https://www.buraksenyurt.com/Burak Selim Şenyurt - Elasticsearch2018-12-14T05:17:20+00:00Matematik Mühendisi Bir Bilgisayar Programcısının NotlarıBurak Selim SenyurtBlogEngine.Net Syndication Generatorhttps://www.buraksenyurt.com/opml.axdBurak Selim SenyurtMatematik Mühendisi Bir Bilgisayar Programcısının Notlarıtr-TRBurak Selim Şenyurt0.0000000.000000https://www.buraksenyurt.com/post/elasticsearch-u-west-world-e-kurdumElasticsearch'ü West-World'e Kurdum2018-10-25T07:06:00+00:00bsenyurt<p><img style="float: right;" 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" alt="" />Merhaba Arkadaşlar,</p>
<p>Guam adasının güney batısında yer alan ve yaklaşık 11 km derinliğindeki Mariana çukuru, dünyanın en derin noktasıdır. Benim için anlamı "Mariana Çukuru Etkisi" dir. Hatta çevik süreçlerdeki epik senaryoları da "Mariana Çukuru Etkisi" yaratan konular olarak tanımlarım. Ancak bu etkiyi daha çok bir makale için araştırma yaparken yaşarım. Bir kaynaktan diğerine geçtikçe konu derinleşir. Derinleştikçe başladığım yere olan uzaklığımın arttığını fark ederim. Işık azalır, etraf kararmaya oksijen azalmaya başlar. Derken düşünemez bir noktaya gelirim. Çünkü beyne yeteri kadar oksijen gitmez.</p>
<p>İşte "Mariana Çukuru Etkisi" oluşmaya başlamadan durmam gerektiğini bilirim. Madem konu derinleşiyor ve sonrasında içinden çıkmak zorlaşabilir, bölmek en iyisidir derim. Geçen kısa sürede de böyle oldu. Amacım basitçe Elasticsearch'e log'lama amaçlı veri aktarabilmekti. Hatta bunu yapmak için .Net Core tarafında Fluent bir API'den de yararlanacaktım. Tabii başlangıç noktası Elasticsearch ürünüydü. Ona biraz daha yakında bakayım derken konu derinleşti. Konuyu anlayabilmek için parçalamam gerekiyordu. İlk önce onu West-World'e kurup basitçe deneyimleyeyim istedim. İşte buradayız.</p>
<p>Düşünün...Boyut ve içerik olarak sürekli şişmekte olan verileriniz var ve bunlar üzerinde hızlı aramalar yapmak istiyorsunuz. Hepimizin farkında olduğu istekler. Ama işin içinde sihirli bir ifade var; "Büyük Veri". Büyük veri ile kimler haşırneşir oluyor diye kurcalarken de yolu Elasit firmasına ve tabii Elasticsearch'e uğrayanları keşfediyorsunuz.</p>
<ul>
<li>Vimeo<em>(Video aramalarında)</em></li>
<li>The New York Times<em> (150 yıldan fazla zamana yayılmış arşivlerin aranmasında)</em></li>
<li>nvidia <em>(kullanıcı deneyimini arttırmak için gün başına milyar olayın işlenmesinde)</em></li>
<li>Docker<em> (Çalışmakta olan dağıtık uygulamalar için en uygun container'ın bulunmasında)</em></li>
<li>IEEE<em>(Büyük ölçekli finansal uygulamaların altyapılarının anlaşılmasında)</em></li>
<li>Fitbit<em>(saniyede 400bin adet log kaydına bakarak tutarlı sistem performansını sağlamakta)</em></li>
<li>Uber<em>(Kritik pazar davranışlarının iş metriklerinin hesaplanmasında)</em></li>
<li><em>Microsoft (Azure üzerinde arama yapılıp Social Dynamics'in güçlendirilmesinde)</em></li>
<li>GoDaddy<em>(gerçek zamanlı anomalilerin anlaşılıp kullanıcı deneyiminin arttırılmasında)</em></li>
<li>Zalando<em>(Yeni bir kişiselleştirilmiş alışveriş deneyiminin inşasında), </em></li>
<li><em>Accenture(en iyi müşteri hizmetinin bulunmasında)</em></li>
<li>eBay<em>(800 milyon listeyi saniye altı sürelerde aramakta)</em></li>
<li>Facebook<em>(milyar sayıdaki kullanıcılarına en iyi yardımı ulaştırmakta)</em></li>
<li>Slack<em>(şüpheli aktiviteleri izleyen bir savunma programının inşasında)</em></li>
<li>Cisco<em>(sistem düşüşlerinin azaltılmasında)</em> </li>
<li>...</li>
</ul>
<p>Liste kabarık. Finansal hizmet verenler, sosyal ağlar, yemek işinde olanlar, telekominikasyondakilar vs...</p>
<h1>Elasticsearch Hakkında</h1>
<p>Aslında basit anlatımıyla ele alırsak veri üzerinde gerçek zamanlı aramaları veya analizleri hızlı yapabileceğimiz dağıtılabilir<em>(Distributed)</em> bir sistemden bahsediyoruz. Kullanımı oldukça kolay olan RESTful yaklaşımına uygun geliştirici dostu API desteği veren, platform bağımsız çalışan ve etkili bir şekilde ölçeklenebilen bir ürün bu. Tabii bu özelliklerine bakarak onu birincil veri saklama ürünü olarak düşünebilirsiniz ama bu bir hata olur. Çünkü tasarım amacı veriyi tutmaktan ziyade hızla arayabilmesi ve sonuç<em>(aggregation diyelim)</em> üretebilmesidir. Bu nedenle onu bir veritabanının indeksine benzetebiliriz.</p>
<blockquote>
<p>Elasticsearch çoğu kaynakta veritabanlarımız üzerinde çalışan yerel bir Google arama motoruna benzetiliyor.</p>
</blockquote>
<p>SQL, Oracle gibi veritabanı sistemlerini düşünelim. SQL tarafındaki veritabanı(database) Elasticsearch tarafı için index olarak anılabilir. Tablo(table), tip(type) olarak düşünülebilir. Satırlar(row) elasticsearch için dokümandır(Document). Satırdaki sütunlar(column) ise alanları(Field) ifade eder. İçerik JSON formatında tutulur. Elasticsearch, Node ve Cluster yapılarını kullanır. Cluster'lar benzersiz isimlendirilirler. N sayıda node bir araya gelerek Cluster'ları oluşturur. Node'lar da n sayıda Shard örneği barındırabilirler. Mimari tarafını anlamak benim için sanıldığı kadar kolay değil. Ancak içeride geçen temel kavramlar ve kurgu az çok bu şekilde.</p>
<blockquote>
<p>Sevgili Burak Tungut'un Elasticsearch enstrümanlarını<em>(index,node,shard,replica vb)</em> anlattığı <a href="http://www.buraktungut.com/elasticsearch-serisi-02-mimari-ozellikleri-sharding-failovering-ve-scaling" target="_blank">şu adresteki yazıya</a> bakmanızı şiddetle öneririm.</p>
</blockquote>
<p>Elasticsearch'ü tek bir ürün gibi düşünmemek gerekir. Esasında gücünü <a href="https://lucene.apache.org/" target="_blank">Apache Lucene</a>'den alır. Lucene bir Java kütüphanesidir ve temel amacı full-text search yapmaktır. Bu açıdan bakıldığında asıl arama işini yüklenen yerdir de diyebiliriz. Dolayısıyla Elasticsearch, Lucene'i sarmallayan bir REST API olarak karşımıza çıkar. Hatta her bir Elasticsearch shard'ı ayrı bir Lucene örneği kullanır. Lucene ana iş yükünü alırken, Elasticsearch dağıtık mimari modelini ondan soyutlayan bir yapı olarak görev alır. Yukarıdaki kavramlarla bunları birleştirirsek sanırım şunları söyleyebiliriz. Bir Elasticsearch örneği, node'lar ve bu node'ların shard'larından oluşur. Her bir shard bir Lucene nesne örneğidir ve index üzerinde oluşan dokümanların bir parçasını tutar. Burada veri dağıtımı işini Elastichsearch koordine eder.</p>
<p>Açıkçası bu kadar laf kalabalığına girmemek lazım. Yoksa "Mariana çukuru etkisi" oluşacak. Haydi geldin şunu West-World'e kuralım ve REST Api'si ile denemeler yapalım.</p>
<h1>Kurulum</h1>
<p>West-World, 64bit'lik karayollarına sahip bir Ubuntu sürümü. Kurulum gibi işlemler terminelden kolaylıkla gerçekleştirilebilir. Klasik olarak işe sistem güncellemesi ile başlamakta yarar var. Ardından Elasticsearch için gerekli deb paketini indirip install etmek yeterli. İşte ilk komutlarımız,</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-6.3.1.deb
wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-6.3.1.deb.sha512
shasum -a 512 -c elasticsearch-6.3.1.deb.sha512
sudo dpkg -i elasticsearch-6.3.1.deb</pre>
<p>Kurulum işlemi sonrası elasticsearch, West-World'ün /usr/share/elasticsearch/ bölgesini yerleşmiş oldu. Buradaki /etc/elasticsearch yolundaki konfigurasyon dosyalarından elasticsearch.yml dikkate değer. Sunucu ayarlarının tutulduğu bu dosyada bazı değişiklikler yapmak öğrenme safhasındaki benim gibi bir acemi için kritik.</p>
<p>Örneğin kurulu gelen node başlangıç ayarlarına göre master konumdadır. Slave olmasını yani bir Master'a hizmet etmesini istersek ilgili tanımlamayı false olarak belirlememiz gerekir ki West-World için true bırakılabilir. Bir başka kritik ayar node'un veriyi saklayıp saklamayacığıdır. Varsayılan olarak true değerindedir ama yapılacak işlem sadece veriyi toplamak ve bir arama sonucu üretmekse false olarak bırakılabilir. Yine hazır olarak gelen shard ve replica sayıları değiştirilirse iyi olur. Normalde 5 shard<em>(dolasyısıyla bir index'in dokümanlarının 5 eşit parçaya bölünerek birer shard'a dağıtılması söz konusu)</em> ve 1 replica geçerli ama ben doğal olarak laptop'umda tek bir node kullanıyorum ve sadece öğrenme amaçlı çalışıyorum. Bu nedenle 1 Shard ve 0 Replica olarak ayarlayabilirim. Son olarak değiştirilebilecek path bilgisi de var. Aslında verinin disk üzerinde saklanacağı adresi işaret ediyor. Bunu da farklı bir depolama adresine yönlendirmekte yarar olabilir<em>(Özellikle üretim ortamında değiştirilmesi öneriliyor) </em></p>
<blockquote>
<p>Tabii büyük sistemlerde n sayıda cluster ve node'un kullanıldığı durumlarda ölçeklemenin etkili olabilmesi için bu ayarları itinayla yapmalı ve hatta bir bilene sorulmalı diye düşünüyorum.</p>
</blockquote>
<p>Ben West-World için aşağıdaki ayarları kullandım. Varsayılan 9200 portunu 9205 yaptım, bir cluster ve node adı belirttim. Bunlara ek olarak 1 shard ve 0 replica kullanacağımı söyledim. Diğer pek çok ayarı ise varsayılan konumlarında bıraktım. Bu arada dosyanın yüklü olduğu klasör içerisine giremedim. Çünkü yetki hatası aldım. Ancak gedit aracını bu adresi işaret edecek şekilde kullandığımda yml dosyasını sorunsuz şekilde açabildim.</p>
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" alt="" /></p>
<p>System Controller'dan yararlanarak Elasticsearch servisini tekrar başlatırsak değiştirdiğimiz konfigurasyon ayarlarının devreye alınmasını sağlayabiliriz. Başlattıktan sonra sağlık durumunu kontrol etmekte de yarar var. Bunları systemctl aracından yararlanarak gerçekleştirebiliriz.</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">sudo systemctl restart elasticsearch.service
sudo systemctl status elasticsearch.service</pre>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/eoa_4.gif" alt="" /></p>
<h1>Testler</h1>
<p>Servis yeni ayaları ile birlikte aktif durumda. Buna göre http://localhost:9205 adresine talepte bulunursak Elasticsearch'ün güncel durumu ile ilgili bilgi alıyor olmamız gerekir. JSON formatında dönen içerikte node ve cluster adları, lucene algortimasının kullanılan güncel versiyonu gibi bilgiler yer alır.</p>
<p><img 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" alt="" /></p>
<blockquote>
<p>Eğer sistemde firewall kural listesi(ufw) etkinse 9205 adresine dışarıdan gelecek talepler için yeni bir tane eklemek gerekebilir. Ben Apache denemelerim sırasında aktif hale getirdiğim Firewall tanımlarını bu örnek kapsamında kapatmıştım. Gerçek hayat senaryolarında bu güvenlik ayarlarına dikkat edilmesinde yarar var.</p>
</blockquote>
<p>Olayı biraz daha enteresanlaştıralım mı? Elasticsearch ile HTTP Get, Post, Put, Delete gibi metodları kullanarak iletişim kurmamız mümkün. Hatta aşağıdaki gibi bir POST talebi oluşturduğumuzu düşünelim.</p>
<pre class="brush:plain;auto-links:false;toolbar:false" contenteditable="false">Metod : HTTP Post
Resource : http://localhost:9205/westy/players/1001
Content-Type : application/json
Content : { "nickName": "bonza monza","level":"500","medal":4 }</pre>
<p>Elasticsearch üzerinde westy isimli bir index, altında players isimli bir type oluşturduk. Bu tip altında 1001 nolu bir doküman içerisine de örnek bir JSON içeriği yükledik. "İnanmassan gel de bak!" :)</p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/eow_6.gif" alt="" /></p>
<p>Hatta oluşturulan bu içeriği HTTP Get ile çekebiliriz de;</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">Metod : HTTP Get
Resource : http://localhost:9205/westy/players/1001</pre>
<p>Uuuuu beybiii! Çok keyifli.</p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/eow_7.gif" alt="" /></p>
<p>Peki o zaman bir de PUT metodunu mu denesek? Yani bir güncelleme mi yapsak. Mesela Bonza Monza'nın madalya sayısını arttıralım.</p>
<pre class="brush:plain;auto-links:false;toolbar:false" contenteditable="false">Metod : HTTP Put
Resource : http://localhost:9205/westy/players/1001
Content-Type : application/json
Content : { "nickName": "bonza monza","level":"500","medal":5 }</pre>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/eow_8.gif" alt="" /></p>
<p>ve tekrar Get ile 1001 numaralı veri içeriğini isteyelim.</p>
<pre class="brush:plain;auto-links:false;toolbar:false" contenteditable="false">Metod : HTTP Get
Resource : http://localhost:9205/westy/players/1001</pre>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/eow_9.gif" alt="" /></p>
<p>Lütfen versiyon numarasına dikkat edin<em>(Tabii bu benim ikinci denemem. O nedenle 3 oldu :D )</em></p>
<p>Aslında bir Delete işlemi de denenebilir ki bu kutsal görevi siz değerli okurlarıma bırakıyorum. Gördüldüğü üzere Elasticsearch'ün RESTful yapısından yararlanmak oldukça kolay. Kullandığımız uygulama platformuna bakmaksızın ona veri aktarabilir ve bu veriyi çekebiliriz. Farkındayım şu anda onu RESTFul bir veritabanı gibi kullandım ancak gerçek hayat senaryoları düşünüldüğünde taşlar yerli yerine oturuyor.</p>
<p>İki önemli konu var. Elasticsearch'ün doğru ayarlarla kurulması ve ne tür verilerle çalışılacağının belirlenmesi. Örneğimizi düşünecek olursak POST ile gönderilen taleplerde verinin aslı _source niteliği altında tutuluyor. Adres satırındaki değerlerde index, type gibi bilgileri belirliyor. Buraya pekala bir günlük log verisi de atılabilir, A firmasından gelen araştırmaya yönelik müşteri dataları da. Veri pekala parçalanarak farklı Cluster ve Node'lara da dağıtılabilir. İşte buradaki kurgular ve içeriğin belirlenmesi çok önemli. Index kurguları, tipler, dokümanlar için geçerli olacak Shard sayıları vs...Benim gibi acemiler için Elasticsearch doğrudan Log kayıtları üzerinde deneyimlenen bir arama motorundan öteye gidemiyor ama fazlası var. Örneğin siber saldırıların önceden hissedilmesi, seyahet eden insanların 360 derece görünümlerde hızlı arama yapması, devasa bir loglama sisteminin cloud üzerine servis olarak merkezileştirimesi gibi. Yazıda da belirttiğim gibi, bir bilene danışmak, bilenlerle tartışmak, bol bol okumak gerekli. Her öğrenilecek yeni şeyde olduğu gibi.</p>
<h1>Serilog'u Devreye Alıyoruz</h1>
<p>Gelelim yapmak istediğim bir diğer şeye. Serilog paketini kullanarak West-World'e henüz kurduğumuz Elasticsearch'e log atmak. Aslında işimiz son derece basit. Elimizde dummy bir Web API uygulaması olduğunu düşünelim. Serilog paketi'nin Elasticsearch için yazılmış kütüphanelerini kullanacağız. Dolayısıyla midleware tarafında bir takım ilave bildirimlerimiz olacak. Buna göre artık endüstüriyel standart haline gelmiş olan Log.Information, Log.Warning, Log.Exception gibi metod çağrımları ile Elasticsearch'e kayıt atabileceğiz. İşe Web API uygulamasını oluşturarak başlayalım.</p>
<pre class="brush:html;auto-links:false;toolbar:false" contenteditable="false">dotnet new webapi -o ElasticSample</pre>
<p>Ardından ihtiyacımız olan Serilog paketlerini yükleyerek ilerleyelim.</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">dotnet add package Serilog
dotnet add package Serilog.Extensions.Logging
dotnet add package Serilog.Sinks.ElasticSearch
dotnet restore</pre>
<p>Tabii birde middleware tarafına müdahale etmemiz gerekiyor. Startup sınıfının yapıcısında Loglama stratejimizi Elasticsearch için ayarlamalıyız. İşte kodlarımız.</p>
<pre class="brush:csharp;auto-links:false;toolbar:false" contenteditable="false">using Serilog;
using Serilog.Sinks.Elasticsearch;
namespace ElasticSample
{
public class Startup
{
public Startup(IConfiguration configuration)
{
Log.Logger = new LoggerConfiguration()
.MinimumLevel.Debug()
.WriteTo.Elasticsearch(new ElasticsearchSinkOptions(new Uri("http://localhost:9205"))
{
AutoRegisterTemplate = true,
AutoRegisterTemplateVersion = AutoRegisterTemplateVersion.ESv6,
IndexFormat="api-log-{0:yyyy.MM}"
})
.CreateLogger();
Configuration = configuration;
}
// Kodun kalan kısmı</pre>
<p>Minimum gereksinimle Elasitcsearch'e log atacağımızı belirttik. Normalde Elasticsearch, varsayılan ayarlarına göre 9200 nolu porttan hizmet verir ancak hatırlarsanız West-World'de bu ayarları değiştirmiştik. O nedenle ElasticsearchSinkOptions nesnesini örneklerken farklı bir adres söz konusu. Önem arz eden noktalardan birisi IndexFormat bilgisi. Bu değerle Elasticsearch üzerinde oluşturulacak indeksin adını tanımlıyoruz. Varsayılan olarak sisteme göre logstash gibi bir isimle başlıyor ancak değiştirmekte yarar var. Tutulacak log türlerine göre uygun bir isimlendirme de bulunmak lazım. Artık kodun herhangibir noktasından çalışam zamanı logları atabiliriz. Ben örnek olması açısından kobay ValuesController sınıfı içerisine bir kaç satır ekledim.</p>
<pre class="brush:csharp;auto-links:false;toolbar:false" contenteditable="false">[HttpGet]
public ActionResult<IEnumerable<string>> Get()
{
Log.Information("GET Request for ValuesController");
Log.Error("Some error message");
Log.Warning("Housten we have a problem");
return new string[] { "value1", "value2" };
}</pre>
<p>Sonrasında uygulamayı çalıştırıp Postman ile ValuesController'a bir kaç talep gönderdim. Bu durumda herbir çağrı için 3er Log mesajının yazılmış olması gerekiyor. Peki log indeksine nasıl ulaşacağız? Her şeyden önce ismini ezbere bilemeyebiliriz. Belki de denemelerimiz sırasında Elasticsearch üzerinde bir çok index oluşmuştur. Bunları nasıl göreceğiz? Bildiğiniz üzere Elasticsearch dışarıya güzel bir API sunuyor ;) Aşağıdaki talep ile sistemde var olan indexleri görmemiz mümkün.</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">HTTP Get
http://localhost:9205/_cat/indices?v </pre>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_1.gif" alt="" /></p>
<p>Görüldüğü üzere log için oluşturduğumuz index'de burada yer alıyor. Üstelik 3 doküman içermekte(3 tane log mesajı atmıştık) Dolayısıyla aşağıdaki taleple index hakkında bilgi alabiliriz.</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">HTTP Get
http://localhost:9205/api-log-2018.07 </pre>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_2.gif" alt="" /></p>
<p>Peki içerideki log bilgilerimizi nasıl göreceğiz? Yine Elastichsearch API'sinin _search metodundan yararlanabiliriz<em>(_ ile başlayan komutlar Elasticsearch API'sine ait sorgulama metodlarıdır) </em></p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">HTTP Get
http://localhost:9205/api-log-2018.07 </pre>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/eok_3.gif" alt="" /></p>
<p>Görüldüğü üzere API komutlarından yararlanarak oluşturulan log mesajlarını görebildik. Her ne kadar REST API her tür ihtiyacımızı karışılıyor olsa da gerçek hayat uygulamalarında artan log miktarı onları takip etmemizi zorlaştıracaktır. Şöyle göze hoş gelen, sadece Elasticsearch içindeki bilgileri takip etmekle kalmayıp ek fonksiyonellikleri ile uygulamaları izleyebileceğimiz bir arabirim olsa fena mı olurdu? Olmazdı tabii. İşte Kibana bu noktada devreye giriyor. </p>
<h1>Sisteminizi Kirletmek İstemezseniz</h1>
<p>Yazının bu kısmı bir sonraki güne denk geldi. Bir sebepten West-World'e kurduğum Kibana, Elasitcsearch ile konuşamaz hale geldi. Sanırım bazı konfigurasyon ayarlarını bozdum. Onları düzeltmek için tekrardan kurulum yapmayı denemek yerine sistemi neden bu kadar kirlettiğimi düşünmeye başladım. Docker'ın hazır imajlarını kullansaydım ya :)) Eğer sizde sisteminizi kirletmek istemezseniz Elasticsearch ve Kibana için Docker taşıyıcılarını kullanabilirsiniz. Elasticsearh container'ını kurmak ve çalıştırmak için aşağıdaki terminal komutları yeterli.</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">sudo docker pull docker.elastic.co/elasticsearch/elasticsearch:6.3.1
sudo docker run -p 9200:9200 -p 9300:9300 -e "discovery.type=single-node" docker.elastic.co/elasticsearch/elasticsearch:6.3.1</pre>
<p>Benzer şekilde Kibana container'ını da aşağıdaki komutlarla indirip çalıştırabiliriz.</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">sudo docker pull docker.elastic.co/kibana/kibana:6.3.1
sudo docker run --net=host -e "ELASTICSEARCH_URL=http://localhost:9200" docker.elastic.co/kibana/kibana:6.3.1</pre>
<p>Her iki container birbiriyle haberleşebilir durumdadır. Varsayılan olarak elasticsearch 9200 portundan hizmet verecektir. Bu nedenle Kibana örneğini çalıştırırken ELASTICSEARCH_URL'ini 9200 portuna göre vermek gerekir. Sonuç olarak http://localhost:5601 adresinden Kibana'ya da ulaşılabilir. West-World'de önce Elasticsearch'ü, sonra Kibana örneklerini çalıştırdıktan sonra yukarıda hazırladığımız Web API servisini kullandım. Ah bu arada port bilgisi değiştiği için Startup içerisindeki 9205 değerini tekrardan 9200'e çekmem gerekti. Elbette docker örneklerinin ilgili yml içeriklerini kurcalayarak bu bilgiler değiştirilebilir ama ben şimdilik varsayılan halleri ile bırakıyorum(yemedi :P) </p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_13.gif" alt="" /></p>
<p>Üst terminal kibana, alt terminal ise elasticsearch container örneklerinden gelen log'ları göstermekte. Postman ile servise yapılan bir kaç talep sonrası hemen tarayıcıyı açıp http://localhost:5601 adresinin yolunu tuttum. Kibana'ya bu şekilde bağlandıktan sonra aslında izlemek istenen Elasticsearch index'leri için bir desen oluşturulması gerekir. Hatırlanacağı üzere log bilgisini yazarken Serilog'a index adının nasıl olacağını da söylemiştik. Bu senaryo için api-log-2018-07 şeklindeydi. Dolayısıyla api* gibi bir desen kullanarak bu ve benzer isimlere uygun tüm index'lerin Kibana'dan izlenmesini sağlayabiliriz.</p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_14.gif" alt="" /></p>
<p>Ekran görüntüsündeki adımdan sonra da belki bir filtre belirleyebiliriz. Ben log atılma zamanına göre bir filtre ekleyip Create Index Pattern tuşuna basarak devam ettim.</p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_15.gif" alt="" /></p>
<p>Artık atılmış olan deneme log'larını izlemek için sadece Monitoring özelliğini açmamız yeterli.</p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_16.gif" alt="" /></p>
<p>Sonuçta aşağıdaki gibi şık rapor ekranlarına ulaşmış olacağız.</p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_17.gif" alt="" /></p>
<p>Monitoring kısmında daha farklı bir görünüm,</p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_20.gif" alt="" /></p>
<p>ve discover kısmında bir görünüm...</p>
<p><img src="https://www.buraksenyurt.com/image.axd?picture=/2018/07/ewk_18.gif" alt="" /></p>
<p>Dikkat edileceği üzere arabirimler gayet güzel. Şu anda firmadaki uygulamaların loglama mesajlarını docker üzerinde yaşayan Elasticsearch ortamlarına atacak ve Kibana ile izlememizi sağlayacak değişikliklere başlamak istedim. Docker bu noktada hayatımızı oldukça kolaylaştırdı. Benim için hazırlanması bir kaç güne denk gelen yorucu bir makale oldu diyebilirim. Lakin oldukça keyif aldığımı ifade etmek isterim. Umarım sizler için de bilgilendirici bir yazı olmuştur. Böylece geldik bir makalemizin daha sonuna. Tekrardan görüşünceye dek hepinize mutlu günler dilerim.</p>
<h3>Dip Not</h3>
<p>Olur da docker container'larını durduramazsanız terminalden şu komut ile akfit olanları çekip</p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">sudo docker ps</pre>
<p>durdurmak istediğiniz için bu komutu<em>(Sizde Container ID numarası farklı olacaktır)</em></p>
<pre class="brush:bash;auto-links:false;toolbar:false" contenteditable="false">sudo docker stop 3402e6aaced3</pre>
<p>kullanabilirsiniz.</p>2018-10-25T07:06:00+00:00elasticsearchlinuxubunturestfulhttpgetpostputubuntu 16.04luceneapachefull text searchsearchalgorithmskibanaserilogdockercontainerbsenyurtElasticsearch bir veritabanı üzerindeki google arama motoru olarak düşünülebilir. Özellikle arama ve raporlama konularında hız avantajı sağlayan açık kaynak bu ürünün kurulumu da kullanımı da oldukça kolay. Bu yazımızda Ubuntu 16.04 üzerine Elasticsearch'ü kurmaya çalışacağız. Kurulum sonrası Postman'den yararlanarak RESTful bazlı API servislerini deneyeceğiz. Ardından Serilog'a el atacağız ve bir Web API üzerinden Elasticsearch'e nasıl log atabileceğimizi göreceğiz. Son olarak bu log'ları görsel bir arabirimden izleyebilmek adına Kibana ürününü kullanacağız. Kibana'yı ve Elasticsearch'ü Docker imajları üzerinden de deneyimleyeceğiz.https://www.buraksenyurt.com/pingback.axdhttps://www.buraksenyurt.com/post.aspx?id=3e0c51cb-4078-4154-85d9-836c1730cd416https://www.buraksenyurt.com/trackback.axd?id=3e0c51cb-4078-4154-85d9-836c1730cd41https://www.buraksenyurt.com/post/elasticsearch-u-west-world-e-kurdum#commenthttps://www.buraksenyurt.com/syndication.axd?post=3e0c51cb-4078-4154-85d9-836c1730cd41