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 Graphabfrageschnittstelle, die mit den ISO GQL-Standards (Graph Query Language) kompatibel ist. Dank der Interoperabilität zwischen relationalen und Graphmodellen können Sie die bewährten SQL-Funktionen mit der Ausdruckskraft der Graph-Musterabgleiche von GQL kombinieren. Tabellen können mithilfe eines deklarativen Schemas ohne Datenmigration in Diagramme umgewandelt werden. So können Diagramme in Tabellendatensätze eingefügt werden. So können Sie die Auswahl des Datenmodells verzögern (d.h. verschieben) und für jeden Job die beste Abfragesprache verwenden.

In diesem Lab erfahren Sie, wie Sie eine Spanner-Graphdatenbank mit einem vorab ausgefüllten Dataset einrichten, den Graphen mit GQL abfragen und durch Kombination von GQL und SQL sowohl auf Graph- als auch auf relationale Daten zugreifen.

Aufgaben

In diesem Lab lernen Sie Folgendes:

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

Lerninhalte

• Spanner-Instanz einrichten
• 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 Hops mit GQL schreiben
• So schreiben Sie komplexere Abfragen mit GQL.
• GQL und SQL kombinieren

Voraussetzungen

• Ein Google Cloud-Projekt, das mit einem Rechnungskonto verknüpft ist.
• Einen Webbrowser wie 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. Wenn Sie noch kein Gmail- oder Google Workspace-Konto haben, müssen Sie ein Konto erstellen.

• Der Projektname ist der Anzeigename für die Teilnehmer dieses Projekts. Es ist ein Zeichenstring, der von Google APIs nicht verwendet wird. Sie können ihn jederzeit aktualisieren.
• Die Projekt-ID ist für alle Google Cloud-Projekte eindeutig und kann nach der Festlegung nicht mehr geändert werden. In der Cloud Console wird automatisch ein eindeutiger String generiert. In der Regel spielt es keine Rolle, wie er lautet. In den meisten Codelabs müssen Sie auf Ihre Projekt-ID verweisen (normalerweise als PROJECT_ID gekennzeichnet). Wenn Ihnen die generierte ID nicht gefällt, können Sie eine andere zufällige generieren. Alternativ können Sie Ihr eigenes Konto ausprobieren und prüfen, ob es 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 finden Sie in der Dokumentation.

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

Folgen Sie dann der Anleitung zur Abrechnungsverwaltung und aktivieren Sie die Abrechnung in der Cloud Console. Neuen Google Cloud-Nutzern steht das kostenlose Testprogramm mit einem Guthaben von 300$ zur Verfügung. Damit Ihnen nach Abschluss dieser Anleitung keine weiteren Kosten entstehen, können Sie die Spanner-Instanz am Ende des Codelabs beenden. Folgen Sie dazu Schritt 9 „Bereinigen“.

Cloud Shell starten

Sie können Google Cloud zwar per Fernzugriff von Ihrem Laptop aus nutzen, in diesem Codelab verwenden Sie jedoch Google Cloud Shell, 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 Minuten dauern. Wenn der Vorgang abgeschlossen ist, sollte in etwa Folgendes angezeigt werden:

Diese virtuelle Maschine verfügt über sämtliche Entwicklertools, die Sie benötigen. Sie bietet ein Basisverzeichnis mit 5 GB nichtflüchtigem Speicher und läuft auf Google Cloud. Dadurch werden 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 zu Testzwecken in Ihrem Projekt haben. Sie können das unter diesem Console-Link prüfen.

In Spanner ist eine Instanz ein Cluster von Rechen- und Speicherressourcen, auf dem eine oder mehrere Spanner-Datenbanken gehostet werden. Sie benötigen mindestens eine Instanz, um eine Spanner-Datenbank für dieses Codelab zu hosten.

gcloud SDK-Version prüfen

Bevor Sie eine Instanz erstellen, prüfen Sie, ob das gcloud SDK in der Google Cloud Shell auf die erforderliche Version gcloud SDK 493.0.0 aktualisiert wurde. Sie können die Version Ihres gcloud SDK 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 aktualisieren. Führen Sie dazu den folgenden Befehl aus:

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:Der vorherige Befehl listet aus Sicherheitsgründen alle Pakete auf, die aktualisiert werden sollen.

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 festgelegt.

gcloud config get-value project

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

Legen Sie als Standardregion us-central1 fest. Sie können diese Region auch in eine andere Region ändern, die von den regionalen Konfigurationen von Spanner unterstützt wird.

gcloud config set compute/region us-central1

Spanner API aktivieren:

gcloud services enable spanner.googleapis.com

Spanner-Instanz erstellen

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

Spanner-Instanz für die kostenlose Testversion erstellen

Eine 90-tägige kostenlose Testinstanz von Spanner ist für alle Nutzer mit einem Google-Konto verfügbar, die die Cloud-Abrechnung in ihrem Projekt aktiviert haben. Ihnen werden erst Gebühren in Rechnung gestellt, wenn Sie ein Upgrade von Ihrer Instanz im kostenlosen Testzeitraum auf eine kostenpflichtige Instanz ausführen. Spanner Graph wird in der kostenlosen Testversion unterstützt. Wenn Sie berechtigt sind, erstellen Sie eine Instanz für die kostenlose Testversion. Öffnen Sie dazu Cloud Shell und führen Sie den folgenden Befehl aus:

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:In diesem Befehl wird regional-us-central1 als Region verwendet. Sie können eine andere Region auswählen, basierend auf den Regionskonfigurationen, die für die kostenlose Spanner-Testinstanz verfügbar sind. 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 kostenlose Testversion verwenden können, können Sie für dieses Codelab eine bereitgestellte Spanner-Instanz mit einem Knoten einrichten. Spanner Graph ist in den Versionen Enterprise und Enterprise Plus verfügbar. Wenn Sie eine Instanz in der Enterprise- oder Enterprise Plus-Version erstellen möchten, öffnen Sie Cloud Shell und führen Sie den folgenden 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:In diesem Befehl wird regional-us-central1 als Region verwendet. Sie können eine andere Region auswählen, basierend auf den für die Spanner-Instanz verfügbaren Regionskonfigurationen.

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 einzugeben. Wenn Sie sich für die manuelle Vorgehensweise interessieren, fahren Sie mit Schritt 5 fort.

gcloud SDK-Version prüfen

Bevor Sie eine Datenbank erstellen, prüfen Sie, ob das gcloud SDK in der Google Cloud Shell auf die erforderliche Version gcloud SDK 484.0.0 aktualisiert wurde. Sie können die Version Ihres gcloud SDK mit dem folgenden Befehl ermitteln.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Wenn die Version niedriger als die erforderliche 484.0.0 ist (z. B. die oben genannte Ausgabe 483.0.0), müssen Sie ein Upgrade durchführen. Kopieren Sie dazu den folgenden Befehl und führen Sie ihn aus.

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:Der obige Befehl listet aus Sicherheitsgründen alle Pakete auf, die aktualisiert werden müssen.

Instanz und Datenbank erstellen

Sobald die Instanz läuft, können Sie die Datenbank erstellen. Spanner ermöglicht mehrere Datenbanken in einer einzigen Instanz.

In der Datenbank definieren Sie Ihr Schema. Außerdem können Sie festlegen, wer Zugriff auf die Datenbank hat, eine benutzerdefinierte Verschlüsselung einrichten, den Optimierer konfigurieren und die Aufbewahrungsdauer 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 gcloud-Befehlszeilentool der Google Cloud Shell unten, um eine Spanner-Datenbank mit einem Finanzdiagrammschema und einem vorab ausgefüllten Finanzdatensatz 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 Minuten dauern.

spanner samples CLI

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

• Erstellen Sie in Ihrer Instanz eine Datenbank mit dem Namen „finance-graph-db“.
• Erstellen eines Finanzdiagrammschemas in der Datenbank Das Schema enthält Knotendefinitionen für Entitäten wie Bankkonten, Kredite usw. sowie Kantendefinitionen für Beziehungen zwischen ihnen. Das Datenbankschema können Sie in Schritt 6 prüfen.
• Einfügen mehrerer Tausend Graphknoten und ‑kanten in die Datenbank.

Umgang mit Fehlern

Daten konnten nicht eingefügt werden

Wenn das Tool mit der Fehlermeldung Failed to insert data for the graph database endet, können Sie auf der Seite „Optionaler Schritt 5)“ eine Datenbank manuell erstellen und dann Daten einfügen.

Nächster Schritt

Wenn die automatische Erstellung der Datenbank erfolgreich war, können Sie den nächsten optionalen Abschnitt überspringen und direkt mit „Das Graphschema untersuchen“ (Schritt 6) fortfahren.

5. Optional: Spanner-Datenbank manuell erstellen

Hinweis:Wenn Sie im vorherigen Schritt bereits mit gcloud spanner samples eine finance-graph-db-Datenbank erstellt haben, können Sie diesen Schritt überspringen.

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

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

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

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 gcloud-Befehlszeilentool, um eine Datenbank zu erstellen:

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 Diagramm erstellen

Rufen Sie zum Einrichten des Schemas Spanner Studio auf und verwenden Sie den Editor:

Kopieren Sie die folgende DDL für das Schema 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 nacheinander 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. Im nächsten Schritt 6) sehen wir uns das Schema an.

Laden Sie die Daten:

Jetzt möchten Sie einige Finanzdiagrammdaten in Ihre Datenbank einfügen.

In Spanner Graph werden Diagramme aus Eingabetabellen erstellt. Die Daten des Diagramms basieren also auf den Daten aus den Eingabetabellen, ohne Datenduplikation. Ebenso werden Datenänderungen in Eingabetabellen automatisch im Graphenmodell berücksichtigt. So wird kompliziertes ETL für die Synchronisierung mit anderen Datenquellen vermieden.

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

Öffnen Sie in Spanner Studio einen neuen Tab, kopieren Sie die folgenden Insert-Anweisungen, fügen Sie sie ein und klicken Sie auf die Schaltfläche RUN. Mit den INSERT-Anweisungen werden Tausende von Knoten und Kanten in Ihre Datenbank eingefügt. Je nach Textmenge 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 Graph-Schema an.

6. Graphschema ansehen

Grafikschema ansehen

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

Wenn Sie das Schema prüfen, sehen Sie zuerst eine Reihe relationaler Tabellen mit CREATE TABLE-Anweisungen, die auch im folgenden Screenshot zu sehen sind:

• Tabelle Account mit Daten zu Bankkonten
• Tabelle AccountAudits, in der Prüfungen von Bankkonten erfasst werden
• Tabelle AccountRepayLoan, in der Tilgungen von Krediten erfasst werden, die von Bankkonten stammen.
• AccountTransferAccount-Tabelle, in der Überweisungen zwischen Bankkonten erfasst werden.
• Tabelle Loan mit Daten zu Kundenkrediten
• Tabelle Person mit Daten zu Bankkunden, die als Personen modelliert sind
• Tabelle PersonOwnAccount, in der die Beziehung von Personen mit Bankkonten erfasst wird

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

Graphschema

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 Property-Graph-Datenmodell mit Knoten und Kanten, die mit Labels und Attributen annotiert sind. In diesem Finanzdiagrammschema haben wir drei Arten von Knoten und drei Arten von Kanten 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 darstellt. 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 Eigenschaften des Knotens Account. Spalten können jedoch mithilfe der ALL COLUMNS EXCEPT-Syntax aus dem Graphenmodell ausgeschlossen werden. Weitere Informationen

Hinweis:

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

Im Vergleich dazu wurde das DDL-Schema des Graphen von der Seite „Datenbankübersicht“ um LABEL, KEY und PROPERTIES für die Knoten- und Kantendefinitionen erweitert.

Beide Darstellungen sind semantisch äquivalent. Die erweiterte Definition trägt zu einem besseren Verständnis des gesamten 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)
  );

Wenn Sie eine Tabelle zu Kanten zuordnen, müssen Sie die Quell- und Zielschlüssel definieren. Diese Schlüssel stellen die Beziehung zwischen der Kante und den Quell- und Zielknoten her.

Beispielsweise verbindet jede PersonOwnAccount-Kante einen Person-Knoten (Quellknoten) mit einem Account-Knoten (Zielknoten).

• Der SOURCE-Knoten einer Kante ist ein Person-Knoten, dessen id mit der Kante id übereinstimmt.
• Der DESTINATION-Knoten einer Kante ist ein Account-Knoten, dessen id mit der Kante account_id 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 Graphknoten werden standardmäßig alle Spalten der Eingabetabelle als Kantenattribute einbezogen.

Weitere Informationen zum Schema

Weitere Informationen zu allgemeinen Konzepten von Graph-Schemas wie Label, Eigenschaften und Beziehung zu Eingabetabellen

Weitere Informationen zum Definieren eines Knotens und zum Definieren einer Kante

Zusammenfassung

In diesem Schritt haben Sie die Eingabetabellen und die Knoten- und Kantentypen des Finanzdiagrammschemas kennengelernt.

Nächster Schritt

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

7. Grafik mit GQL abfragen

Was ist der Graph-Abfragedurchlauf in GQL?

Graphendaten werden als Knoten dargestellt, die durch Kanten verbunden sind. Eine Graphabfrage durchläuft diese Verbindungen und springt anhand der angegebenen Kriterien von Knoten zu Knoten. In einer Graphabfrage bezieht sich ein „Hop“ auf die Bewegung von einem Knoten zu einem anderen entlang einer Verbindungskante. Sie steht für einen einzelnen Schritt im Durchlaufprozess.

In der folgenden Graphendurchquerung gibt es beispielsweise zwei Hops zwischen „Person“ (Bob), „Konto“ (18) und „Kredit“ (27).

Abfragen in Spanner Studio ausführen

In diesem Schritt führen Sie mehrere GQL-Abfragen aus, um zu verstehen, wie die Semantik von Graphabfragen die Analyse von Finanzgraphdaten ermöglicht.

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

Abfrage 1 – Grundlegender Musterabgleich für Knoten und Kanten

Mit der folgenden Abfrage können Sie von einem Personenknoten namens Jacoby aus die Konten der Person aufrufen und dann die Kredite ermitteln, die über das Konto abbezahlt wurden. Dies ist eine Graphabfrage mit zwei Hops:

• 1. Hop: Vom Knoten Person zum Knoten Account über den Pfad Owns
• 2. Hop: Vom Knoten Account zum Knoten Loan über den Pfad Repays

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 Rückzahlungsdatum des Kredits.

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:Wie Sie im Abschnitt zum Graphenschema (Schritt 5) sehen können, ist jedem im Schema definierten Knoten und jeder Kante eine LABEL zugeordnet.

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

Das folgende Diagramm veranschaulicht, wie mit der Abfrage alle Konten von Jacoby abgerufen werden können, für die Tilgungen von Krediten erfolgt sind. Das Abfrageergebnis kann von dem im Diagramm dargestellten abweichen.

Wenn Sie die Abfrage im Editor ausführen, sollten Ergebnisse wie die folgenden zurückgegeben werden. Das Ergebnis zeigt, dass „Jacoby“ nur ein Konto (ID 569) und einen Kredit (ID 110) hat, aber es gibt mehrere Tilgungen dazwischen.

Abfrage 2 – Quantifizierte Pfaddurchlauf- und Rückgabegraphenelemente

Die folgende Abfrage gleicht alle Kontoüberweisungen ab, die von einem Quellkonto mit id=75 innerhalb von 3 bis 6 Hops zu einem Zielkonto mit id=199 führen. Die {3,6}-Syntax 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;

Sie können sich die quantifizierte Kantenüberquerung visuell so vorstellen: Sie beginnt bei einem src_account-Knoten und ruft alle möglichen Pfade für die Kontoübertragung zwischen 3 und 6 Hops ab, um dst_account zu erreichen.

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

Die Abfrage sollte folgende Ergebnisse liefern:

Hinweis:Weitere Informationen zu quantifizierten Kantenmustern finden Sie hier.

Graphenelemente 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 source_node_identifier und destination_node_identifier.

In dieser Abfrage wird die Anzahl der Hops der Übertragungskante und die Übertragungskanten 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 hat den Typ „JSON-Array“, da es in jedem übereinstimmenden Pfad zwischen dem Quell- und dem Zielkonto mehrere Übertragungskanten geben kann.

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

# 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:Die Kennung im JSON-Graphelement ist nicht transparent, hat keine semantische Bedeutung und ist an einen einzelnen Abfrageausführungsbereich gebunden. Sie kann nicht in nachfolgenden Abfragen wiederverwendet werden.

Abfrage 3 – Suche nach kürzestem Pfad

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

Wenn Sie den kürzesten Weg zwischen diesen beiden Knoten finden möchten, können Sie ihn mit dem Pfadsuchpräfix MATCH ANY SHORTEST 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, stellen Sie fest, 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.

Abfrage 4 – Graphabfragen, die durch lineare Zusammensetzung verkettet sind

Komplexere Beziehungen lassen sich mit dem Keyword NEXT identifizieren, um Blöcke von Graphabfragen zu verketten.

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

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

Im zweiten Block nach NEXT berechnen Sie dann die Gesamtübertragungsbeträge in jedes Konto seit dem 01.01.2020.

Anschließend wenden Sie dieselbe Logik auf ausgehende Beträge in der dritten Blockabfrage an. Im letzten Block berechnen Sie schließlich das Verhältnis der Zuflüsse zu den Abflüssen für jedes Konto.

Zwischenergebnisse, auf die Sie nach dem Keyword NEXT zugreifen müssen, müssen Sie am Ende des vorherigen Blocks zurückgeben. Beispielsweise wird die übereinstimmende accnt im ersten Block zurückgegeben, damit im zweiten Block Überweisungen in 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;

Im folgenden Diagramm wird dargestellt, was die Abfrage durchläuft.

Die Abfrage sollte das folgende Ergebnis liefern:

Weitere Graphabfragen

Eine Reihe von Beispielen für Graphabfragen, die mit dem Schema dieses Codelabs kompatibel sind, finden Sie in der Anleitung.

Informationen zur Syntax von Grafikabfragen finden Sie in den GoogleSQL-Referenzen für die Graph Query Language.

Zusammenfassung

In diesem Schritt haben Sie zahlreiche GQL-Graphabfragen ausgeführt und ihre Semantik kennengelernt.

Nächster Schritt

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

8. Graph und Tabellen gemeinsam abfragen

Abfragen in Spanner Studio ausführen

In diesem Schritt führen Sie Graphabfragen aus, die mit SQL-Tabellen interagieren, um das Graphenmodell von Spanner mit seinem relationalen Modell zu verbinden.

Für jede Abfrage können Sie in Spanner Studio einen neuen Editor zum Ausführen erstellen.

Interoperable SQL-Abfrage ausführen

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

Sie können beispielsweise GQL und SQL kombinieren, um Prüfungsinformationen zu 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 Kante Transfers und gibt dann eindeutige IDs der erreichten Konten zurück. Die Abfrage wird dann mit der Tabelle AccountAudits verknüpft, um Prüfungsinformationen zu diesen 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 Ausführung der Abfrage liefert Ergebnisse wie unten.

Weitere Informationen zum Operator GRAPH_TABLE zum Kombinieren von Grafik und SQL-Abfrage finden Sie im Leitfaden.

Nächster Schritt

Als Nächstes können Sie das Codelab bereinigen.

9. Bereinigen (optional)

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

10. Glückwunsch!

Sie haben ein Graphschema erstellt und Graphabfragen mit Spanner Graph ausgeführt.

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

Jetzt, da Sie mit den Spanner Graph-Konzepten vertraut sind, können Sie Ihr Schema und Ihre Daten ausprobieren.

Nächste Schritte

Weitere Informationen zu Spanner Graph