Spanner Graph'i kullanmaya başlama

1. Giriş

Spanner Graph, amaca özel olarak oluşturulmuş grafik veritabanı özelliklerini Google Cloud'un her zaman açık, küresel olarak tutarlı ve neredeyse sınırsız ölçeklenebilir veritabanı Spanner ile birleştirir.

Spanner Graph, ISO GQL (Graph Query Language) standartlarıyla uyumlu bir grafik sorgu arayüzünü destekler. İlişkisel ve grafik modeller arasındaki birlikte çalışabilirlik sayesinde, köklü SQL özelliklerini GQL'deki grafik kalıbı eşleştirmenin ifade gücüyle birleştirebilirsiniz. Tablolar, veri taşıma işlemi yapılmadan bildirimli şema kullanılarak grafiklerle eşlenebilir. Bu sayede grafikler, tablo biçimindeki veri kümelerine getirilir. Bu sayede, veri modeli seçimlerini geç bağlayabilir (yani erteleyebilir) ve her iş için en iyi sorgu dilini kullanabilirsiniz.

Bu laboratuvarda, önceden doldurulmuş bir veri kümesi kullanarak Spanner Graph veritabanı oluşturma, GQL kullanarak grafiği sorgulama ve GQL ile SQL'i birleştirerek hem grafiğe hem de ilişkisel verilere birlikte erişme işlemlerini adım adım öğreneceksiniz.

Ne oluşturacaksınız?

Bu laboratuvar kapsamında şunları yapacaksınız:

• Spanner örneği oluşturun.
• Mali grafik şeması ve önceden doldurulmuş veri kümeleri içeren bir veritabanı oluşturun.
• GQL sorguları yayınlayın ve GQL ile SQL'i birlikte kullanın.

Neler öğreneceksiniz?

• Spanner örneği oluşturma
• Örnek bir Spanner Graph veritabanı oluşturmak için gcloud spanner samples init finance-graph komutunu kullanma
• Veritabanına genel bakış sayfasında grafik şemasını görüntüleme
• GQL kullanarak çok adımlı yollar sorgularını yazma
• GQL kullanarak daha karmaşık sorgular yazma
• GQL ve SQL'i birlikte kullanma

İhtiyacınız olanlar

• Bir faturalandırma hesabına bağlı olan Google Cloud projesi.
• Chrome veya Firefox gibi bir web tarayıcısı

2. Kurulum ve şartlar

Not: Faturalandırmanın etkin olduğu bir GCP projeniz varsa bu adımı atlayabilirsiniz.

GCP projesi oluşturma

Google Cloud Console'da oturum açın ve yeni bir proje oluşturun veya mevcut bir projeyi yeniden kullanın. Gmail veya Google Workspace hesabınız yoksa hesap oluşturmanız gerekir.

• Proje adı, bu projenin katılımcıları için görünen addır. Google API'leri tarafından kullanılmayan bir karakter dizesidir. Bu bilgiyi istediğiniz zaman güncelleyebilirsiniz.
• Proje kimliği, tüm Google Cloud projelerinde benzersizdir ve sabittir (ayarlandıktan sonra değiştirilemez). Cloud Console, benzersiz bir dizeyi otomatik olarak oluşturur. Genellikle bu dizenin ne olduğuyla ilgilenmezsiniz. Çoğu codelab'de proje kimliğinize (genellikle PROJECT_ID olarak tanımlanır) başvurmanız gerekir. Oluşturulan kimliği beğenmezseniz başka bir rastgele kimlik oluşturabilirsiniz. Dilerseniz kendi adınızı deneyerek kullanılabilir olup olmadığını kontrol edebilirsiniz. Bu adım tamamlandıktan sonra değiştirilemez ve proje süresince geçerli kalır.
• Bazı API'lerin kullandığı üçüncü bir değer olan Proje Numarası da vardır. Bu üç değer hakkında daha fazla bilgiyi belgelerde bulabilirsiniz.

Dikkat: Proje kimliği genel olarak benzersizdir ve seçildikten sonra başka bir kullanıcı tarafından kullanılamaz. Bu kimliğin tek kullanıcısı sizsiniz. Proje silinse bile kimlik tekrar kullanılamaz.

Not: Gmail hesabı kullanıyorsanız varsayılan konumu Kuruluş yok olarak bırakabilirsiniz. Google Workspace hesabı kullanıyorsanız kuruluşunuz için uygun bir konum seçin.

Faturalandırma kurulumu

Ardından, faturalandırmayı yönetme kullanıcı kılavuzunu uygulamanız ve Cloud Console'da faturalandırmayı etkinleştirmeniz gerekir. Yeni Google Cloud kullanıcıları 300 ABD doları değerinde ücretsiz deneme programından yararlanabilir. Bu eğitimin ötesinde faturalandırmayla karşılaşmamak için "9. Adım: Temizleme" bölümündeki talimatları uygulayarak codelab'in sonunda Spanner örneğini kapatabilirsiniz.

Cloud Shell'i Başlatma

Google Cloud, dizüstü bilgisayarınızdan uzaktan çalıştırılabilir. Ancak bu codelab'de, Cloud'da çalışan bir komut satırı ortamı olan Google Cloud Shell'i kullanacaksınız.

Google Cloud Console'da sağ üstteki araç çubuğunda Cloud Shell simgesini tıklayın:

Ortamın temel hazırlığı ve bağlanması yalnızca birkaç dakikanızı alır. İşlem tamamlandığında aşağıdakine benzer bir sonuç görürsünüz:

Bu sanal makine, ihtiyaç duyacağınız tüm geliştirme araçlarını içerir. 5 GB boyutunda kalıcı bir ana dizin sunar ve Google Cloud üzerinde çalışır. Bu sayede ağ performansı ve kimlik doğrulama önemli ölçüde güçlenir. Bu codelab'deki tüm çalışmalarınızı tarayıcıda yapabilirsiniz. Herhangi bir şey yüklemeniz gerekmez.

3. Spanner örneği oluşturma

Not: Projenizde test amaçlı bir Spanner örneğiniz varsa bu adımı atlayabilirsiniz. Bu konsol bağlantısını ziyaret ederek doğrulama yapabilirsiniz.

Spanner'da örnek, bir veya daha fazla Spanner veritabanını barındıran bilgi işlem ve depolama kaynaklarının kümesidir. Bu codelab için bir Spanner veritabanı barındırmak üzere en az 1 örneğe ihtiyacınız olacak.

gcloud SDK sürümünü kontrol etme

Bir örnek oluşturmadan önce Google Cloud Shell'deki gcloud SDK'nın gerekli sürüme (gcloud SDK 493.0.0) güncellendiğinden emin olun. Aşağıdaki komutu uygulayarak gcloud SDK sürümünüzü bulabilirsiniz.

$ gcloud version | grep Google

Örnek çıkış:

Google Cloud SDK 489.0.0

Kullandığınız sürüm, gerekli 493.0.0 sürümünden (önceki örnekte 489.0.0) daha eski ise aşağıdaki komutu çalıştırarak Google Cloud SDK'nızı yükseltmeniz gerekir:

sudo apt-get update \
  && sudo apt-get --only-upgrade install google-cloud-cli-anthoscli google-cloud-cli-cloud-run-proxy kubectl google-cloud-cli-skaffold google-cloud-cli-cbt google-cloud-cli-docker-credential-gcr google-cloud-cli-spanner-migration-tool google-cloud-cli-cloud-build-local google-cloud-cli-pubsub-emulator google-cloud-cli-app-engine-python google-cloud-cli-kpt google-cloud-cli-bigtable-emulator google-cloud-cli-datastore-emulator google-cloud-cli-spanner-emulator google-cloud-cli-app-engine-go google-cloud-cli-app-engine-python-extras google-cloud-cli-config-connector google-cloud-cli-package-go-module google-cloud-cli-istioctl google-cloud-cli-anthos-auth google-cloud-cli-gke-gcloud-auth-plugin google-cloud-cli-app-engine-grpc google-cloud-cli-kubectl-oidc google-cloud-cli-terraform-tools google-cloud-cli-nomos google-cloud-cli-local-extract google-cloud-cli-firestore-emulator google-cloud-cli-harbourbridge google-cloud-cli-log-streaming google-cloud-cli-minikube google-cloud-cli-app-engine-java google-cloud-cli-enterprise-certificate-proxy google-cloud-cli

Not: Önceki komut, güvenlik nedeniyle yükseltilecek paketleri ayrıntılı olarak listeler.

Spanner API'yi etkinleştirme

Cloud Shell'de proje kimliğinizin ayarlandığından emin olun. Şu anda yapılandırılmış proje kimliğini bulmak için aşağıdaki ilk komutu kullanın. Sonuç beklenmedikse aşağıdaki ikinci komut doğru olanı ayarlar.

gcloud config get-value project

gcloud config set project [YOUR-DESIRED-PROJECT-ID]

Varsayılan bölgenizi us-central1 olarak yapılandırın. Bunu, Spanner bölgesel yapılandırmaları tarafından desteklenen farklı bir bölgeyle değiştirebilirsiniz.

gcloud config set compute/region us-central1

Spanner API'yi etkinleştirin:

gcloud services enable spanner.googleapis.com

Spanner örneğini oluşturma

Bu bölümde ücretsiz deneme örneği veya sağlanmış bir örnek oluşturacaksınız. Bu codelab'de kullanılan Spanner Graph Instance ID, graph-demo olup export komut satırı kullanılarak SPANNER_INSTANCE_ID değişkeni olarak ayarlanmıştır. İsteğe bağlı olarak kendi örnek kimliği adınızı seçebilirsiniz.

Ücretsiz deneme Spanner örneği oluşturma

Projesinde Cloud Faturalandırma'yı etkinleştirmiş olan ve Google Hesabı olan herkes 90 günlük Spanner ücretsiz deneme örneğinden yararlanabilir. Ücretsiz deneme örneğinizi ücretli bir örneğe yükseltmeyi seçmediğiniz sürece sizden ücret alınmaz. Spanner Graph, ücretsiz deneme örneğinde desteklenir. Uygunsa Cloud Shell'i açıp şu komutu çalıştırarak ücretsiz deneme örneği oluşturun:

export SPANNER_INSTANCE_ID=graph-demo
export SPANNER_REGION=regional-us-central1
gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --instance-type=free-instance \
  --description="Spanner Graph demo"

Not: Bu komutta bölge olarak regional-us-central1 kullanılır. Spanner ücretsiz deneme örneğinde kullanılabilen bölge yapılandırmalarına göre farklı bir bölge seçebilirsiniz. Ücretsiz deneme örneği oluşturma hakkında daha fazla bilgiyi burada bulabilirsiniz.

Komut çıkışı:

$ gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --instance-type=free-instance \
  --description="Spanner Graph demo"
Creating instance...done.

Sağlanmış bir Spanner örneği oluşturma

Ücretsiz deneme örneği kullanmaya uygun değilseniz bu codelab için 1 düğümlü bir Spanner sağlanan örneği oluşturabilirsiniz. Spanner Graph, Enterprise veya Enterprise Plus sürümlerinde kullanılabilir. Enterprise veya Enterprise Plus sürümünde örnek oluşturmak için Cloud Shell'i açıp şu komutu çalıştırın:

export SPANNER_INSTANCE_ID=graph-demo
export SPANNER_REGION=regional-us-central1
gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --description="Spanner Graph demo" \
  --nodes=1 \
  --edition=ENTERPRISE

Not: Bu komutta bölge olarak regional-us-central1 kullanılır. Spanner örneğinde kullanılabilen bölge yapılandırmalarına göre farklı bir bölge seçebilirsiniz.

Komut çıkışı:

$ gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --description="Spanner Graph demo" \
  --nodes=1
Creating instance...done.  

4. Spanner veritabanını otomatik olarak oluşturma

Not: Aşağıdaki talimatlarda, veritabanını ayarlamak ve verileri doldurmak için gcloud komutu kullanılır. Manuel işlemle ilgileniyorsanız sonraki adıma (5. adım) geçin.

gcloud SDK sürümünü kontrol etme

Veritabanı oluşturmadan önce Google Cloud Shell'deki Google Cloud SDK'nın gerekli sürüme (Google Cloud SDK 484.0.0) güncellendiğinden emin olun. Aşağıdaki komutu çalıştırarak gcloud SDK sürümünüzü öğrenebilirsiniz.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Sürüm, gerekli 484.0.0'dan düşükse (örneğin, yukarıdaki çıkış 483.0.0) aşağıdaki komutu kopyalayıp çalıştırarak yükseltmeniz gerekir.

sudo apt-get update \
  && sudo apt-get --only-upgrade install google-cloud-cli-anthoscli google-cloud-cli-cloud-run-proxy kubectl google-cloud-cli-skaffold google-cloud-cli-cbt google-cloud-cli-docker-credential-gcr google-cloud-cli-spanner-migration-tool google-cloud-cli-cloud-build-local google-cloud-cli-pubsub-emulator google-cloud-cli-app-engine-python google-cloud-cli-kpt google-cloud-cli-bigtable-emulator google-cloud-cli-datastore-emulator google-cloud-cli-spanner-emulator google-cloud-cli-app-engine-go google-cloud-cli-app-engine-python-extras google-cloud-cli-config-connector google-cloud-cli-package-go-module google-cloud-cli-istioctl google-cloud-cli-anthos-auth google-cloud-cli-gke-gcloud-auth-plugin google-cloud-cli-app-engine-grpc google-cloud-cli-kubectl-oidc google-cloud-cli-terraform-tools google-cloud-cli-nomos google-cloud-cli-local-extract google-cloud-cli-firestore-emulator google-cloud-cli-harbourbridge google-cloud-cli-log-streaming google-cloud-cli-minikube google-cloud-cli-app-engine-java google-cloud-cli-enterprise-certificate-proxy google-cloud-cli

Not: Yukarıdaki komutta, güvenlik nedeniyle yükseltilecek paketler ayrıntılı olarak listelenir.

Örnek ve veritabanı oluşturma

Örneğiniz çalıştıktan sonra veritabanını oluşturabilirsiniz. Spanner, tek bir örnekte birden fazla veritabanına izin verir.

Şemanızı tanımladığınız yer veritabanıdır. Ayrıca veritabanına kimlerin erişebileceğini kontrol edebilir, özel şifreleme ayarlayabilir, optimize ediciyi yapılandırabilir ve saklama süresini belirleyebilirsiniz.

Veritabanı, önceki adımda SPANNER_INSTANCE_ID kimliğiyle oluşturulan örnekte oluşturulur.

SPANNER_INSTANCE_ID değişkenini henüz ayarlamadıysanız ayarlamak için aşağıdaki komut satırını kullanın.

export SPANNER_INSTANCE_ID={your_instance_id}

Finansal grafik şeması ve önceden doldurulmuş finans veri kümesi içeren bir Spanner veritabanı oluşturmak için aşağıdaki Google Cloud Shell gcloud komut satırı aracını kullanın.

 gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID

Komut çıkışı:

$ gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
Checking instance 'graph-demo'
Downloading files for the finance-graph sample app
Downloading ../finance-graph/finance-graph-schema.sdl
Downloading ../finance-graph/finance-graph-inserts.sql
Initializing database 'finance-graph-db' for sample app 'finance-graph'
Creating database 'finance-graph-db'...done.                                                                                                  
Populating graph data into `finance-graph-db`...done.                                                                                         
|
  Initialization done for your Spanner Graph database.

Not: Veritabanının oluşturulması birkaç dakika sürebilir.

spanner samples CLI

gcloud spanner samples init finance-graph komutu, aşağıdaki işlemler için bir sarmalayıcıdır:

• Örneğinizde "finance-graph-db" adlı bir veritabanı oluşturulur.
• Veritabanında bir finans grafiği şeması oluşturulur. Şema; banka hesapları, krediler vb. gibi öğeler için düğüm tanımları ve aralarındaki ilişkiler için kenar tanımları içerir. Veritabanı şemasını 6. adımda inceleyebilirsiniz.
• Veritabanına birkaç bin grafik düğümü ve kenarı eklenmesi.

Hataları ele alma

Veriler eklenemedi

Araç, Failed to insert data for the graph database hata mesajıyla tamamlanırsa isteğe bağlı olan 5. Adım sayfasını izleyerek manuel olarak bir veritabanı oluşturabilir ve ardından verileri ekleyebilirsiniz.

Sıradaki

Veritabanının otomatik olarak oluşturulması başarılı olduysa bir sonraki isteğe bağlı bölümü atlayabilir ve doğrudan "Grafik şemasını keşfetme" (6. adım) bölümüne gidebilirsiniz.

5. (İsteğe bağlı) Spanner veritabanını manuel olarak oluşturma

Not: Önceki adımda gcloud spanner samples kullanarak finance-graph-db veritabanı oluşturduysanız bu adımı atlayabilirsiniz.

Örneğiniz çalıştıktan sonra veritabanını manuel olarak oluşturabilirsiniz.

Şemanızı tanımladığınız yer veritabanıdır. Ayrıca veritabanına kimlerin erişebileceğini kontrol edebilir, özel şifreleme ayarlayabilir, optimize ediciyi yapılandırabilir ve saklama süresini belirleyebilirsiniz.

Veritabanı, önceki adımlarda SPANNER_INSTANCE_ID kimlikli örnekte oluşturulur.

SPANNER_INSTANCE_ID değişkenini henüz ayarlamadıysanız ayarlamak için aşağıdaki komut satırını kullanın.

export SPANNER_INSTANCE_ID={your_instance_id}

Veritabanı oluşturmak için gcloud komut satırı aracını kullanın:

export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
 --instance=$SPANNER_INSTANCE_ID

Komut çıkışı:

$ gcloud spanner databases create $SPANNER_DATABASE \
 --instance=$SPANNER_INSTANCE_ID
Creating database...done.

Grafik içeren şema oluşturma

Şemayı ayarlamak için Spanner Studio'ya gidin ve Düzenleyici'yi kullanın:

Şema için aşağıdaki DDL'yi kopyalayıp Spanner Studio Düzenleyici'ye yapıştırın.

CREATE TABLE Person (
  id                  INT64 NOT NULL,
  name                STRING(MAX),
) PRIMARY KEY (id);

CREATE TABLE Account (
  id                  INT64 NOT NULL,
  create_time         TIMESTAMP,
  is_blocked          BOOL,
  type                STRING(MAX),
) PRIMARY KEY (id);

CREATE TABLE Loan (
  id                  INT64 NOT NULL,
  loan_amount         FLOAT64,
  balance             FLOAT64,
  create_time         TIMESTAMP,
  interest_rate       FLOAT64,
) PRIMARY KEY (id);

CREATE TABLE AccountTransferAccount (
  id                  INT64 NOT NULL,
  to_id               INT64 NOT NULL,
  amount              FLOAT64,
  create_time         TIMESTAMP NOT NULL,
) PRIMARY KEY (id, to_id, create_time),
  INTERLEAVE IN PARENT Account ON DELETE CASCADE;

CREATE TABLE AccountRepayLoan (
  id                  INT64 NOT NULL,
  loan_id             INT64 NOT NULL,
  amount              FLOAT64,
  create_time         TIMESTAMP NOT NULL,
) PRIMARY KEY (id, loan_id, create_time),
  INTERLEAVE IN PARENT Account ON DELETE CASCADE;

CREATE TABLE PersonOwnAccount (
  id                  INT64 NOT NULL,
  account_id          INT64 NOT NULL,
  create_time         TIMESTAMP,
) PRIMARY KEY (id, account_id),
  INTERLEAVE IN PARENT Person ON DELETE CASCADE;

CREATE TABLE AccountAudits (
  id                  INT64 NOT NULL,
  audit_timestamp     TIMESTAMP,
  audit_details       STRING(MAX),
) PRIMARY KEY (id, audit_timestamp),
  INTERLEAVE IN PARENT Account ON DELETE CASCADE;

CREATE PROPERTY GRAPH FinGraph
  NODE TABLES (
    Person,
    Account,
    Loan
  )
  EDGE TABLES (
    AccountTransferAccount
      SOURCE KEY (id) REFERENCES Account
      DESTINATION KEY (to_id) REFERENCES Account
      LABEL Transfers,
    AccountRepayLoan
      SOURCE KEY (id) REFERENCES Account
      DESTINATION KEY (loan_id) REFERENCES Loan
      LABEL Repays,
    PersonOwnAccount
      SOURCE KEY (id) REFERENCES Person
      DESTINATION KEY (account_id) REFERENCES Account
      LABEL Owns
  );

Not: Her CREATE ifadesi sırayla yürütüldüğünden bu işlem birkaç dakika sürebilir.

Ardından, RUN düğmesini tıklayın ve şemanızın oluşturulması için birkaç saniye bekleyin.

Özellikle CREATE PROPERTY GRAPH ifadesi olmak üzere her CREATE ifadesinin anlamını merak edebilirsiniz. Şemayı bir sonraki adımda (6. adım) inceleyeceğiz.

Verileri yükleme

Şimdi, veritabanınıza bazı finans grafiği verileri eklemek isteyeceksiniz.

Spanner Graph, giriş tablolarından grafikler oluşturur. Bu nedenle, grafikteki veriler giriş tablolarındaki verilere dayanır ve veri tekrarı olmaz. Benzer şekilde, giriş tablolarındaki veri değişiklikleri de grafik modeline otomatik olarak yansıtılır. Bu sayede, diğer veri kaynaklarıyla senkronizasyon için karmaşık ETL işlemleri yapmanız gerekmez.

Giriş tablolarına veri eklemek için bildiğiniz SQL INSERT ifadelerini kullanabilirsiniz.

Spanner Studio'da yeni bir sekme açın, ardından aşağıdaki ekleme ifadelerini kopyalayıp yapıştırın ve RUN düğmesini tıklayın. INSERT ifadeleri, veritabanınıza binlerce düğüm ve kenar ekler. Metin hacmi nedeniyle kopyalama işlemi birkaç saniye sürebilir.

INSERT OR IGNORE INTO Account (id, create_time, is_blocked, type) VALUES (1,"2020-01-10 06:22:20.222",false,"brokerage account"),(2,"2020-01-27 17:55:09.206",false,"prepaid card"),(3,"2020-02-18 05:44:20.655",false,"brokerage account"),(4,"2020-02-29 08:49:53.902",false,"debit card"),(5,"2020-03-02 12:47:18.726",false,"brokerage account"),(6,"2020-03-21 15:25:34.327",false,"custodial account"),(7,"2020-04-13 17:53:48.932",false,"brokerage account"),(8,"2020-04-14 20:08:15.427",true,"trust account"),(9,"2020-04-20 06:20:25.717",false,"certificate of deposit"),(10,"2020-04-25 17:12:17.773",false,"debit card"),(11,"2020-05-01 12:42:05.751",false,"escrow account"),(12,"2020-05-07 09:31:24.731",false,"corporate account"),(13,"2020-05-12 02:54:39.38",false,"prepaid card"),(14,"2020-05-12 07:20:33.922",false,"escrow account"),(15,"2020-05-17 23:48:13.525",false,"certificate of deposit"),(16,"2020-05-22 13:25:24.547",false,"escrow account"),(17,"2020-05-24 23:04:09.662",false,"debit card"),(18,"2020-05-25 13:28:18.687",false,"prepaid card"),(19,"2020-05-26 08:20:41.462",false,"brokerage account"),(20,"2020-05-26 21:45:21.362",false,"internet account"),(21,"2020-05-29 11:12:33.826",false,"certificate of deposit"),(22,"2020-06-02 23:51:28.653",false,"trust account"),(23,"2020-06-10 23:13:28.056",false,"debit card"),(24,"2020-06-13 07:03:04.044",false,"prepaid card"),(25,"2020-06-18 00:04:22.973",false,"debit card"),(26,"2020-06-20 02:42:12.633",false,"foreign currency"),(27,"2020-06-27 03:53:28.622",false,"internet account"),(28,"2020-07-04 05:56:27.958",false,"prepaid card"),(29,"2020-07-05 22:59:05.522",false,"foreign currency"),(30,"2020-07-06 16:40:38.026",false,"corporate account"),(31,"2020-07-07 22:50:08.234",false,"prepaid card"),(32,"2020-07-08 02:44:39.09",false,"trust account"),(33,"2020-07-14 10:52:04.924",false,"debit card"),(34,"2020-07-17 02:39:41.539",false,"trust account"),(35,"2020-07-18 13:55:27.536",false,"credit card"),(36,"2020-07-19 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10:34:54", "Two-factor authentication enabled."), (186,"2021-06-18 10:18:16", "Account password reset successfully."), (453,"2021-09-09 09:10:46", "Support ticket closed."), (404,"2020-02-17 04:34:58", "Login attempt from unrecognized device."), (206,"2021-08-22 09:01:55", "Security question updated."), (153,"2020-05-04 08:51:37", "Account recovery email updated."), (391,"2021-05-15 00:15:56", "Account unlocked by system administrator."), (608,"2021-10-22 03:23:17", "Failed login attempt using incorrect password from IP address [ip address removed]."), (427,"2021-02-21 21:59:25", "API key revoked."), (455,"2020-11-30 08:52:46", "Payment method added."), (650,"2021-12-18 14:29:06", "Account successfully created."), (129,"2020-02-13 00:37:57", "Account password reset requested."), (453,"2021-03-15 18:39:15", "Notification preferences changed."), (489,"2020-09-09 23:52:09", "Account deleted by user."), (464,"2021-01-05 15:35:25", "Profile picture updated."), (554,"2021-07-12 00:42:50", "User logged in successfully."), (229,"2021-02-07 21:25:24", "Profile picture updated."), (301,"2020-05-16 13:22:18", "Data import completed."), (282,"2020-03-27 08:10:51", "Support ticket closed."), (438,"2020-12-09 17:56:16", "API key generated."), (375,"2021-08-24 21:12:00", "User logged in successfully."), (75,"2021-10-04 00:55:23", "Subscription renewed."), (688,"2020-02-25 22:27:13", "Payment method removed."), (683,"2020-05-04 13:50:30", "Device unlinked from the account."), (353,"2020-02-11 21:40:06", "Billing information updated."), (96,"2020-08-15 04:10:06", "Login attempt from unrecognized device."), (617,"2020-06-08 19:07:19", "Failed login attempt using incorrect password from IP address [ip address removed]."), (451,"2020-06-09 13:00:48", "Account password reset successfully."), (392,"2021-04-02 12:05:56", "User logged in successfully."), (688,"2021-10-01 14:32:51", "API key revoked."), (617,"2020-08-11 09:23:39", "Account locked due to multiple failed login attempts."), (392,"2021-10-15 17:09:39", "Account permissions modified."), (196,"2020-01-27 20:05:26", "Account unlocked by system administrator."), (130,"2020-07-05 20:04:29", "File uploaded to the account."), (123,"2021-11-13 13:55:12", "Billing information updated."), (153,"2020-10-07 10:10:29", "File uploaded to the account."), (518,"2020-08-18 15:05:17", "Account password reset successfully."), (225,"2021-06-22 13:13:52", "Account unlocked by system administrator."), (123,"2021-02-17 23:57:05", "API key generated."), (8,"2020-05-26 14:33:07", "Subscription renewed."), (229,"2021-07-26 08:40:50", "Data import completed."), (247,"2021-03-13 23:46:57", "Referral link shared."), (621,"2021-08-02 19:40:15", "Subscription renewed."), (4,"2020-01-14 11:59:52", "Two-factor authentication enabled."), (153,"2020-12-13 18:58:38", "Account deleted by user."), (562,"2021-04-01 16:16:58", "Account successfully created."), (392,"2020-12-18 19:07:27", "Successful login from new IP address."), (573,"2020-04-01 06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset successfully."), (3,"2020-03-29 00:27:36", "Account password reset successfully."), (489,"2020-02-29 23:54:59", "Account password updated."), (621,"2021-06-15 07:33:20", "Account details viewed by user."), (212,"2020-01-16 02:15:04", "Successful login from new IP address."), (645,"2020-06-25 10:59:08", "Account deleted by user."), (48,"2020-08-22 06:21:04", "Support ticket closed."), (213,"2021-10-13 19:32:02", "Account password reset successfully."), (290,"2020-09-16 09:20:21", "Account permissions modified."), (693,"2021-08-02 12:08:43", "Billing information updated."), (505,"2021-08-29 00:05:24", "Data import completed."), (602,"2020-04-20 00:52:09", "Data import completed."), (213,"2020-08-14 00:25:44", "Data export requested."), (247,"2021-01-06 08:56:08", "Profile picture updated."), (117,"2021-10-08 15:20:14", "Payment method added."), (75,"2020-12-07 05:42:09", "API key revoked."), (196,"2020-09-10 22:24:16", "Suspicious activity detected from new location."), (13,"2020-02-18 00:41:02", "Account recovery email updated."), (455,"2021-05-15 17:20:35", "Account locked due to multiple failed login attempts."), (575,"2021-04-23 00:10:22", "Payment method added."), (562,"2021-09-04 20:30:50", "Account locked due to multiple failed login attempts."), (285,"2020-02-28 18:37:10", "Suspicious activity detected from new location."), (393,"2021-01-02 11:08:14", "Account temporarily suspended."), (641,"2021-08-23 18:55:47", "Account details viewed by user."), (186,"2020-03-07 09:03:05", "File downloaded from the account."), (528,"2021-10-08 06:15:33", "User logged in successfully."), (450,"2020-07-25 12:27:14", "Suspicious activity detected from new location."), (453,"2021-03-07 15:57:55", "Account details viewed by user."), (123,"2020-02-23 12:40:05", "API key generated."), (696,"2020-08-25 06:04:33", "Two-factor authentication disabled."), (416,"2021-06-22 12:48:01", "Account successfully created."), (597,"2020-03-21 11:30:56", "Two-factor authentication enabled."), (196,"2021-04-06 22:35:06", "File uploaded to the account."), (173,"2021-09-04 00:57:52", "Account successfully created."), (590,"2020-03-01 02:56:54", "Billing information updated."), (225,"2021-10-15 07:34:01", "Security question updated."), (693,"2021-11-14 18:03:39", "File downloaded from the account."), (146,"2020-10-14 03:41:20", "Payment method removed."), (577,"2020-01-22 16:46:18", "Suspicious activity detected from new location."), (545,"2020-01-30 23:00:29", "Subscription cancelled."), (504,"2021-06-17 10:57:26", "Data import completed."), (228,"2020-06-05 05:42:53", "Account successfully created."), (405,"2021-04-14 08:41:16", "API key revoked."), (301,"2020-06-14 18:29:04", "Login attempt from unrecognized device."), (375,"2021-05-27 13:06:27", "Security question updated."), (186,"2021-09-04 17:18:21", "Account password updated."), (475,"2020-05-11 08:50:01", "Security question updated."), (504,"2020-08-12 00:24:22", "Subscription cancelled."), (582,"2021-02-02 12:10:03", "Successful login from new IP address."), (392,"2020-10-15 13:16:42", "Account subscription upgraded."), (475,"2021-11-30 03:54:07", "New device linked to the account."), (381,"2020-07-25 22:45:45", "Two-factor authentication disabled."), (130,"2020-10-17 12:38:07", "Account unlocked by system administrator."), (285,"2020-12-23 04:59:09", "Account temporarily suspended."), (501,"2021-05-15 21:58:05", "Billing information updated."), (301,"2020-05-16 03:38:05", "Account password updated."), (504,"2020-07-14 18:53:49", "API key revoked."), (404,"2021-09-04 13:38:11", "Billing information updated."), (696,"2020-02-16 16:14:12", "Login attempt from unrecognized device."), (153,"2020-05-07 05:14:19", "Payment method added."), (590,"2020-09-23 16:58:49", "API key revoked."), (453,"2020-12-06 06:59:15", "Device unlinked from the account."), (453,"2020-04-25 16:07:55", "Data export requested."), (602,"2020-02-23 02:34:53", "Support ticket created."), (404,"2021-05-29 09:08:03", "Account password reset successfully."), (163,"2020-05-03 11:35:26", "Suspicious activity detected from new location."), (207,"2021-08-24 17:55:30", "Subscription cancelled."), (455,"2021-08-17 02:37:09", "Account details viewed by user."), (453,"2021-09-04 20:44:33", "Account locked due to multiple failed login attempts."), (520,"2020-08-07 18:45:09", "Support ticket closed."), (392,"2021-12-16 05:13:11", "API key revoked."), (212,"2020-03-08 15:17:22", "User logged out successfully."), (641,"2021-01-04 21:45:14", "Profile picture updated."), (213,"2020-10-19 19:01:08", "Notification preferences changed."), (393,"2021-08-22 17:30:48", "Account password reset requested."), (577,"2021-03-02 10:29:48", "Support ticket created."), (13,"2020-09-05 17:36:02", "API key generated."), (694,"2021-07-11 03:48:13", "Successful login from new IP address."), (442,"2021-03-04 15:54:53", "Security question updated."), (4,"2020-09-05 15:19:58", "Support ticket closed."), (590,"2021-11-14 16:36:14", "Device unlinked from the account."), (528,"2021-06-30 15:43:15", "Login attempt from unrecognized device."), (688,"2021-04-28 16:58:35", "Failed login attempt using incorrect password from IP address [ip address removed]."), (545,"2020-08-01 10:56:52", "Billing information updated."), (282,"2020-08-30 00:51:45", "Privacy settings updated."), (123,"2020-09-21 13:09:39", "Account details viewed by user."), (617,"2020-07-30 02:19:52", "Account unlocked by system administrator."), (163,"2020-10-23 08:21:23", "Account password reset successfully."), (446,"2020-01-14 12:47:36", "Device unlinked from the account."), (282,"2020-04-10 12:01:11", "Data import completed."), (163,"2021-12-10 17:29:15", "Account details viewed by user."), (207,"2021-02-03 04:52:45", "Account permissions modified."), (163,"2020-05-17 02:30:41", "Account password reset successfully."), (393,"2020-03-25 05:02:37", "Account details viewed by user."), (146,"2021-11-22 08:36:02", "Account password reset successfully."), (489,"2020-06-16 10:18:46", "Account password updated."), (489,"2020-04-27 01:14:43", "API key revoked."), (694,"2021-03-09 16:22:12", "User logged in successfully."), (693,"2021-09-23 19:58:58", "New device linked to the account."), (171,"2021-02-10 12:41:49", "Account recovery email updated."), (218,"2020-12-22 16:02:56", "Account locked due to multiple failed login attempts."), (206,"2020-08-10 13:13:11", "Payment method removed."), (621,"2020-07-14 11:43:52", "File uploaded to the account."), (218,"2021-05-16 10:08:04", "Account password reset requested."), (619,"2020-09-02 18:20:40", "Subscription cancelled."), (206,"2020-04-18 21:30:38", "File uploaded to the account."), (290,"2021-07-08 07:46:39", "Data import completed."), (285,"2021-09-28 19:07:26", "Privacy settings updated."), (453,"2021-05-02 20:50:37", "Referral link shared."), (275,"2021-10-27 19:20:27", "Account locked due to multiple failed login attempts."), (3,"2021-12-20 05:03:37", "Account locked due to multiple failed login attempts."), (573,"2020-09-27 14:11:48", "Login attempt from unrecognized device."), (381,"2020-05-26 05:40:25", "Referral link shared."), (275,"2020-03-18 20:25:31", "Privacy settings updated."), (282,"2020-07-06 09:11:40", "Subscription renewed."), (213,"2021-07-18 02:30:49", "Data import completed."), (44,"2021-08-04 13:37:56", "Account deleted by user."), (173,"2020-09-13 12:52:45", "Account recovery email updated."), (504,"2020-03-11 02:54:59", "Suspicious activity detected from new location."), (416,"2020-11-01 11:14:00", "Profile picture updated."), (306,"2021-05-09 19:19:25", "Profile picture updated."), (212,"2021-06-10 12:03:57", "Subscription renewed."), (186,"2020-10-15 01:02:40", "Device unlinked from the account."), (229,"2020-05-09 05:14:39", "Account details viewed by user."), (450,"2020-06-28 04:46:57", "Account subscription upgraded."), (218,"2021-10-31 11:12:28", "Subscription renewed."), (312,"2021-11-01 17:31:13", "Profile picture updated."), (518,"2021-04-04 22:32:05", "Account password reset requested."), (353,"2020-07-01 14:00:06", "User logged in successfully."), (306,"2021-07-08 07:38:32", "Account password updated."), (153,"2021-12-10 04:16:02", "Notification preferences changed."), (562,"2021-06-01 15:55:25", "API key revoked."), (207,"2020-02-11 12:08:16", "Account password reset requested."), (597,"2020-05-30 13:42:10", "File downloaded from the account."), (518,"2021-02-04 02:08:40", "Subscription renewed."), (96,"2020-10-12 13:38:21", "Payment method added."), (489,"2021-04-14 08:05:29", "Two-factor authentication enabled."), (442,"2020-06-13 00:22:31", "Account recovery email updated."), (275,"2020-05-18 10:17:59", "File uploaded to the account."), (353,"2021-05-23 20:48:25", "Payment method removed."), (206,"2021-07-01 04:44:06", "Two-factor authentication enabled."), (528,"2021-08-12 05:52:10", "Payment method removed.");

Özet

Bu adımda, grafik şeması içeren ve önceden doldurulmuş grafik verileri içeren Spanner veritabanını oluşturdunuz.

Sıradaki

Ardından, grafik şemasını keşfedeceksiniz.

6. Grafik şemasını keşfetme

Grafik şemasını görüntüleme

Cloud Console'da Spanner örneğine gidin ve finance-graph-db veritabanını tıklayın. Bu genel bakış sayfasında, veritabanı şemasını görüntülemek için "Eşdeğer DDL'yi Göster" düğmesini (sayfanın en altında) tıklayın.

Şemayı incelerken ilk olarak aşağıdaki ekran görüntüsünde de gösterildiği gibi CREATE TABLE ifadeleri içeren bir dizi ilişkisel tablo görürsünüz:

• Banka hesaplarıyla ilgili verileri içeren Account tablosu
• AccountAudits tablosu (banka hesaplarının denetimlerini izler)
• Banka hesaplarından yapılan kredi geri ödemelerini izleyen AccountRepayLoan tablosu.
• AccountTransferAccount tablosu, banka hesapları arasındaki para transferlerini izler.
• Müşteri kredileriyle ilgili verileri içeren Loan tablosu
• Person tablosu (bankacılık müşterileriyle ilgili, kişi olarak modellenmiş verileri içerir)
• Banka hesabı sahiplerinin ilişkisini izleyen PersonOwnAccount tablosu

Şema DDL'sinde aşağı kaydırdığınızda, yukarıdaki SQL tablolarına göre grafik şemasını tanımladığımız CREATE PROPERTY GRAPH FinGraph ifadesini görürsünüz. Grafik şemasını bir sonraki bölümde açıklayacağız.

Grafik şemasını anlama

Spanner Graph, CREATE PROPERTY GRAPH ifadesini kullanarak tablolardan grafik oluşturmanıza olanak tanır. Grafik oluşturmak için kullanılan tablolara giriş tabloları denir. Grafik oluşturulurken veri yinelenmez.

Spanner Graph, etiketler ve özelliklerle açıklama eklenmiş düğümler ve kenarlarla özellik grafiği veri modelini destekler. Bu finans grafiği şemasında, daha önce tanımlanan ilişkisel giriş tablolarına göre 3 tür düğüm ve 3 tür kenar oluşturduk.

Düğümler

3 giriş tablosuna göre 3 tür düğüm tanımlarız:

1. Kişi tablosuna dayalı Person düğümü
2. Hesap tablosuna göre Account düğümü
3. Loan düğümü (Kredi tablosuna göre)

CREATE PROPERTY GRAPH FinGraph
  NODE TABLES (
    Account
      KEY (id)
      LABEL Account
      PROPERTIES (create_time, id, is_blocked, type),
    Loan
      KEY (id)
      LABEL Loan
      PROPERTIES (balance, create_time, id, interest_rate,loan_amount),
    Person
      KEY (id)
      LABEL Person
      PROPERTIES (id, name)
  )
 ...

Düğüm tablolarındaki her satır, grafik modelindeki bir düğüme karşılık gelir. Her düğümün, düğümü temsil eden Account ve Person gibi bir etiketi vardır. Bir sonraki sayfada düğüm türlerini sorgulamak için etiketleri kullanacaksınız.

Varsayılan olarak, grafik oluşturma sırasında giriş tablosunun tüm sütunları düğüm özellikleri olarak eklenir. Örneğin, Account tablosunun id, create_time, is_blocked ve type sütunları, Account düğümünün özellikleridir. Ancak ALL COLUMNS EXCEPT söz dizimi kullanılarak sütunlar grafik modelinden hariç tutulabilir.Bu söz dizimi burada açıklanmıştır.

Not:

5.adımda manuel olarak oluşturulan şemada, düğüm tablosu girişleri yalnızca tablo adlarından (ör. Account, Node) oluşur.

Buna karşılık, veritabanı genel bakış sayfasındaki grafik DDL şeması, düğüm ve kenar tanımları için LABEL, KEY ve PROPERTIES'yi içerecek şekilde genişletilir.

Her iki gösterim de anlamsal olarak eşdeğerdir. Genişletilmiş tanım, şemanın tamamının anlaşılmasını kolaylaştırır.

Kenarlar

Düğümler arasında 3 tür kenar tanımlıyoruz:

1. AccountRepayLoan tablosuna dayalı AccountRepayLoan kenarı, Account düğümünü Loan düğümüne bağlar.
2. AccountTransferAccount tablosuna dayalı AccountTransferAccount kenarı, Account düğümünü başka bir Account düğümüne bağlar.
3. PersonOwnAccount tablosuna dayalı PersonOwnAccount kenarı, Person düğümünü Account düğümüne bağlar.

CREATE PROPERTY GRAPH FinGraph
  NODE TABLES( ... )
  EDGE TABLES(
    AccountRepayLoan
      KEY (id, loan_id, create_time)
      SOURCE KEY (id) REFERENCES Account (id)
      DESTINATION KEY (loan_id) REFERENCES Loan (id)
      LABEL Repays 
      PROPERTIES (amount, create_time, id,loan_id),
    AccountTransferAccount
      KEY (id, to_id, create_time)
      SOURCE KEY (id) REFERENCES Account (id)
      DESTINATION KEY (to_id) REFERENCES Account (id)
      LABEL Transfers
      PROPERTIES (amount, create_time, id,to_id),
    PersonOwnAccount
      KEY (id, account_id)
      SOURCE KEY (id) REFERENCES Person (id)
      DESTINATION KEY (account_id) REFERENCES Account (id)
      LABEL Owns
      PROPERTIES (account_id, create_time, id)
  );

Bir tabloyu kenarlara eşlemek için kaynak ve hedef anahtarlar tanımlanmalıdır. Bu anahtarlar, uç ile kaynak ve hedef düğümler arasındaki ilişkiyi kurar.

Örneğin, her PersonOwnAccount kenarı bir Person (kaynak) düğümünü bir Account (hedef) düğümüne bağlar.

• Bir kenarın SOURCE düğümü, id'si kenarın id'siyle aynı olan bir Person düğümüdür.
• Bir kenarın DESTINATION düğümü, id'si kenar account_id ile aynı olan bir Account düğümüdür.

   PersonOwnAccount
     KEY (id, account_id)
     SOURCE KEY (id) REFERENCES Person (id)
     DESTINATION KEY (account_id) REFERENCES Account (id)
     LABEL Owns
     PROPERTIES (account_id, create_time, id)

Her kenarın, kenar türünü temsil eden Repays ve Owns gibi bir etiketi vardır. Grafik düğümlerine benzer şekilde, giriş tablosunun tüm sütunları varsayılan olarak kenar özellikleri olarak eklenir.

Şema hakkında daha fazla bilgi

Grafik şeması genel kavramları (ör. etiket, özellikler ve giriş tablolarıyla ilişki) hakkında daha fazla bilgiyi burada bulabilirsiniz.

Düğüm tanımlama ve kenar tanımlama hakkında daha fazla bilgi edinebilirsiniz.

Özet

Bu adımda, finans grafiği şemasının giriş tablolarını, grafik düğümünü ve kenar türlerini öğrendiniz.

Sıradaki

Ardından, grafik verilerinin potansiyelini ortaya çıkarmak için finansal senaryolarla ilgili sorgular çalıştıracaksınız.

7. GQL kullanarak grafiği sorgulama

GQL'de grafik sorgusu geçişi nedir?

Grafik verileri, kenarlarla birbirine bağlı düğümler olarak gösterilir. Bir grafik sorgusu, belirtilen ölçütlere göre düğümden düğüme atlayarak bu bağlantılar arasında gezinir. Grafik sorgusunda "atlama", bir düğümden diğerine bağlantı kenarı boyunca geçiş yapmayı ifade eder. Bu, geçiş sürecindeki tek bir adımı ifade eder.

Örneğin, aşağıdaki grafik geçişinde Kişi (Bob), Hesap (18) ve Kredi (27) arasında 2 atlama vardır.

Spanner Studio'da sorgu çalıştırma

Bu adımda, grafik sorgu semantiğinin finansal grafik verilerinin analizini nasıl sağladığını anlamak için birden fazla GQL sorgusu çalıştıracaksınız.

Her sorgu için Spanner Studio'da "Editor 1" gibi yeni bir düzenleyici oluşturarak sorguyu çalıştırabilirsiniz.

1. sorgu: Temel düğüm ve kenar kalıbı eşleştirme

Aşağıdaki sorguyu çalıştırarak "Jacoby" adlı bir kişi düğümünden geçebilir, kişinin sahip olduğu hesapları bulabilir ve ardından hesap tarafından geri ödenen kredileri keşfedebilirsiniz. Bu, 2 atlamalı bir grafik sorgusu geçişidir:

• 1. atlama: Person düğümünden Owns kenarı üzerinden Account düğümüne
• 2. durak: Account düğümünden Repays kenarı üzerinden Loan düğümüne

Düğüm ve kenar türlerini eşleştirme şeklimiz, aşağıdaki sorguda :Person, :Owns ve :Account bölümleri gibi etiketlerine dayanır.

Sonuçta, hesap kimliği, geri ödeme bilgileri ve kredi bilgileri, kredi geri ödeme tarihine göre sıralanmış şekilde döndürülür.

GRAPH FinGraph
MATCH
  (person:Person {name: "Jacoby"})-[own:Owns]->
  (account:Account)-[repay:Repays]->(loan:Loan)
RETURN
  account.id AS account_id,
  repay.create_time AS repay_time,
  repay.amount AS loan_repay_amount,
  loan.id AS loan_id,
  loan.loan_amount AS loan_amount
ORDER BY repay.create_time;

Not: Grafik Şemasını Keşfetme (5. adım) bölümüne hızlıca göz atarsanız şemada tanımlanan her düğüm ve kenarla ilişkili bir LABEL olduğunu görürsünüz.

Sorgu söz diziminin düğümlerle ve kenarlarla nasıl eşleştiği hakkında daha fazla bilgiyi ilgili bağlantılarda bulabilirsiniz.

Aşağıdaki diyagram, sorgunun "Jacoby" adlı kullanıcının sahip olduğu ve kredi geri ödemesi yapmış tüm hesapları nasıl getirebileceğini görselleştirmeye yardımcı olur. (Sorgu sonucu, şemada belirtilenden farklı olabilir.)

Sorguyu düzenleyicide çalıştırmak aşağıdaki gibi sonuçlar döndürmelidir. Sonuç, "Jacoby"nin yalnızca bir hesabı (kimlik 569) ve bir kredisi (kimlik 110) olduğunu ancak bunlar arasında birden fazla geri ödeme yapıldığını gösteriyor.

2. sorgu: Nicelendirilmiş yol geçişi ve döndürülen grafik öğeleri

Aşağıdaki sorgu, id=75 ile başlayan bir kaynak hesabından id=199 ile biten bir hedef hesaba ulaşmak için 3 ila 6 aktarım arasında yapılan tüm hesap para transferleriyle eşleşir. {3,6} söz dizimi, src_accnt ile dst_accnt arasında 3-6 atlamalı bir yol geçişini ifade etmek için kullanılır.

GRAPH FinGraph
MATCH
  (src_accnt:Account {id:75})-[transfers:Transfers]->{3,6}
  (dst_accnt:Account {id:199})
RETURN
 ARRAY_LENGTH(transfers) AS num_hops,
 TO_JSON(transfers) AS transfer_edges;

Görsel olarak, ölçülen kenar geçişini aşağıdaki gibi düşünebilirsiniz: src_account düğümünden başlar ve dst_account düğümüne ulaşmak için 3 ila 6 atlama arasında olası tüm hesap aktarımı yollarını getirir.

Örneğin, aşağıdaki en altta vurgulanan yol 6 atlamalı bir sorgudur.

Bu sorguyu çalıştırdığınızda aşağıdaki sonuçlar elde edilir:

Not: Nicel kenar deseni hakkında daha fazla bilgiyi buradan edinebilirsiniz.

Grafik öğeleri, yukarıda transfers kenarları döndürüldüğü gibi TO_JSON işlevi kullanılarak JSON biçiminde döndürülebilir. Düğüm ve kenar için döndürülen JSON nesneleri identifier, properties ve labels değerlerini içerir. Ayrıca, kenarlar için döndürülen JSON nesneleri source_node_identifier ve destination_node_identifier değerlerini de içerir.

Bu sorguda sonuç, aktarım kenarı atlama sayısını ve her eşleşen yoldaki aktarım kenarlarını TO_JSON(transfer) AS transfer_edges ile birlikte JSON biçiminde döndürür.

Döndürülen transfer_edges, bir JSON dizisi nesnesidir. Kaynak ve hedef hesap arasındaki her eşleşen yolda birden fazla aktarım kenarı olabileceğinden JSON dizisi türündedir.

Dizinin her öğesi, bağlı düğümlerin labels, source_node_identifier ve destination_node_identifier değerlerini ve amount ve create_time gibi kenar properties verilerini içeren bir kenardır.

# Example `transfer_edges` returned as a JSON array object with a size of 4.
# Most of the identifiers are elided for readability.
[
  {
    "destination_node_identifier": "mUZpbkdyYXBoLkFjY291bnQAeJIFag==",
    "identifier": "mUZpbkdyYXBoLkFjY291bnRUcm[REST_STRING_REDACTED]",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 5855.4,
      "create_time": "2021-10-23T02:19:37.452Z",
      "id": 75,
      "to_id": 693
    },
    "source_node_identifier": "mUZpbkdyYXBoLkFjY291bnQAeJGW"
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 132.3,
      "create_time": "2022-02-24T01:01:54.783Z",
      "id": 693,
      "to_id": 247
    },
    "source_node_identifier": "..."
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 580.5,
      "create_time": "2021-11-01T05:37:08.372Z",
      "id": 247,
      "to_id": 555
    },
    "source_node_identifier": "..."
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 7866,
      "create_time": "2021-04-04T06:45:59.827Z",
      "id": 555,
      "to_id": 199
    },
    "source_node_identifier": "..."
  }
]

Not: JSON grafiği öğesindeki tanımlayıcı, anlamı olmayan opak bir tanımlayıcıdır ve tek bir sorgu yürütme kapsamına bağlıdır. Sonraki sorgularda yeniden kullanılamaz.

3. sorgu: En kısa yol araması

2. sorgu, belirtilen atlama aralığında src_accnt ve dst_accnt'den gelen üç yolu da bulur. Her yol, dört, beş ve altı olmak üzere farklı sayıda atlamadan oluşur.

Bu iki düğüm arasındaki en kısa yolu bulmak istiyorsanız yol arama önekini MATCH ANY SHORTEST kullanarak yolu değiştirebilirsiniz. Aşağıdaki sorgu, bu iki hesap arasında 3 ila 6 aktarma içinde bulunan en kısa yolları bulur.

GRAPH FinGraph
MATCH ANY SHORTEST
  (src_accnt:Account {id:75} )-[transfers:Transfers]->{3,6}
  (dst_accnt:Account {id:199})
RETURN
  ARRAY_LENGTH(transfers) AS num_hops,
  TO_JSON(transfers) AS transfer_edges;

İki sorgunun sonuçlarını karşılaştırdığınızda, 2. sorgunun olası 3 yolu da döndürdüğünü, 3. sorgunun (bu sorgu) ise yalnızca 1 sonuç döndürdüğünü (4 atlamalı en kısa yol) görürsünüz.

Sorguyu çalıştırdığınızda aşağıdaki sonuç elde edilir.

4. Sorgu: Doğrusal bileşimle zincirlenmiş grafik sorguları

Daha karmaşık ilişkiler, grafik sorgularının bloklarını birbirine bağlamak için NEXT anahtar kelimesi kullanılarak tanımlanabilir.

Aşağıdaki sorguda, uyumluluk analizi şartları kapsamında şüpheli büyük giriş veya çıkışları aramak için müşteri hesaplarının para akışını anlamak istiyorsunuz.

Bunu yapmak için öncelikle MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) ile 1. sorgu bloğunda "Bisla"ya ait tüm banka hesaplarını bulursunuz.

Ardından, NEXT işaretinden sonraki ikinci blokta, "2020-01-01" tarihinden itibaren her hesaba yapılan toplam transfer tutarlarını hesaplarsınız.

Ardından, üçüncü blok sorgusundaki giden tutarlar için aynı mantığı uygularsınız. Son olarak, son bloktaki her hesap için giriş tutarlarının çıkış tutarlarına oranını hesaplarsınız.

NEXT anahtar kelimesinden sonra erişmeniz gereken ara sorgu sonuçlarını önceki bloğun sonunda döndürmeniz gerekir. Örneğin, eşleşen accnt, ikinci blok bu hesaplara yapılan giriş transferlerini sorgulayabilsin diye ilk blokta döndürülür.

GRAPH FinGraph
MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)
RETURN accnt

NEXT

MATCH (accnt)<-[inflow:Transfers]-(:Account)
WHERE inflow.amount > 100
  AND inflow.create_time > TIMESTAMP("2020-1-1")
RETURN accnt, SUM(inflow.amount) AS total_inflow_amounts
GROUP BY accnt

NEXT

MATCH (accnt) -[outflow:Transfers]->(:Account)
WHERE outflow.amount > 100
  AND outflow.create_time > TIMESTAMP("2020-1-1")
RETURN accnt, total_inflow_amounts, SUM(outflow.amount) AS total_outflow_amounts
GROUP BY accnt, total_inflow_amounts

NEXT

LET money_flow_ratio = total_inflow_amounts / total_outflow_amounts
RETURN accnt.id, money_flow_ratio
ORDER BY money_flow_ratio DESC;

Aşağıdaki diyagramda, sorgunun hangi öğeler arasında gezindiği görselleştirilmiştir.

Sorguyu çalıştırdığınızda aşağıdaki sonuç elde edilir:

Diğer grafik sorgularını keşfedin

Bu codelab'in şemasıyla uyumlu çeşitli grafik sorgusu örneklerini kullanıcı kılavuzunda bulabilirsiniz.

Grafik sorgusu söz dizimini incelemek için GoogleSQL Grafik Sorgu Dili referanslarını buradan okuyabilirsiniz.

Özet

Bu adımda çok sayıda GQL grafik sorgusu çalıştırdınız ve bunların semantiğini anladınız.

Sıradaki

Ardından, GQL ve SQL'i birlikte kullanan sorgular çalıştıracaksınız.

8. Grafiği ve tabloları birlikte sorgulama

Spanner Studio'da sorgu çalıştırma

Bu adımda, Spanner'ın grafik modelini ilişkisel modeliyle bağlamak için SQL tablolarıyla birlikte çalışabilen grafik sorguları çalıştıracaksınız.

Her sorgu için Spanner Studio'da yeni bir düzenleyici oluşturup sorguyu çalıştırabilirsiniz.

SQL ile birlikte çalışabilen sorgu çalıştırma

Spanner Graph'te SQL ve GQL tamamen birlikte çalışabilir. GRAPH_TABLE operatörünü kullanarak GQL ve SQL'i birleştirirsiniz. Operatör içinde, önceki bölümde olduğu gibi GQL yazabilirsiniz. Daha sonra, RETURN ifadesiyle sonuçları SQL sorgusu bölümüne geri bağlayabilirsiniz.

Örneğin, şüpheli bir hesaptan havale alan hesapların denetim bilgilerini bulmak için GQL ve SQL'i birleştirebilirsiniz.

Aşağıdaki sorguya baktığımızda, GRAPH_TABLE operatöründeki GQL sorgusu, Transfers kenarı üzerinden şüpheli bir hesaptan 1 veya 2 atlama gerçekleştirir ve ardından ulaşılan hesapların farklı kimliklerini döndürür. Ardından sorgu, bu hesapların denetim bilgilerini bulmak için AccountAudits tablosuyla birleştirilir.

SELECT
  audit.id as accnt_id,
  audit.audit_timestamp as audit_ts,
  audit.audit_details as details
FROM
  AccountAudits audit,
  GRAPH_TABLE(
    FinGraph
    MATCH (suspicious_account:Account {id:11})-[:Transfers]->{1,2}(dest_accnt)
    RETURN DISTINCT dest_accnt.id AS reached_account_id
  ) AS accnt_transfers
WHERE accnt_transfers.reached_account_id = audit.id

Sorguyu çalıştırmak aşağıdaki gibi sonuçlar verir.

Grafik ve SQL sorgusunu birleştirmek için kullanılan GRAPH_TABLE operatörü hakkında daha fazla bilgiyi kullanıcı kılavuzunda bulabilirsiniz.

Sıradaki

Ardından, codelab'i temizleyebilirsiniz.

9. Temizleme (isteğe bağlı)

Temizlemek için Cloud Console'un Spanner bölümüne gidip kod laboratuvarında oluşturduğumuz graph-demo örneğini silmeniz yeterlidir.

10. Tebrikler!

Tebrikler, Spanner Graph ile grafik şeması oluşturma ve grafik sorguları çalıştırma işlemlerini başarıyla tamamladınız.

Geleneksel SQL sorgusu, karmaşık ilişki ağlarıyla giderek daha karmaşık hale gelen verilerdeki bağlantıları ortaya çıkarmak için yeterli değildir. Spanner Graph, güçlü grafik sorgu söz dizimi, neredeyse sınırsız kapasite ve% 99,999 kullanılabilirlik sunan, iş açısından kritik bir grafik veri modeli sağlar.

Artık Spanner Graph kavramlarına daha aşina olduğunuza göre, şemanızı ve verilerinizi bugün deneyin.

Sırada ne var?

Spanner Graph hakkında daha fazla bilgiyi kullanıcı kılavuzumuzda bulabilirsiniz.