:9200/movies/_search?q=+year:%3E2010+title:trek`** ![](https://i.imgur.com/8u3aRhw.png) . :arrow_right: Pesquisando da forma normal junto com Query Lite pelo titulo ```json curl -XGET "http://127.0.0.1:9200/movies/_search?q=title:star&pretty" ``` ![](https://i.imgur.com/gH2CsNI.png) . :arrow_right: Pesquisando da forma normal junto com Query Lite pelo ano e titulo ```json= curl -XGET "http://127.0.0.1:9200/movies/_search?q=+year>2010+title:trek&pretty" ``` ![](https://i.imgur.com/edyfzsa.png) . :arrow_right: ou Visualizando no browser **`http://127.0.0.1:9200/movies/_search?q=+year%3E2010+title:trek&pretty`** ![](https://i.imgur.com/jCq1EMY.png) . ### Usando o Request Body Search :arrow_right: O equivalente da Query Lite ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?pretty" -d'{ "query": { "match": { "title": "star" } } }' ``` :arrow_right: Pesquisando utilizando um booleano, titulo e range de anos. ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?pretty" -d'{ "query": { "bool": { "must": {"term": {"title": "trek"}}, "filter": {"range": {"year": {"gte": 2010}}} } } }' ``` ![](https://i.imgur.com/N4mxaAh.png) . :arrow_right: Pesquisando frases inteira ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?pretty" -d'{ "query": { "match_phrase": { "title": "star wars" } } }' ``` ![](https://i.imgur.com/W7ctByJ.png) . ### Paginação :arrow_right: Limitando o tamanho para 2 resultados. ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?pretty" -d' { "from":2, "size":2, "query": {"match": {"genre": "Sci-Fi"}} } ' ``` ![](https://i.imgur.com/Xw2BvUR.png) . ### Ordenação de dados :arrow_right: Ordenando pelo ano ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?sort=year&pretty" ``` ![](https://i.imgur.com/JdviYXN.png) . :arrow_right: **Excluir o indice** para poder buscar pelo titulo. (Senão dá erro!) ```json= curl -H "Content-Type: application/json" -XDELETE "http://127.0.0.1:9200/movies/" ``` ![](https://i.imgur.com/JYHB8G8.png) . :arrow_right: Criar um novo **mapeamento** para poder buscar pelo titulo. ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/movies/" -d ' { "mappings": { "properties": { "title": { "type": "text", "fields": { "raw": { "type": "keyword" } } } } } } ' ``` ![](https://i.imgur.com/FXD7k5X.png) . :arrow_right: Criar um novo **index** para poder buscar pelo titulo. ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/_bulk" --data-binary @movies.json ``` ![](https://i.imgur.com/Vhg1cfb.png) . :arrow_right: **Ordenando** pelo titulo ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?sort=title.raw&pretty" ``` ![](https://i.imgur.com/si66iCI.png) . ### Pesquisa parcial :arrow_right: Para utilizar a buscar parcial, precisamos **deletar** o indice e criar um novo mapeamento. ```json= curl -H "Content-Type: application/json" -XDELETE "http://127.0.0.1:9200/movies/" ``` ![](https://i.imgur.com/N2JVcuE.png) . :arrow_right: Criando **novo mapeamento** ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/movies/" -d ' { "mappings": { "properties": { "year": { "type": "text" } } } }' ``` ![](https://i.imgur.com/qMOrFFj.png) . :arrow_right: Criando **novo indice** ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/_bulk" --data-binary @movies.json ``` ![](https://i.imgur.com/BPcivVN.png) . :arrow_right: Buscando por parte do ano ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?pretty" -d ' { "query": { "prefix": { "year": "201" } } }' ``` ![](https://i.imgur.com/rZVP3lT.png) . ### N-grams Ex: "star" unigram: [s,t,a,r] bigram: [st,ta,ar] trigram: [sta, tar] 4-gram: [star] :arrow_right: Criando um auto-completes. Exemplos: ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/movies?pretty" -d ' { "settings": { "analysis": { "filter": { "autocomplete_filter": { "type": "edge_ngram", "min_gram": 1, "max_gram": 20 } }, "analyzer": { "autocomplete": { "type": "custom", "tokenizer": "standard", "filter": [ "lowercase", "autoconplete_filter" ] } } } } }' ``` . ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/movies?pretty" -d ' { "properties": { "title": { "type": "text", "analyzer": "autocomplete" } } }' ``` . ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/movies?pretty" -d ' { "query": { "match": { "title": { "query": "sta", "analyzer": "standard" } } } }' ``` :arrow_right: Para trabalharmos com o **gram**, teremos de **deletar** nosso indice. ```json = curl -H "Content-Type: application/json" -XDELETE "http://127.0.0.1:9200/movies/" ``` ![](https://i.imgur.com/n1T5WnC.png) . :arrow_right: Criando **novo mapeamento** ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/movies?pretty" -d ' { "settings": { "analysis": { "filter": { "autocomplete_filter": { "type": "edge_ngram", "min_gram": 1, "max_gram": 20 } }, "analyzer": { "autocomplete": { "type": "custom", "tokenizer": "standard", "filter": [ "lowercase", "autocomplete_filter" ] } } } } }' ``` ![](https://i.imgur.com/ppyqJr8.png) . :arrow_right: Aplicando o filtro. Unigran, bigram e trigran ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_analyze?pretty" -d ' { "analyzer": "autocomplete", "text": "Sta" }' ``` ![](https://i.imgur.com/6QyNHWE.png) . :arrow_right: Mapear o analizador ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/movies/_mapping?pretty" -d ' { "properties": { "title": { "type": "text", "analyzer": "autocomplete" } } }' ``` ![](https://i.imgur.com/Kabmlu8.png) . :arrow_right: Criar o indice ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/_bulk" --data-binary @movies.json ``` ![](https://i.imgur.com/kVF6vqz.png) . :arrow_right: Pesquisar por parte da palavra "sta". Mas veio resultados a mais. ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?pretty" -d ' { "query": { "match": { "title": "sta" } } }' ``` ![](https://i.imgur.com/QHLacQE.png) . :arrow_right: Nova consulta utilizando o analyzer. Buscando a palavra "sta" ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?pretty" -d ' { "query": { "match": { "title": { "query": "sta", "analyzer": "standard" } } } }' ``` ![](https://i.imgur.com/D7BvMqH.png) . ### Autocomplete e busca pelo tipo :arrow_right: Baixar o arquivo de comandos `http://media.sundog-soft.com/es/sayt.txt` :arrow_right: Criando novo filtro ```json= curl -H "Content-Type: application/json" --silent --request POST 'http://localhost:9200/movies/_analyze?pretty' --data-raw '{ "tokenizer" : "standard", "filter": [{"type":"edge_ngram", "min_gram": 1, "max_gram": 4}], "text" : "Star" }' ``` ![](https://i.imgur.com/c85A1nM.png) . :arrow_right: Criando novo filtro pelo titulo e genero ```json= curl -H "Content-Type: application/json" --request PUT 'http://localhost:9200/autocomplete' \ -d '{ "mappings": { "properties": { "title": { "type": "search_as_you_type" }, "genre": { "type": "search_as_you_type" } } } }' ``` ![](https://i.imgur.com/0ybxgPo.png) . :arrow_right: Pesquisando novamente. Resultado foi de **5 filmes.** ```json= curl -H "Content-Type: application/json" --silent --request POST 'http://localhost:9200/_reindex?pretty' --data-raw '{ "source": { "index": "movies" }, "dest": { "index": "autocomplete" } }' | grep "total\|created\|failures" ``` ![](https://i.imgur.com/wYZvKoH.png) . :arrow_right: Mapeando o **autocomplete** ```json= curl -H "Content-Type: application/json" "http://127.0.0.1:9200/autocomplete/_mapping?pretty" ``` ![](https://i.imgur.com/J2uoEKm.png) . ## 4-Importando dados usando scripts ### Importando com Python :arrow_right: Baixar o arquivo zipado e descompactar. `http://files.grouplens.org/datasets/movielens/ml-latest-small.zip` :arrow_right: Baixar o codigo em pyton `http://media.sundog-soft.com/es7/MoviesToJson.py` :arrow_right: Criar um arquivo em pyhton com o nome: `MoviesToJson.py`. Atenção para o caminho do arquivo. ```python= import csv import re csvfile = open('movies.csv', 'r') reader = csv.DictReader( csvfile ) for movie in reader: print ("{ \"create\" : { \"_index\": \"movies\", \"_id\" : \"" , movie['movieId'], "\" } }", sep='') title = re.sub(" \(.*\)$", "", re.sub('"','', movie['title'])) year = movie['title'][-5:-1] if (not year.isdigit()): year = "2016" genres = movie['genres'].split('|') print ("{ \"id\": \"", movie['movieId'], "\", \"title\": \"", title, "\", \"year\":", year, ", \"genre\":[", end='', sep='') for genre in genres[:-1]: print("\"", genre, "\",", end='', sep='') print("\"", genres[-1], "\"", end = '', sep='') print ("] }") ``` :arrow_right: Abrir o `CMD` como administrador e digitar o comando de importação em Python: ```json= python3 MoviesToJson.py > moremovies.json ``` ![](https://i.imgur.com/VJlAGNg.png) . :star: O documento foi importado com SUCESSO! ![](https://i.imgur.com/Tm4jUYj.png) . :arrow_right: **Criar o indice do novo arquivo.** ```json= curl -H "Content-Type: application/json" -XPUT "http://127.0.0.1:9200/_bulk" --data-binary @moremovies.json ``` ![](https://i.imgur.com/N6YebA4.png) . :arrow_right: **Pesquisando um titulo:** `Mary Poppins` ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/movies/_search?q=mary%20poppins&pretty" ``` ![](https://i.imgur.com/0YicKk5.png) . :arrow_right: **Baixar o codigo em python** `http://media.sundog-soft.com/es7/IndexRatings.py` :arrow_right: Criar um arquivo em python com o nome: `IndexRatings`. Atenção para o caminho do arquivo. ```python= import csv from collections import deque import elasticsearch from elasticsearch import helpers def readMovies(): csvfile = open('ml-latest-small/movies.csv', 'r') reader = csv.DictReader( csvfile ) titleLookup = {} for movie in reader: titleLookup[movie['movieId']] = movie['title'] return titleLookup def readRatings(): csvfile = open('ml-latest-small/ratings.csv', 'r') titleLookup = readMovies() reader = csv.DictReader( csvfile ) for line in reader: rating = {} rating['user_id'] = int(line['userId']) rating['movie_id'] = int(line['movieId']) rating['title'] = titleLookup[line['movieId']] rating['rating'] = float(line['rating']) rating['timestamp'] = int(line['timestamp']) yield rating es = elasticsearch.Elasticsearch() es.indices.delete(index="ratings",ignore=404) deque(helpers.parallel_bulk(es,readRatings(),index="ratings"), maxlen=0) es.indices.refresh() ``` :arrow_right: Criar o indice do novo arquivo. :x: DEU ERRO: ```josn= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/ratings/_search?pretty ``` . ### Introdução e Instalação Logstash #### Baixar o Logstash `https://www.elastic.co/pt/downloads/logstash` ![](https://i.imgur.com/wxPw7rV.png) . . ![](https://i.imgur.com/ypLTaiA.png) . ![](https://i.imgur.com/Sv5hbIy.png) . #### Baixar o log de exemplo: `http://media.sundog-soft.com/es/access_log` . #### Criar o arquivo de configuração do logstash Salvar dentro do diretorio `config` da pasta do Logstash Ex: D:\Lu\Downloads\logstash-7.14.0-windows-x86_64\logstash-7.14.0\config **logstash.conf** ```json= input { file { path => "C:\tempelastic\access_log" start_position => "beginning" } } filter { grok { match => { "message" => "%{COMBINEDAPACHELOG}" } } date { match => [ "timestamp" , "dd/MMM/yyyy:HH:mm:ss Z" ] } } output { elasticsearch { hosts => ["localhost:9200"] } stdout { codec => rubydebug } } ``` #### Comando para iniciar o Logstash no windows: :warning: Lembrando: O comando precisa estar numa linha só. Abrir o CMD dentro da pasta do Logstash Ex: **D:\Lu\Downloads\logstash-7.14.0-windows-x86_64\logstash-7.14.0>** ```json= .\bin\logstash.bat -f D:\Lu\Downloads\logstash-7.14.0-windows-x86_64\ logstash-7.14.0\config\logstash.conf ``` ou ```json= .\bin\logstash.bat -f .\config\logstash.conf ``` ![](https://i.imgur.com/85aIC6Y.png) . Aguardar a leitura do log. :warning: Pode demorar... ![](https://i.imgur.com/4ixb6oE.png) . Leitura finalizada. Desligar o terminal: `CTRL+C` ![](https://i.imgur.com/Yp2vmZr.png) . Para criar novos indices. ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/_cat/indices?v" ``` ![](https://i.imgur.com/Czat9Kf.png) . Com base nos indices criados, fazer uma pesquisa no log `logstash-2021.08.29-000001` ```json= curl -H "Content-Type: application/json" -XGET "127.0.0.1:9200/logstash-2021.08.29-000001/_search?pretty" ``` ![](https://i.imgur.com/qxE8s6H.png) . Consultando outro log. Esse log não foi encontrado :x: ```json= curl -H "Content-Type: application/json" -XGET "http://127.0.0.1:9200/logstash-2019.05.07-000001/_search?pretty" ``` ![](https://i.imgur.com/qC5jc65.png) . ### Logstach e MySql Baixar o arquivo e descompactar. Digitar o endereço na web. ``` http://files.grouplens.org/datasets/movielens/ml-100k.zip ``` Abrir o **MySql** e digitar os comandos para criar o banco e a tabela ``` #CRIAÇÃO DO BANCO create database movielens; #CRIAÇÃO DA TABELA create table movielens.movies ( movieid int primary key not null, title text, releaseDate Date ); ``` ![](https://i.imgur.com/XBa2VmR.png) . Comando para importação do arquivo ``` #IMPORTAÇÃO DO ARQUIVO load data local infile 'C:/tempelastic/ml-100k/u.item' into table movielens.movies fields terminated by '|' (movieId, title, @var3) set releaseDate = STR_TO_DATE(@var3, '%d-%M-%Y'); ``` ![](https://i.imgur.com/ZLvBklA.png) . Mostrar tabela criada. ``` show tables; ``` ![](https://i.imgur.com/YdHYByC.png) . Arquivos importados ``` select * from movies ``` ![](https://i.imgur.com/oSRB6Sj.png) . ``` select * from movies where title like 'Star%'; ``` ![](https://i.imgur.com/DGqSoSP.png) . Dentro da pasta **logstash/config** criar o arquivo `mysql.conf` ```= input{ jdbc{ jdbc_connection_string => "jdbc:mysql://localhost:3306/movielens" jdbc_user => "root" jdbc_password => "arq2020" jdbc_driver_library => "C:/tempelastic/mysql-connector-java-5.1.23.jar" jdbc_driver_class => "com.mysql.jdbc.Driver" statement => "select * from movies" } } output{ stdout{ codec => json_lines } elasticsearch { hosts => ["localhost: 9200"] index => "movielens-sql" } } ``` . ![](https://i.imgur.com/apY4nTZ.png) . :warning: Lembrando: O comando precisa estar numa linha só. Abrir o CMD dentro da pasta do Logstash Ex: **D:\Lu\Downloads\logstash-7.14.0-windows-x86_64\logstash-7.14.0>** Iniciar o arquivo com o **Logstash**. Deu ruim :x: Não conectou. ```json= .\bin\logstash.bat -f .\config\mysql.conf ``` ![](https://i.imgur.com/wdPB9H7.png) . Para consultar a partir do banco MySql. Deu ruim :x: ```json= curl -H "Content-Type: application/json" -XGET "localhost:9200/movielens-sql/_search?pretty" ``` ![](https://i.imgur.com/4qp2vhd.png) . ### Importando CSV Entrar no diretorio dos seus arquivos, criar uma pasta chamda `CSV` e abrir o terminal dentro dela. Digitar o comando para baixar o arquivo em CSV. ```json= curl -H "Content-Type: application/json" -O "https://raw.githubusercontent.com/coralogix-resources/elk-course-samples/master/csv-schema-short-numerical.csv" ``` Arquivos baixados. ![](https://i.imgur.com/tFcA1Bz.png) . Conteúdo do arquivo `csv`. ![](https://i.imgur.com/66R9Fzn.png) . Abrir conteúdo do arquivo na web e copiar. ``` https://raw.githubusercontent.com/coralogix-resources/elk-course-samples/master/csv-read.conf ``` . :floppy_disk: Salvar o arquivo com o nome de `csv-read.conf` dentro da pasta do **logstash/conf** :warning: Atenção para o caminho do arquivo csv, na linha `3`. :warning: Para o cabeçalho do arquivo na linha `12` ```json= input { file { path => "C:/tempelastic/csv/csv-schema-short-numerical.csv" start_position => "beginning" sincedb_path => "/dev/null" } } filter { csv { separator => "," skip_header => "true" columns => ["id","timestamp","paymentType","name","gender","ip_address","purpose","country","age"] } } output { elasticsearch { hosts => "http://localhost:9200" index => "demo-csv" } stdout {} } ``` . :eye: Visualizando no explorer do windows. Arquivo criado na pasta **logstash/config** ![](https://i.imgur.com/5YMX0I9.png) . Dentro desta pasta abrir um terminal e digitar o comando: ```json .\bin\logstash.bat -f .\conf\csv-read.conf ``` . . . . . . . . . . . . . . . . . . . . . . . . . . . . . --- ## 100 - Kibana `http://localhost:5601` Ler o log do Shakespeare. Kibana -> Discovery ![](https://i.imgur.com/z8UkrkH.png) . Digitar uma palavra para filtrar. "die" -> clicar em UPDATE ![](https://i.imgur.com/eSH6Wrk.png) . Clicar em PLAY_NAME ![](https://i.imgur.com/bMR0Ohc.png) . Clicar em VISUALIZE ![](https://i.imgur.com/LstCeVB.png) . Mostrando uma outra forma de visualização. ![](https://i.imgur.com/dDNhla7.png) . ## Fazer uma `tag cloud` de palavras mais usadas Clicar em Analytics -> Visualize Library ![](https://i.imgur.com/08jxcvu.png) . Criar uma visualização ![](https://i.imgur.com/hwX9eBq.png) . Selecionar o tipo de gráfico agregation based -> explore options ![](https://i.imgur.com/AX9PcFS.png) . Clicar em `Tag Cloud` ![](https://i.imgur.com/9jhPZEK.png) . Selecionar a fonte de dados ![](https://i.imgur.com/I3SvbJN.png) . ![](https://i.imgur.com/Ff0g2n7.png) . Do lado direito selecionar os campos para mostrar. Count para contar so termos ![](https://i.imgur.com/XywXr9E.png) . Em aggregation, selecionar `Terms`, `text_entry.keyword`, `Metric: Count`, Size = 5 (as 5 palavras que mais aparecem nos textos) ![](https://i.imgur.com/wNe97JL.png) . Clicar em UPDATE ![](https://i.imgur.com/MBAi4Vd.png) . Mudar Count para **20** (as 20 palavras que mais aparecem) ![](https://i.imgur.com/Zhq7Yno.png) . ### Criar um espaço no Kibana. ![](https://i.imgur.com/6bPqOmx.png) . ### Fazer acesso pelo terminal ``` curl -H "Content-Type: application/json" 'localhost:5601/api/spaces/space/devops' ``` ![](https://i.imgur.com/5iKtOrI.png) . #### :x: DEU ERRO: `https://raw.githubusercontent.com/elastic/uptime-contrib/master/dashboards/http_dashboard.json` ## Elastic Search com Sql ### Consultando como no banco de dados ``` curl -H "Content-Type: application/json" -XPOST 127.0.0.1:9200/_xpack/sql -d ' { "query": "describe movies" } ' ``` ![](https://i.imgur.com/BSdjh4S.png) . ### Descrevendo os campos e apresentando de uma forma melhor ``` curl -H "Content-Type: application/json" -XPOST 127.0.0.1:9200/_xpack/sql?format=txt -d ' { "query": "describe movies" } ' ``` ![](https://i.imgur.com/RKpm9qe.png) . ### Pesquisando com SELECT os campos e apresentando de uma forma melhor ``` curl -H "Content-Type: application/json" -XPOST 127.0.0.1:9200/_xpack/sql?format=txt -d ' { "query": "select title from movies limit 10" } ' ``` ![](https://i.imgur.com/5CCt84o.png) . ### Pesquisando com SELECT filmes anteriores do ano 2000 ``` curl -H "Content-Type: application/json" -XPOST 127.0.0.1:9200/_xpack/sql?format=txt -d ' { "query": "select title, year from movies where year<2000 order by year" } ' ``` ![](https://i.imgur.com/UqCpl6M.png) . ``` curl -H "Content-Type: application/json" -XPOST 127.0.0.1:9200/_xpack/sql/translate?pretty -d ' { "query": "select title, year from movies where year<2000 order by year" } ' ``` ![](https://i.imgur.com/IGripaR.png) . ## Inicializar o elasticsearch-sql-cli Clicar em `elasticsearch-sql-cli.bat` ![](https://i.imgur.com/oBnzNOG.png) . ``` describe movies; ``` ![](https://i.imgur.com/JLzA8SY.png) . ``` select title, year from movies where year> 1920 order by year ``` ![](https://i.imgur.com/zHlCL3T.png) . ## 3-Ruby ### Fazer a instalação do Ruby :warning: O Logstash só funciona com o Ruby instalado na maquina... `https://rubyinstaller.org/` ![](https://i.imgur.com/TQXSjmV.png) . ## 3-Kibana ### Um guia para o Kibana https://coralogix.com/log-analytics-blog/advanced-guide-to-kibana-timelion-functions ![](https://i.imgur.com/Ri9LZ7v.png) . ### Baixar os logs de exemplo pelo site: `media.sundog-soft.com/es/canvas.txt` ![](https://i.imgur.com/RicoR6x.png) . Salvar o arquivo sem extensão ``` wget https://raw.githubusercontent.com/elastic/examples/master/ Common%20Data%20Formats/nginx_json_logs/nginx_json_logs ``` ![](https://i.imgur.com/wXMnZsU.png) . Converter o arquivo. #### :x: DEU ERRO: ``` awk '{print "{\"index\":{}}\n" $0}' nginx_json_logs > nginx_json_logs_bulk ``` Converter o arquivo. ``` curl -H "Content-Type: application/json" --request PUT "http://localhost:9200/nginx" -d ' { "settings": { "number_of_shards": 1, "number_of_replicas": 0 }, "mappings": { "properties": { "time": {"type":"date","format":"dd/MMM/yyyy:HH:mm:ss Z"}, "response": {"type":"keyword"} } } }' ``` ![](https://i.imgur.com/Cd3e90m.png) . #### :x: DEU ERRO: Instalar o JQ ``` curl -H "Content-Type: application/json" --request POST 'http://localhost:9200/nginx/_doc/_bulk' --data-binary '@nginx_json_logs_bulk' ``` Abrir o Kibana novamente, selecionar o SPACE DEVOPS ![](https://i.imgur.com/mUYuO6R.png) . Ir para o console ==Dev Tools== ``` POST /_sql?format=txt { "query": "select sum(bytes) as total_transferred from nginx2 group by remote_ip order by total_transferred desc nulls last limit 5" } ``` ###### tags: `elasticsearch` `logstash` `kibana`

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