Erste Schritte mit Spanner Graph

1. Einführung

Spanner Graph vereint speziell entwickelte Funktionen für Graphdatenbanken mit Spanner, der immer aktiven, global konsistenten und praktisch unbegrenzt skalierbaren Datenbank von Google Cloud.

Spanner Graph unterstützt eine Graph-Abfrageschnittstelle, die mit den ISO-GQL-Standards (Graph Query Language) kompatibel ist. Dank der Interoperabilität zwischen relationalen und Diagrammmodellen können Sie die bewährten SQL-Funktionen mit der Ausdrucksstärke des Diagrammmusterabgleichs von GQL kombinieren. Tabellen können mithilfe eines deklarativen Schemas ohne Datenmigration Diagrammen zugeordnet werden. So lassen sich Diagramme für tabellarische Datasets erstellen. So können Sie die Auswahl des Datenmodells aufschieben und für jeden Job die beste Abfragesprache verwenden.

In diesem Lab richten Sie eine Spanner Graph-Datenbank mit einem vorab gefüllten Dataset ein, fragen den Graphen mit GQL ab und greifen auf Graph- und relationale Daten zu, indem Sie GQL und SQL kombinieren.

Aufgaben

In diesem Lab haben Sie folgende Aufgaben:

• Erstellen Sie eine Spanner-Instanz.
• Richten Sie eine Datenbank mit einem Finanzdiagrammschema und vorab ausgefüllten Datasets ein.
• GQL-Abfragen ausführen und GQL und SQL kombinieren

Lerninhalte

• So richten Sie eine Spanner-Instanz ein.
• Mit dem Befehl gcloud spanner samples init finance-graph eine Beispiel-Spanner Graph-Datenbank einrichten
• So rufen Sie das Diagrammschema auf der Seite „Datenbankübersicht“ auf.
• Abfragen für Pfade mit mehreren Schritten mit GQL schreiben
• Komplexere Abfragen mit GQL schreiben
• Wie Sie GQL und SQL kombinieren.

Voraussetzungen

• Ein Google Cloud-Projekt, das mit einem Rechnungskonto verknüpft ist.
• Ein Webbrowser, z. B. Chrome oder Firefox.

2. Einrichtung und Anforderungen

Hinweis:Sie können diesen Schritt überspringen, wenn Sie bereits ein GCP-Projekt mit aktivierter Abrechnung haben.

GCP-Projekt erstellen

Melden Sie sich in der Google Cloud Console an und erstellen Sie ein neues Projekt oder verwenden Sie ein vorhandenes Projekt. Wenn Sie noch kein Gmail- oder Google Workspace-Konto haben, müssen Sie eines erstellen.

• Der Projektname ist der Anzeigename für die Teilnehmer dieses Projekts. Es handelt sich um einen String, der nicht von Google APIs verwendet wird. Sie können sie jederzeit aktualisieren.
• Die Projekt-ID ist für alle Google Cloud-Projekte eindeutig und unveränderlich (kann nach dem Festlegen nicht mehr geändert werden). In der Cloud Console wird automatisch ein eindeutiger String generiert. Normalerweise ist es nicht wichtig, wie dieser String aussieht. In den meisten Codelabs müssen Sie auf Ihre Projekt-ID verweisen (in der Regel als PROJECT_ID angegeben). Wenn Ihnen die generierte ID nicht gefällt, können Sie eine andere zufällige ID generieren. Alternativ können Sie es mit einem eigenen Namen versuchen und sehen, ob er verfügbar ist. Sie kann nach diesem Schritt nicht mehr geändert werden und bleibt für die Dauer des Projekts bestehen.
• Zur Information: Es gibt einen dritten Wert, die Projektnummer, die von einigen APIs verwendet wird. Weitere Informationen zu diesen drei Werten

Achtung:Eine Projekt-ID ist global eindeutig und kann nach der Auswahl nicht mehr von anderen verwendet werden. Sie sind der einzige Nutzer dieser ID. Auch wenn ein Projekt gelöscht wird, kann die ID nicht wiederverwendet werden.

Hinweis:Wenn Sie ein Gmail-Konto verwenden, können Sie den Standardspeicherort auf Keine Organisation belassen. Wenn Sie ein Google Workspace-Konto verwenden, wählen Sie einen Standort aus, der für Ihre Organisation sinnvoll ist.

Abrechnungseinrichtung

Als Nächstes müssen Sie der Anleitung zur Verwaltung der Abrechnung folgen und die Abrechnung in der Cloud Console aktivieren. Neue Google Cloud-Nutzer können am kostenlosen Testzeitraum mit einem Guthaben von 300$ teilnehmen. Wenn Sie vermeiden möchten, dass nach Abschluss dieses Codelabs weitere Kosten anfallen, können Sie die Spanner-Instanz am Ende des Codelabs herunterfahren. Folgen Sie dazu der Anleitung unter „Schritt 9: Bereinigen“.

Cloud Shell starten

Während Sie Google Cloud von Ihrem Laptop aus per Fernzugriff nutzen können, wird in diesem Codelab Google Cloud Shell verwendet, eine Befehlszeilenumgebung, die in der Cloud ausgeführt wird.

Klicken Sie in der Google Cloud Console rechts oben in der Symbolleiste auf das Cloud Shell-Symbol:

Die Bereitstellung und Verbindung mit der Umgebung sollte nur wenige Augenblicke dauern. Anschließend sehen Sie in etwa Folgendes:

Diese virtuelle Maschine verfügt über sämtliche Entwicklertools, die Sie benötigen. Sie bietet ein Basisverzeichnis mit 5 GB nichtflüchtigem Speicher und läuft in Google Cloud, was die Netzwerkleistung und Authentifizierung erheblich verbessert. Alle Aufgaben in diesem Codelab können in einem Browser ausgeführt werden. Sie müssen nichts installieren.

3. Spanner-Instanz erstellen

Hinweis:Sie können diesen Schritt überspringen, wenn Sie bereits eine Spanner-Instanz für Testzwecke in Ihrem Projekt haben. Über diesen Konsolenlink können Sie das überprüfen.

In Spanner ist eine Instanz ein Cluster aus Rechen- und Speicherressourcen, auf dem eine oder mehrere Spanner-Datenbanken gehostet werden. Für dieses Codelab benötigen Sie mindestens eine Instanz zum Hosten einer Spanner-Datenbank.

gcloud SDK-Version prüfen

Bevor Sie eine Instanz erstellen, müssen Sie das gcloud SDK in der Google Cloud Shell auf die erforderliche Version gcloud SDK 493.0.0 aktualisieren. Sie können Ihre gcloud SDK-Version mit dem folgenden Befehl ermitteln.

$ gcloud version | grep Google

Hier ein Beispiel für die Ausgabe:

Google Cloud SDK 489.0.0

Wenn die von Ihnen verwendete Version älter als die erforderliche Version 493.0.0 (489.0.0 im vorherigen Beispiel) ist, müssen Sie Ihr Google Cloud SDK mit dem folgenden Befehl aktualisieren:

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

Hinweis:Im vorherigen Befehl werden aus Sicherheitsgründen alle Pakete aufgeführt, die aktualisiert werden müssen.

Spanner API aktivieren

Prüfen Sie in Cloud Shell, ob Ihre Projekt-ID eingerichtet ist. Mit dem ersten Befehl unten können Sie die aktuell konfigurierte Projekt-ID ermitteln. Wenn das Ergebnis nicht den Erwartungen entspricht, wird mit dem zweiten Befehl unten das richtige Ergebnis festgelegt.

gcloud config get-value project

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

Konfigurieren Sie Ihre Standardregion auf us-central1. Sie können dies in eine andere Region ändern, die von Spanner-Regionalkonfigurationen unterstützt wird.

gcloud config set compute/region us-central1

Aktivieren Sie die Spanner API:

gcloud services enable spanner.googleapis.com

Spanner-Instanz erstellen

In diesem Abschnitt erstellen Sie entweder eine kostenlose Testinstanz oder eine bereitgestellte Instanz. In diesem Codelab wird die Spanner Graph-Instanz-ID graph-demo verwendet, die mit der Befehlszeile export als SPANNER_INSTANCE_ID-Variable festgelegt wird. Optional können Sie einen eigenen Namen für die Instanz-ID auswählen.

Spanner-Instanz für den kostenlosen Testzeitraum erstellen

Eine 90-tägige kostenlose Spanner-Testinstanz ist für alle Nutzer mit einem Google-Konto verfügbar, in deren Projekt die Cloud-Abrechnung aktiviert ist. Kosten entstehen Ihnen erst dann, wenn Sie ein Upgrade Ihrer Testinstanz auf eine kostenpflichtige Instanz durchführen. Spanner Graph wird in der kostenlosen Testinstanz unterstützt. Wenn Sie berechtigt sind, erstellen Sie eine Instanz für den kostenlosen Testzeitraum, indem Sie Cloud Shell öffnen und diesen Befehl ausführen:

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"

Hinweis:Bei diesem Befehl wird regional-us-central1 als Region verwendet. Sie können eine andere Region basierend auf den für die kostenlose Testinstanz von Cloud Spanner verfügbaren Regionskonfigurationen auswählen. Weitere Informationen zum Erstellen einer Instanz für den kostenlosen Testzeitraum

Befehlsausgabe:

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

Bereitgestellte Spanner-Instanz erstellen

Wenn Sie keine Instanz im kostenlosen Testzeitraum verwenden können, können Sie für dieses Codelab eine bereitgestellte Spanner-Instanz mit einem Knoten einrichten. Spanner Graph ist in der Enterprise- oder Enterprise Plus-Version verfügbar. Wenn Sie eine Instanz in der Enterprise- oder Enterprise Plus-Version erstellen möchten, öffnen Sie Cloud Shell und führen Sie diesen Befehl aus:

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

Hinweis:Bei diesem Befehl wird regional-us-central1 als Region verwendet. Sie können eine andere Region basierend auf den für die Spanner-Instanz verfügbaren Regionskonfigurationen auswählen.

Befehlsausgabe:

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

4. Spanner-Datenbank automatisch erstellen

Hinweis:In der folgenden Anleitung wird ein gcloud-Befehl verwendet, um die Datenbank einzurichten und die Daten einzufügen. Wenn Sie sich für die manuelle Vorgehensweise interessieren, fahren Sie mit Schritt 5 fort.

gcloud SDK-Version prüfen

Bevor Sie eine Datenbank erstellen, müssen Sie das gcloud SDK in der Google Cloud Shell auf die erforderliche Version aktualisieren: gcloud SDK 484.0.0. Sie können Ihre gcloud SDK-Version mit dem folgenden Befehl ermitteln.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Wenn die Version niedriger als die erforderliche Version 484.0.0 ist (z. B. die obige Ausgabe 483.0.0), müssen Sie ein Upgrade durchführen, indem Sie den folgenden Befehl kopieren und ausführen.

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

Hinweis:Im obigen Befehl werden aus Sicherheitsgründen alle Pakete aufgeführt, die aktualisiert werden müssen.

Instanz und Datenbank erstellen

Sobald Ihre Instanz ausgeführt wird, können Sie die Datenbank erstellen. Spanner ermöglicht mehrere Datenbanken in einer einzelnen Instanz.

In der Datenbank definieren Sie Ihr Schema. Sie können auch festlegen, wer Zugriff auf die Datenbank hat, eine benutzerdefinierte Verschlüsselung einrichten, den Optimierer konfigurieren und den Aufbewahrungszeitraum festlegen.

Die Datenbank wird in der Instanz mit der ID SPANNER_INSTANCE_ID aus dem vorherigen Schritt erstellt.

Wenn Sie die Variable SPANNER_INSTANCE_ID noch nicht eingerichtet haben, verwenden Sie die folgende Befehlszeile, um sie einzurichten.

export SPANNER_INSTANCE_ID={your_instance_id}

Verwenden Sie das Google Cloud Shell-Befehlszeilentool gcloud unten, um eine Spanner-Datenbank mit einem Finanzgraphenschema und einem vorab ausgefüllten Finanz-Dataset zu erstellen.

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

Befehlsausgabe:

$ 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.

Hinweis:Das Erstellen der Datenbank kann einige Momente dauern.

spanner samples CLI

Der Befehl gcloud spanner samples init finance-graph ist ein Wrapper für die folgenden Aktionen:

• Erstellung einer Datenbank mit dem Namen „finance-graph-db“ in Ihrer Instanz.
• Erstellung eines Finanzdiagrammschemas in der Datenbank Das Schema enthält Knotendefinitionen für Entitäten wie Bankkonten und Darlehen sowie Kantendefinitionen für Beziehungen zwischen ihnen. Das Datenbankschema können Sie sich in Schritt 6 ansehen.
• Einfügen von mehreren Tausend Knoten und Kanten in die Datenbank.

Fehlerbehandlung

Fehler beim Einfügen von Daten

Wenn das Tool mit der Fehlermeldung Failed to insert data for the graph database beendet wird, können Sie der optionalen Seite „Schritt 5“ folgen, um eine Datenbank manuell zu erstellen und dann Daten einzufügen.

Nächster Schritt

Sie können den nächsten optionalen Abschnitt überspringen, wenn die Datenbank automatisch erstellt wurde, und direkt zu „Graph-Schema untersuchen“ (Schritt 6) gehen.

5. (Optional) Spanner-Datenbank manuell erstellen

Hinweis:Wenn Sie gcloud spanner samples bereits im vorherigen Schritt verwendet haben, um eine finance-graph-db-Datenbank zu erstellen, können Sie diesen Schritt überspringen.

Sobald Ihre Instanz ausgeführt wird, können Sie die Datenbank manuell erstellen.

In der Datenbank definieren Sie Ihr Schema. Sie können auch festlegen, wer Zugriff auf die Datenbank hat, eine benutzerdefinierte Verschlüsselung einrichten, den Optimierer konfigurieren und den Aufbewahrungszeitraum festlegen.

Die Datenbank wird in der Instanz mit der ID SPANNER_INSTANCE_ID erstellt, die in den vorherigen Schritten erstellt wurde.

Wenn Sie die Variable SPANNER_INSTANCE_ID noch nicht eingerichtet haben, verwenden Sie die folgende Befehlszeile, um sie einzurichten.

export SPANNER_INSTANCE_ID={your_instance_id}

So erstellen Sie eine Datenbank mit dem gcloud-Befehlszeilentool:

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

Befehlsausgabe:

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

Schema mit Graph erstellen

So richten Sie das Schema ein:

Kopieren Sie für das Schema die DDL unten und fügen Sie sie in den Spanner Studio-Editor ein.

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
  );

Hinweis:Jede CREATE-Anweisung wird sequenziell ausgeführt. Das kann einige Zeit dauern.

Klicken Sie dann auf die Schaltfläche RUN und warten Sie einige Sekunden, bis das Schema erstellt wurde.

Sie fragen sich vielleicht, was die einzelnen CREATE-Anweisungen bedeuten, insbesondere die CREATE PROPERTY GRAPH-Anweisung. Wir sehen uns das Schema im nächsten Schritt 6 an.

Daten laden

Als Nächstes möchten Sie einige Finanzdiagrammdaten in Ihre Datenbank einfügen.

Spanner Graph erstellt Grafiken aus Eingabetabellen. Die Daten der Grafik basieren also auf den Daten der Eingabetabellen, ohne dass Daten dupliziert werden. Ebenso werden Datenänderungen in Eingabetabellen automatisch im Diagrammmodell berücksichtigt. Dadurch wird ein komplizierter ETL-Prozess für die Synchronisierung mit anderen Datenquellen vermieden.

Sie können die Ihnen vertrauten SQL-INSERT-Anweisungen verwenden, um Daten in die Eingabetabellen einzufügen.

Öffnen Sie einen neuen Tab in Spanner Studio, kopieren Sie die folgenden INSERT-Anweisungen und fügen Sie sie ein. Klicken Sie dann auf die Schaltfläche RUN. Mit den INSERT-Anweisungen werden Tausende von Knoten und Kanten in Ihre Datenbank eingefügt. Angesichts des Textumfangs kann das Kopieren einige Sekunden dauern.

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 18:34:04.354",false,"custodial account"),(37,"2020-07-20 04:59:56.786",false,"custodial account"),(38,"2020-07-27 12:05:32.638",false,"debit card"),(39,"2020-07-30 04:39:01.645",false,"retirement account"),(40,"2020-07-31 11:38:18.198",false,"retirement account"),(41,"2020-08-02 09:08:22.656",false,"foreign currency"),(42,"2020-08-02 11:50:21.996",false,"debit card"),(43,"2020-08-06 05:31:50.574",false,"foreign currency"),(44,"2020-08-08 19:05:07.512",false,"brokerage account"),(45,"2020-08-09 21:46:34.8",false,"prepaid card"),(46,"2020-08-09 22:53:40.287",false,"custodial account"),(47,"2020-08-10 07:35:44.962",false,"prepaid card"),(48,"2020-08-10 09:44:04.774",true,"certificate of deposit"),(49,"2020-08-11 03:40:41.045",false,"custodial account"),(50,"2020-08-11 07:31:33.655",false,"retirement account"),(51,"2020-08-12 19:49:11.684",false,"escrow account"),(52,"2020-08-12 21:26:22.15",false,"foreign currency"),(53,"2020-08-15 08:39:41.839",false,"foreign currency"),(54,"2020-08-15 11:15:30.647",false,"custodial account"),(55,"2020-08-15 16:01:36.985",false,"brokerage account"),(56,"2020-08-24 06:00:08.942",false,"retirement account"),(57,"2020-08-25 21:45:39.75",false,"foreign currency"),(58,"2020-08-29 16:24:18.633",false,"brokerage account"),(59,"2020-08-30 22:31:59.522",true,"certificate of deposit"),(60,"2020-08-31 01:11:41.554",false,"trust account"),(61,"2020-09-03 11:10:31.293",false,"internet account"),(62,"2020-09-03 21:45:38.601",false,"brokerage account"),(63,"2020-09-06 02:58:04.078",false,"foreign currency"),(64,"2020-09-09 20:20:39.17",false,"prepaid card"),(65,"2020-09-12 22:03:48.188",false,"prepaid card"),(66,"2020-09-18 03:49:33.735",false,"trust account"),(67,"2020-09-18 23:43:57.301",false,"foreign currency"),(68,"2020-09-20 01:00:25.7",false,"certificate of deposit"),(69,"2020-09-22 06:55:49.873",false,"credit card"),(70,"2020-09-23 14:55:42.597",false,"certificate of deposit"),(71,"2020-09-25 11:14:17.006",false,"custodial 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"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.");

Zusammenfassung

In diesem Schritt haben Sie die Spanner-Datenbank mit einem Graphschema und vorab ausgefüllten Graphdaten erstellt.

Nächster Schritt

Als Nächstes sehen Sie sich das Diagrammschema an.

6. Graph-Schema ansehen

Diagrammschema ansehen

Rufen Sie in der Cloud Console die Spanner-Instanz auf und klicken Sie auf die Datenbank finance-graph-db. Klicken Sie auf dieser Übersichtsseite unten auf die Schaltfläche „Äquivalente DDL ansehen“, um das Datenbankschema aufzurufen.

Wenn Sie das Schema untersuchen, sehen Sie zuerst eine Reihe von relationalen Tabellen mit CREATE TABLE-Anweisungen, wie im Screenshot unten dargestellt:

• Account-Tabelle mit Daten zu Bankkonten
• AccountAudits-Tabelle, in der Audits von Bankkonten erfasst werden
• Tabelle AccountRepayLoan, in der Rückzahlungen von Darlehen über Bankkonten erfasst werden.
• AccountTransferAccount-Tabelle, in der Geldüberweisungen zwischen Bankkonten erfasst werden.
• Loan-Tabelle mit Daten zu Kundenkrediten
• Person-Tabelle mit Daten zu Bankkunden, die als Personen modelliert werden
• PersonOwnAccount-Tabelle, in der die Beziehung von Personen, die Bankkonten besitzen, erfasst wird

Scrollen Sie in der Schema-DDL nach unten. Dort sehen Sie die CREATE PROPERTY GRAPH FinGraph-Anweisung, in der wir das Diagrammschema basierend auf den oben genannten SQL-Tabellen definieren. Das Diagrammschema wird im nächsten Abschnitt erläutert.

Diagrammschema verstehen

Mit Spanner Graph können Sie mit der CREATE PROPERTY GRAPH-Anweisung ein Diagramm aus Tabellen erstellen. Die Tabellen, die zum Erstellen von Diagrammen verwendet werden, werden als Eingabetabellen bezeichnet. Beim Erstellen eines Diagramms werden keine Daten dupliziert.

Spanner Graph unterstützt das Attributdatenmodell mit Knoten und Kanten, die mit Labels und Attributen annotiert sind. In diesem Finanzgraphenschema haben wir drei Knotentypen und drei Kantentypen basierend auf den zuvor definierten relationalen Eingabetabellen erstellt.

Knoten

Wir definieren drei Arten von Knoten basierend auf drei Eingabetabellen:

1. Person-Knoten basierend auf der Tabelle „Person“
2. Account-Knoten basierend auf der Kontotabelle
3. Loan-Knoten basierend auf der Tabelle „Loan“

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)
  )
 ...

Jede Zeile in den Knotentabellen wird einem Knoten im Graphenmodell zugeordnet. Jeder Knoten hat ein Label wie Account und Person, das den Knoten repräsentiert. Auf der nächsten Seite verwenden Sie Labels, um Knotentypen abzufragen.

Beim Erstellen des Graphen werden alle Spalten der Eingabetabelle standardmäßig als Knotenattribute einbezogen. Die Spalten id, create_time, is_blocked und type der Tabelle Account sind beispielsweise Attribute des Knotens Account. Spalten können jedoch mithilfe der ALL COLUMNS EXCEPT-Syntax aus dem Diagrammmodell ausgeschlossen werden. Weitere Informationen

Hinweis:

Im manuell erstellten Schema aus Schritt 5 bestehen die Eingaben für die Knotentabelle nur aus Tabellennamen (z.B. Account, Node).

Im Vergleich dazu wird das Graph-DDL-Schema auf der Seite „Datenbankübersicht“ um LABEL, KEY und PROPERTIES für die Knoten- und Kantendefinitionen erweitert.

Beide Darstellungen sind semantisch gleichwertig. Die erweiterte Definition trägt zu einem besseren Verständnis des vollständigen Schemas bei.

Kanten

Wir definieren drei Arten von Kanten zwischen Knoten:

1. AccountRepayLoan-Kante basierend auf der Tabelle AccountRepayLoan, die den Knoten Account mit dem Knoten Loan verbindet.
2. AccountTransferAccount-Kante basierend auf der AccountTransferAccount-Tabelle, die den Account-Knoten mit einem anderen Account-Knoten verbindet.
3. PersonOwnAccount-Kante basierend auf der Tabelle PersonOwnAccount, die den Knoten Person mit dem Knoten Account verbindet.

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)
  );

Beim Zuordnen einer Tabelle zu Kanten müssen die Quell- und Zielschlüssel definiert werden. Mit diesen Schlüsseln wird die Beziehung zwischen der Kante und den Quell- und Zielknoten hergestellt.

Jede PersonOwnAccount-Kante verbindet beispielsweise einen Person-Knoten (Quelle) mit einem Account-Knoten (Ziel).

• Der SOURCE-Knoten einer Kante ist ein Person-Knoten, dessen id mit dem id der Kante übereinstimmt.
• Der DESTINATION-Knoten einer Kante ist ein Account-Knoten, dessen id mit dem account_id der Kante übereinstimmt.

   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)

Jede Kante hat ein Label wie Repays und Owns, das den Kantentyp darstellt. Ähnlich wie bei Knoten werden standardmäßig alle Spalten der Eingabetabelle als Kantenattribute einbezogen.

Weitere Informationen zum Schema

Weitere Informationen zu allgemeinen Konzepten für das Diagrammschema wie Label, Eigenschaften und Beziehung zu Eingabetabellen

Weitere Informationen zum Definieren eines Knotens und zum Definieren einer Kante

Zusammenfassung

In diesem Schritt haben Sie sich mit den Eingabetabellen sowie den Knoten- und Kantentypen des Finanzgraphschemas vertraut gemacht.

Nächster Schritt

Als Nächstes führen Sie Abfragen von Finanzszenarien aus, um das Potenzial von Graphdaten zu ermitteln.

7. Graph mit GQL abfragen

Was ist der Knotenbasierte Durchlauf mit Teilindexierung in GQL?

Graphendaten werden als Knoten dargestellt, die durch Kanten verbunden sind. Bei einer Graphabfrage werden diese Verbindungen durchlaufen und es wird basierend auf den angegebenen Kriterien von Knoten zu Knoten gesprungen. In einer Graphabfrage bezieht sich „Hop“ auf das Durchlaufen von einem Knoten zu einem anderen entlang einer verbindenden Kante. Sie steht für einen einzelnen Schritt im Traversierungsprozess.

Im folgenden Graphdurchlauf gibt es beispielsweise zwei Hops zwischen „Person“ (Bob), „Konto“ (18) und „Darlehen“ (27).

Abfragen in Spanner Studio ausführen

In diesem Schritt führen Sie mehrere GQL-Abfragen aus, um zu verstehen, wie sich Finanzgraphen mit Graphenabfragesemantik analysieren lassen.

Für jede Abfrage können Sie einen neuen Editor wie „Editor 1“ in Spanner Studio erstellen, um sie auszuführen.

Abfrage 1: Einfacher Knoten- und Kantenmusterabgleich

Mit der folgenden Abfrage können Sie vom Personenknoten „Jacoby“ aus die Konten der Person und dann die vom Konto zurückgezahlten Darlehen ermitteln. Hier sehen Sie ein Beispiel für eine Graphabfrage mit zwei Schritten:

• 1. Hop: Person-Knoten zu Account-Knoten über Owns-Kante
• 2. Hop: Account-Knoten zu Loan-Knoten über Repays-Kante

Die Zuordnung von Knoten- und Kantentypen erfolgt anhand ihrer Labels, z. B. :Person, :Owns und :Account in der folgenden Abfrage.

Das Ergebnis gibt die Konto-ID, die Informationen zur Rückzahlung und die Kreditinformationen zurück, sortiert nach dem Datum der Kreditrückzahlung.

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;

Hinweis:Wenn Sie sich kurz das Graphschema ansehen (Schritt 5), sehen Sie, dass jedem Knoten und jeder Kante im Schema ein LABEL zugeordnet ist.

Weitere Informationen dazu, wie die Abfragesyntax mit Knoten und Kanten übereinstimmt, finden Sie unter den jeweiligen Links.

Das folgende Diagramm veranschaulicht, wie mit der Abfrage alle Konten abgerufen werden können, die Jacoby gehören und mit denen Darlehensrückzahlungen vorgenommen wurden. Das Ergebnis der Abfrage kann von dem abweichen, was im Diagramm dargestellt ist.

Wenn Sie die Abfrage im Editor ausführen, sollten Ergebnisse wie unten zurückgegeben werden. Das Ergebnis zeigt, dass „Jacoby“ nur ein Konto (ID 569) und ein Darlehen (ID 110) hat, aber mehrere Rückzahlungen zwischen ihnen erfolgen.

Abfrage 2: Quantifizierter Pfad-Traversal und Rückgabe von Grafikelementen

Die folgende Abfrage entspricht allen Geldüberweisungen von einem Quellkonto mit id=75 innerhalb von 3 bis 6 Hops zu einem Zielkonto mit id=199. Die Syntax {3,6} wird verwendet, um einen quantifizierten Pfad mit 3 bis 6 Hops zwischen src_accnt und dst_accnt darzustellen.

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;

Die quantifizierte Kantenübertragung kann so dargestellt werden: Sie beginnt an einem src_account-Knoten und ruft alle möglichen Kontenübertragungspfade zwischen 3 und 6 Hops ab, um dst_account zu erreichen.

Der unten hervorgehobene Pfad ist beispielsweise eine Abfrage mit sechs Schritten.

Die Abfrage sollte folgende Ergebnisse liefern:

Hinweis:Weitere Informationen zu quantifizierten Grenzmustern

Grafikelemente können mit der Funktion TO_JSON im JSON-Format zurückgegeben werden, wie oben für transfers-Kanten gezeigt. Die zurückgegebenen JSON-Objekte für Knoten und Kanten enthalten ihre identifier, properties und labels. Außerdem enthalten die zurückgegebenen JSON-Objekte für Kanten auch source_node_identifier und destination_node_identifier.

In dieser Abfrage wird die Anzahl der Transfer-Edge-Hops und die Transfer-Edges in jedem übereinstimmenden Pfad im JSON-Format mit TO_JSON(transfer) AS transfer_edges zurückgegeben.

Das zurückgegebene transfer_edges ist ein JSON-Array-Objekt. Es handelt sich um ein JSON-Array, da es in jedem abgeglichenen Pfad zwischen dem Quell- und dem Zielkonto mehrere Transfer-Edges geben kann.

Jedes Element des Arrays ist ein Edge, das labels, source_node_identifier und destination_node_identifier der verbundenen Knoten sowie Edge-properties-Daten wie amount und create_time enthält.

# 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": "..."
  }
]

Hinweis:Der Bezeichner im JSON-Graphelement ist undurchsichtig, hat keine semantische Bedeutung und ist an einen einzelnen Abfrageausführungsbereich gebunden. Sie kann nicht in nachfolgenden Abfragen wiederverwendet werden.

Abfrage 3: Suche nach dem kürzesten Pfad

Mit Abfrage 2 werden alle drei Pfade von src_accnt und dst_accnt innerhalb des angegebenen Bereichs von Hops gefunden. Jeder Pfad besteht aus einer bestimmten Anzahl von Hops, nämlich vier, fünf und sechs.

Wenn Sie den kürzesten Pfad zwischen diesen beiden Knoten finden möchten, können Sie ihn mit dem Präfix MATCH ANY SHORTEST für die Pfadsuche ändern. Mit der folgenden Abfrage wird der kürzeste Pfad zwischen diesen beiden Konten innerhalb von 3 bis 6 Hops ermittelt.

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;

Wenn Sie die Ergebnisse beider Abfragen vergleichen, werden Sie feststellen, dass Abfrage 2 alle drei möglichen Pfade zurückgibt, während Abfrage 3 (diese Abfrage) nur ein Ergebnis zurückgibt, nämlich den kürzesten Pfad mit 4 Hops.

Die Abfrage sollte das folgende Ergebnis liefern.

Anfrage 4: Verkettung von Graphanfragen durch lineare Komposition

Komplexere Beziehungen lassen sich mithilfe des NEXT-Schlüsselworts identifizieren, um Blöcke von Grafabfragen zu verketten.

In der folgenden Abfrage möchten Sie den Geldfluss von Kundenkonten nachvollziehen, um im Rahmen der Compliance-Analyse nach verdächtigen großen Zu- oder Abflüssen zu suchen.

Dazu suchen Sie im ersten Abfrageblock mit MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) zuerst nach allen Bankkonten, die Bisla gehören.

Im zweiten Block nach NEXT berechnen Sie dann die Gesamtüberweisungsbeträge auf jedes Konto seit dem 01.01.2020.

Danach wenden Sie dieselbe Logik auf ausgehende Beträge in der dritten Blockabfrage an. Schließlich berechnen Sie das Verhältnis von Zufluss- zu Abflussbeträgen für jedes Konto im letzten Block.

Auf Zwischenergebnisse von Abfragen, auf die Sie nach dem NEXT-Schlüsselwort zugreifen müssen, müssen Sie am Ende des vorherigen Blocks zurückgreifen. Die abgeglichenen accnt werden beispielsweise im ersten Block zurückgegeben, damit im zweiten Block Zuflüsse auf diese Konten abgefragt werden können.

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;

Das folgende Diagramm veranschaulicht, was die Abfrage durchläuft.

Die Abfrage sollte das folgende Ergebnis liefern:

Weitere Graphabfragen

Eine Reihe von Beispielen für Graph-Abfragen, die mit dem Schema dieses Codelabs kompatibel sind, finden Sie in der Nutzeranleitung.

Informationen zur Syntax von Grafabfragen finden Sie in den GoogleSQL Graph Query Language-Referenzen.

Zusammenfassung

In diesem Schritt haben Sie zahlreiche GQL-Graph-Abfragen ausgeführt und deren Semantik verstanden.

Nächster Schritt

Als Nächstes führen Sie Abfragen aus, in denen GQL und SQL kombiniert werden.

8. Graph und Tabellen zusammen abfragen

Abfragen in Spanner Studio ausführen

In diesem Schritt führen Sie Diagrammabfragen aus, die mit SQL-Tabellen interagieren, um das Diagrammmodell von Spanner mit dem relationalen Modell zu verbinden.

Für jede Abfrage können Sie einen neuen Editor in Spanner Studio erstellen, um sie auszuführen.

SQL-kompatible Abfrage ausführen

In Spanner Graph sind SQL und GQL vollständig interoperabel. Sie kombinieren GQL und SQL mit dem Operator GRAPH_TABLE. Innerhalb des Operators können Sie GQL wie im vorherigen Abschnitt schreiben. Anschließend können Sie die Ergebnisse über die RETURN-Anweisung wieder mit dem SQL-Abfrageteil verknüpfen.

Sie können beispielsweise GQL und SQL kombinieren, um Audit-Informationen von Konten zu finden, die Überweisungen von einem verdächtigen Konto erhalten haben.

In der folgenden Abfrage durchläuft die GQL-Abfrage im GRAPH_TABLE-Operator 1 oder 2 Hops von einem verdächtigen Konto über die Transfers-Kante und gibt dann eindeutige IDs der erreichten Konten zurück. Anschließend wird die Abfrage mit der Tabelle AccountAudits verknüpft, um die Audit-Informationen dieser Konten zu finden.

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

Die Abfrage liefert Ergebnisse wie unten.

Weitere Informationen zum GRAPH_TABLE-Operator zum Kombinieren von Diagramm- und SQL-Abfragen finden Sie in der Nutzerdokumentation.

Nächster Schritt

Als Nächstes können Sie das Codelab bereinigen.

9. Bereinigen (optional)

Rufen Sie zum Bereinigen einfach den Spanner-Bereich der Cloud Console auf und löschen Sie die graph-demo-Instanz, die wir im Codelab erstellt haben.

10. Glückwunsch!

Herzlichen Glückwunsch! Sie haben erfolgreich ein Graphschema erstellt und Graphabfragen mit Spanner Graph ausgeführt.

Herkömmliche SQL-Abfragen reichen nicht aus, um Verbindungen in Daten zu erkennen, die durch komplexe Beziehungsnetzwerke immer komplexer geworden sind. Spanner Graph bietet ein geschäftskritisches Graphdatenmodell mit leistungsstarker Graphabfragesyntax, praktisch unbegrenzter Kapazität und 99,999% Verfügbarkeit.

Nachdem Sie sich nun mit den Konzepten von Spanner Graph vertraut gemacht haben, können Sie Ihr Schema und Ihre Daten noch heute ausprobieren.

Nächste Schritte

Weitere Informationen zu Spanner Graph