Spanner Grafiği'ni kullanmaya başlama

1. Giriş

Spanner Graph, özel olarak tasarlanmış grafik veritabanı özelliklerini Google Cloud'un her zaman açık, küresel olarak tutarlı ve neredeyse sınırsız ölçeklenebilir veritabanı olan 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, yerleşik SQL özelliklerini GQL'deki grafik kalıp eşleştirmenin ifade gücüyle birleştirebilirsiniz. Tablolar, veri taşıma işlemi olmadan açıklayıcı şema kullanılarak grafiklerle eşlenebilir. Bu işlem, grafikleri tablo veri kümelerine getirir. Böylece, veri modeli seçimlerini geç bağlayabilir (yani erteleyebilir) ve yapılacak her iş için en iyi sorgu dilini kullanabilirsiniz.

Bu laboratuvarda, önceden doldurulmuş bir veri kümesi kullanarak Spanner graf veritabanı oluşturma, GQL'yi kullanarak grafiği sorgulama ve GQL ile SQL'yi birleştirerek hem grafa hem de ilişkisel verilere birlikte erişme adımlarını uygulayacaksınız.

Ne oluşturacaksınız?

Bu laboratuvarda şunları yapacaksınız:

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

Neler öğreneceksiniz?

• Spanner örneği oluşturma.
• Örnek bir Spanner grafik veritabanı oluşturmak için gcloud spanner samples init finance-graph komutunu kullanma.
• Veritabanına genel bakış sayfasında grafik şemasını görüntüleme.
• GQL'yi kullanarak birden fazla atlama içeren yol sorguları yazma.
• GQL'yi kullanarak daha karmaşık sorgular yazma
• GQL ve SQL'i birlikte kullanma

İhtiyacınız olanlar

• Bir faturalandırma hesabına bağlı 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 katılımcılarının görünen adıdır. Google API'leri tarafından kullanılmayan bir karakter dizesidir. Dilediğiniz zaman güncelleyebilirsiniz.
• Proje kimliği, tüm Google Cloud projelerinde benzersizdir ve değiştirilemez (ayarlandıktan sonra değiştirilemez). Cloud Console, benzersiz bir dize otomatik olarak oluşturur. Bu dizenin ne olduğu genellikle önemli değildir. Çoğu kod laboratuvarında proje kimliğinize (genellikle PROJECT_ID olarak tanımlanır) referans vermeniz gerekir. Oluşturulan kimliği beğenmezseniz rastgele başka bir kimlik oluşturabilirsiniz. Alternatif olarak, kendi anahtarınızı deneyerek kullanılabilir olup olmadığını görebilirsiniz. Bu adımdan sonra değiştirilemez ve proje boyunca geçerli kalır.
• Bazı API'lerin kullandığı üçüncü bir değer (Proje Numarası) olduğunu belirtmek isteriz. Bu üç değer hakkında daha fazla bilgiyi dokümanlar bölümünde bulabilirsiniz.

Dikkat: Proje kimliği dünya genelinde benzersizdir ve seçtikten sonra başkaları tarafından kullanılamaz. Bu kimliğin tek kullanıcısı siz olmalısınız. Bir proje silinse bile kimlik tekrar kullanılamaz.

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

Faturalandırma kurulumu

Ardından, faturalandırmayı yönetme kullanıcı kılavuzunu takip etmeniz ve faturalandırmayı Cloud Console'da etkinleştirmeniz gerekir. Yeni Google Cloud kullanıcıları 300 ABD doları değerindeki ücretsiz deneme programına uygundur. Bu eğitimden sonra faturalandırmanın yapılmasını önlemek için "9. Adım: Temizleme" bölümündeki adımları uygulayarak kod laboratuvarının sonunda Spanner örneğini kapatabilirsiniz.

Cloud Shell'i Başlatma

Google Cloud, dizüstü bilgisayarınızdan uzaktan çalıştırılabilir olsa da bu kod laboratuvarında bulutta çalışan bir komut satırı ortamı olan Google Cloud Shell'i kullanacaksınız.

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

Ortam sağlanıp bağlantı kurulabilmesi için birkaç saniye beklemeniz gerekir. İşlem tamamlandığında aşağıdakine benzer bir ekran görürsünüz:

Bu sanal makinede ihtiyaç duyacağınız tüm geliştirme araçları yüklüdür. 5 GB boyutunda kalıcı bir ana dizin sunar ve Google Cloud üzerinde çalışır. Bu sayede ağ performansını ve kimlik doğrulamayı büyük ölçüde iyileştirir. Bu codelab'deki tüm çalışmalarınızı tarayıcıda yapabilirsiniz. Hiçbir şey yüklemeniz gerekmez.

3. Spanner örneği oluşturma

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

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

gcloud SDK sürümünü kontrol etme

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

$ gcloud version | grep Google

Aşağıda bir örnek çıkış verilmiştir:

Google Cloud SDK 489.0.0

Kullandığınız sürüm, gerekli 493.0.0 sürümünden (önceki örnekte 489.0.0) eskiyse 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 eksiksiz bir şekilde listeler.

Spanner API'yi etkinleştirme

Cloud Shell'de proje kimliğinizin ayarlandığından emin olun. Şu anda yapılandırılmış proje kimliğini bulmak için aşağıdaki ilk komutu kullanın. Beklenen sonuç elde edilmezse aşağıdaki ikinci komut doğru sonucu ayarlar.

gcloud config get-value project

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

Varsayılan bölgenizi us-central1 olarak yapılandırın. Bu ayarı, 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 bir ücretsiz deneme örneği veya ayarlanmış örnek oluşturacaksınız. Bu codelab'de kullanılan Spanner Graph Instance ID, export komut satırı kullanılarak SPANNER_INSTANCE_ID değişkeni olarak ayarlanan graph-demo'tür. İsterseniz kendi örnek kimliği adınızı seçebilirsiniz.

Ücretsiz deneme sürümü Spanner örneği oluşturma

Google Hesabı olan ve projelerinde Cloud Billing'i etkinleştirmiş kullanıcılar, Spanner'ın 90 günlük ücretsiz deneme sürümünü kullanabilir. Ücretsiz deneme örneğinizi ücretli bir örneğe yükseltmediğiniz sürece sizden ücret alınmaz. Spanner Graph, ücretsiz deneme örneğinde desteklenir. Uygunsanız Cloud Shell'i açıp şu komutu çalıştırarak ücretsiz deneme sürümü 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 örneği için 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.

Yapılandırılmış bir Spanner örneği oluşturma

Ücretsiz deneme örneğini kullanmaya uygun değilseniz bu kod laboratuvarı için 1 düğümlük, temel hazırlığı yapılmış bir Spanner örneği oluşturabilirsiniz. Spanner Graph, Enterprise veya Enterprise Plus sürümlerinde kullanılabilir. Enterprise veya Enterprise Plus sürümünde bir 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 örneği için 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 bir gcloud komutu kullanılmaktadır. Manuel süreci kullanmak istiyorsanız sonraki 5. adıma geçin.

gcloud SDK sürümünü kontrol etme

Veritabanı oluşturmadan önce, Google Cloud Shell'daki gcloud SDK'sının gerekli sürüme (gcloud 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, gereken 484.0.0 sürümünden eskiyse (örneğin, yukarıdaki çıkış 483.0.0 ise) aşağıdaki komutu kopyalayıp çalıştırarak yükseltme yapmanız 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 komut, güvenlik nedeniyle yükseltilecek paketleri eksiksiz bir şekilde listeler.

Örnek ve veritabanı oluşturma

Örneğiniz çalıştıktan sonra veritabanını oluşturabilirsiniz. Spanner, tek bir örnekte birden fazla veritabanı kullanılmasına olanak tanır.

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

Veritabanı, önceki adımın SPANNER_INSTANCE_ID kimlikli örneğinde 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 işlemleri kapsayan bir sarmalayıcıdır:

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

Hataları işleme

Veri eklenemedi

Araç, Failed to insert data for the graph database hata mesajıyla sona ererse isteğe bağlı 5. Adım sayfasını uygulayarak manuel olarak veritabanı oluşturup veri ekleyebilirsiniz.

Sıradaki

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

5. (İsteğe bağlı) Manuel olarak Spanner veritabanı oluşturma

Not: Önceki adımda finance-graph-db veritabanı oluşturmak için gcloud spanner samples'yi zaten kullandıysanız bu adımı atlayabilirsiniz.

Örneğiniz çalıştıktan sonra veritabanını manuel olarak oluşturabilirsiniz.

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

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.

Şemayı grafikle 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 yürütülür. Bu nedenle, işlem birkaç dakika sürebilir.

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

Her CREATE ifadesinin, özellikle de CREATE PROPERTY GRAPH ifadesinin ne anlama geldiğini merak edebilirsiniz. Şemayı sonraki 6. adımda inceleyeceğiz.

Verileri yükleme

Artık veritabanınıza bazı finans grafiği verileri eklemeniz gerekir.

Spanner Graph, giriş tablolarından grafikler oluşturur. Bu nedenle, grafiğin verileri giriş tablolarındaki verileri temel alır ve veri kopyalanmaz. Benzer şekilde, giriş tablolarındaki veri değişiklikleri grafik modeline otomatik olarak yansıtılır. Bu sayede, diğer veri kaynaklarıyla senkronizasyon için karmaşık ETL işlemleri gerekmez.

Giriş tablolarına veri eklemek için aşina olduğunuz SQL INSERT ifadelerini kullanabilirsiniz.

Spanner Studio'da yeni bir sekme açın, ardından aşağıdaki ekleme ifadelerini kopyalayıp yapıştırın ve RUN düğmesini tıklayın. INSERT ifadeleri, veritabanınızda binlerce düğüm ve kenar oluşturur. Metnin hacmine bağlı olarak 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, bir grafik şeması ve önceden doldurulmuş grafik verileriyle 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 alt kısmında) tıklayın.

Şemayı incelerken ilk olarak CREATE TABLE ifadeleri içeren bir dizi ilişkisel tablo görürsünüz. Bu tablolar aşağıdaki ekran görüntüsünde de gösterilmiştir:

• Banka hesaplarıyla ilgili verileri içeren Account tablosu
• Banka hesaplarının denetimlerini izleyen AccountAudits tablosu
• AccountRepayLoan tablosu, banka hesaplarından yapılan kredi geri ödemelerini izler.
• AccountTransferAccount tablosu, banka hesapları arasındaki para transferlerini izler.
• Müşteri kredileriyle ilgili verileri içeren Loan tablosu
• Kişi olarak modellenmiş banka müşterileriyle ilgili verileri içeren Person tablosu
• Banka hesabı olan kişilerin 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 oluştururken veri kopyalanmaz.

Spanner Graph, etiket ve özelliklerle ek açıklama eklenmiş düğümler ve kenarlarla mülk 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 dayalı Account düğümü
3. Kredi tablosuna dayalı Loan düğümü

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 düğümle eşlenir. Her düğümün, düğümü temsil eden Account ve Person gibi bir etiketi vardır. Bir sonraki sayfada etiketleri kullanarak düğüm türlerini sorgulayacaksınız.

Varsayılan olarak, grafik oluşturma sırasında giriş tablosunun tüm sütunları düğüm özellikleri olarak dahil edilir. Örneğin, Account tablosunun id, create_time, is_blocked ve type sütunları Account düğümünün özellikleridir. Ancak sütunlar, burada açıklanan ALL COLUMNS EXCEPT söz dizimini kullanarak grafik modelinden hariç tutulabilir.

Not:

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

Buna karşılık, veritabanına genel bakış sayfasındaki grafik DDL şeması, düğüm ve kenar tanımları için LABEL, KEY ve PROPERTIES içerecek şekilde genişletilmiştir.

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

Kenarlar

Düğümler arasında 3 tür kenar tanımlarız:

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

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 tablonun kenarlarla eşlenmesi için kaynak ve hedef anahtarları tanımlanmalıdır. Bu anahtarlar, kenar ile kaynak ve hedef düğümler arasındaki ilişkiyi belirler.

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

• Bir kenardaki SOURCE düğümü, id değeri kenar id ile aynı olan bir Person düğümüdür.
• Bir kenardaki DESTINATION düğümü, id değeri 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 kenar, kenar türünü temsil eden Repays ve Owns gibi bir etikete sahiptir. Grafik düğümlerine benzer şekilde, giriş tablosunun tüm sütunları varsayılan olarak kenar özelliği olarak dahil edilir.

Şema hakkında daha fazla bilgi

Etiket, özellikler ve giriş tablolarıyla ilişki gibi genel grafik şeması kavramları hakkında daha fazla bilgiyi burada bulabilirsiniz.

Düğüm tanımlama ve kenar tanımlama hakkında daha fazla bilgi edinebilirsiniz.

Özet

Bu adımda, giriş tablolarını ve finans grafiği şemasının grafik düğüm ve kenar türlerini anladınız.

Sıradaki

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

7. GQL'yi kullanarak grafiği sorgulayın

GQL'de grafik sorgusu traversal nedir?

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

Örneğin, aşağıdaki grafik geçişinde Kişi (Bob), Hesap (18) ve Kredi (27) arasında 2 geçiş 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 çalıştırılacak "Düzenleyici 1" gibi yeni bir düzenleyici oluşturabilirsiniz.

1. sorgu: Temel düğüm ve kenar kalıp eşleştirme

Aşağıdaki sorguyu çalıştırarak "Jacoby" adlı bir kişi düğümünden ilerleyebilir, kişinin sahip olduğu hesapları bulabilir ve ardından hesap tarafından geri ödenen kredileri keşfedebilirsiniz. Bu, 2 sıçrama içeren bir grafik sorgu tarama işlemidir:

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

Düğüm ve kenar türlerini eşleme şeklimiz, etiketlerine (ör. aşağıdaki sorgudaki :Person, :Owns ve :Account bölümleri) dayanır.

Sonuçta hesap kimliği, geri ödeme bilgileri ve kredi bilgileri, kredi geri ödeme tarihine göre sıralanır.

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 kenar için bir LABEL olduğunu görürsünüz.

Sorgu söz dizesinin düğümler ve kenarlarla nasıl eşleştiği hakkında daha fazla bilgiyi ilgili bağlantılarda bulabilirsiniz.

Aşağıdaki şema, sorgunun "Jacoby" adlı kullanıcıya ait olan ve kredi geri ödemesi yapmış tüm hesapları nasıl getirebileceğini görselleştirmenize yardımcı olur. (Sorgu sonucu, şemada önerilenden farklı olabilir.)

Sorguyu düzenleyicide çalıştırdığınızda aşağıdaki gibi sonuçlar döndürülür. Sonuç, "Jacoby"nin yalnızca bir hesabının (569 kimliği) ve bir kredisinin (110 kimliği) olduğunu ancak bunlar arasında birden fazla geri ödeme olduğunu gösterir.

2. sorgu: Nicelleştirilmiş yol geçişi ve döndürülen grafik öğeleri

Aşağıdaki sorgu, id=75 ile başlayan bir kaynak hesaptan id=199 ile biten bir hedef hesaba ulaşmak için 3 ila 6 atlama içinde yapılan tüm hesap para transferlerini eşleştirir. {3,6} söz dizimi, src_accnt ile dst_accnt arasında nicelleştirilmiş 3 ila 6 atlama yolu geçişini temsil 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, nicelleştirilmiş kenar geçişini aşağıdaki gibi düşünebilirsiniz: src_account düğümünden başlar ve dst_account'a ulaşmak için 3 ila 6 atlama arasında tüm olası hesap aktarma yollarını getirir.

Örneğin, aşağıdaki alt kısımda vurgulanan yol 6 atlamalı bir sorgudur.

Bu sorgunun çalıştırılması aşağıdaki sonuçları verir:

Not: Nicelleştirilmiş kenar deseni hakkında daha fazla bilgiyi burada bulabilirsiniz.

transfers kenarları yukarıda döndürüldüğü için grafik öğeleri, TO_JSON işlevi kullanılarak JSON biçiminde döndürülebilir. Nokta 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'u da içerir.

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

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

Dizideki her öğe, bağlı düğümlerin labels, source_node_identifier ve destination_node_identifier değerlerini ve amount ile create_time gibi kenar properties verilerini içeren bir kenar'dır.

# 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 grafik öğesindeki tanımlayıcı opaktır, anlamsal bir anlam taşımaz ve tek bir sorgu yürütme kapsamına bağlıdır. Sonraki sorgularda yeniden kullanılamaz.

3. sorgu: En kısa yol arama

2. sorgu, belirtilen atlama aralığı içinde src_accnt ve dst_accnt'dan gelen üç yolu da bulur. Her yol dört, beş ve altı olmak üzere farklı sayıda atlama noktasından oluşur.

Bu iki düğüm arasındaki en kısa yolu bulmak istiyorsanız bunu yapmak için yol arama ön ekini MATCH ANY SHORTEST kullanarak değiştirebilirsiniz. Aşağıdaki sorgu, bu iki hesap arasında 3 ila 6 atlama içinde en kısa yolu 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;

Her iki sorgunun sonuçlarını karşılaştırdığınızda 2. Sorgu'nun mümkün olan 3 yolu da döndürdüğünü, 3. Sorgu'nun (bu sorgu) ise yalnızca 1 sonuç döndürdüğünü (4 atlama içeren en kısa yol) göreceksiniz.

Sorguyu çalıştırdığınızda aşağıdaki sonuç elde edilir.

4. sorgu: Doğrusal bileşime göre zincirlenmiş grafik sorguları

Grafik sorgularının bloklarını birbirine zincirlemek için NEXT anahtar kelimesini kullanarak daha karmaşık ilişkiler tanımlanabilir.

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

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

Ardından, NEXT'ten sonraki ikinci blokta, "2020-01-01" tarihinden itibaren her hesaba yapılan toplam aktarım tutarlarını hesaplarsınız.

Ardından, üçüncü blok sorgusunda 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 bloğun bu hesaplara gelen aktarmaları sorgulayabilmesi için 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 şemada, sorgunun hangi yolu izlediği görselleştirilmiştir.

Sorguyu çalıştırdığınızda aşağıdaki sonuç elde edilir:

Daha fazla grafik sorgusu keşfetme

Bu kod laboratuvarının şemasıyla uyumlu çeşitli grafik sorgusu örneklerini kullanıcı kılavuzunda bulabilirsiniz.

Grafik sorgusu söz dizimini keşfetmek için GoogleSQL Graph Query Language referanslarını okuyabilirsiniz.

Özet

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

Sıradaki

Ardından, GQL ve SQL'yi birlikte birleştiren sorgular çalıştıracaksınız.

8. Grafiği ve tabloları birlikte sorgulayın

Spanner Studio'da sorgu çalıştırma

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

Her sorgu için Spanner Studio'da çalıştırılacak yeni bir düzenleyici oluşturabilirsiniz.

SQL birlikte çalışabilir sorgusu çalıştırma

Spanner Graph'de SQL ve GQL tamamen birlikte çalışabilir. GRAPH_TABLE operatörünü kullanarak GQL ile SQL'i birleştirirsiniz. Operatör içinde, GQL'yi önceki bölümde olduğu gibi yazabilirsiniz. Ardından, sonuçları RETURN ifadesi aracılığıyla SQL sorgu bölümüne geri bağlayabilirsiniz.

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

Aşağıdaki sorguya bakıldığında, GRAPH_TABLE operatöründe bulunan GQL sorgusu, şüpheli bir hesaptan Transfers kenarı üzerinden 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 çalıştırdığınızda aşağıdaki gibi sonuçlar elde edersiniz.

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

Sıradaki

Ardından, kod laboratuvarını temizleyebilirsiniz.

9. Temizleme (isteğe bağlı)

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

10. Tebrikler!

Tebrikler, Spanner Graph ile başarıyla bir grafik şeması oluşturdunuz ve grafik sorguları çalıştırdınız.

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

Spanner grafiği kavramlarıyla daha aşina olduğunuza göre şemanızı ve verilerinizi hemen deneyin.

Sırada ne var?

Spanner Graph hakkında daha fazla bilgiyi kullanıcı kılavuzumuzda bulabilirsiniz.