Erste Schritte mit Spanner Graph

1. Einführung

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

Spanner Graph unterstützt eine Grafikabfrageoberfläche, die mit den ISO GQL-Standards (Graph Query Language) kompatibel ist. Mit der Interoperabilität zwischen relationalen und Graphenmodellen können Sie die etablierten SQL-Funktionen mit der Aussagekraft des Diagrammmusterabgleichs aus GQL kombinieren. Tabellen können Diagrammen mithilfe eines deklarativen Schemas ohne Datenmigration zugeordnet werden, wodurch Diagramme zu tabellarischen Datensätzen hinzugefügt werden. Damit können Sie Late-Binding (d.h. das Verschieben) von Datenmodellen durchführen und die beste Abfragesprache für jeden zu erledigenden Job verwenden.

In diesem Lab richten Sie mithilfe eines vorab gefüllten Datasets eine Spanner-Grafik-Datenbank ein, fragen die Grafik mit GQL ab und greifen gleichzeitig auf grafische und relationale Daten zu, indem Sie GQL und SQL kombinieren.

Aufgaben

Aufgaben in diesem Lab:

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

Lerninhalte

• Spanner-Instanz einrichten
• Mit dem Befehl gcloud spanner samples init finance-graph eine Spanner Graph-Beispieldatenbank einrichten
• Diagrammschema auf der Seite „Datenbankübersicht“ ansehen.
• Abfragen von Pfaden mit mehreren Hops mithilfe von GQL schreiben
• Hier erfahren Sie, wie Sie mit GQL komplexere Abfragen schreiben.
• Wie Sie GQL und SQL kombinieren

Voraussetzungen

• Ein Google Cloud-Projekt, das mit einem Rechnungskonto verbunden ist.
• Ein Webbrowser wie Chrome oder Firefox

2. Einrichtung und Anforderungen

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

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 Projektteilnehmer. Es handelt sich um eine Zeichenfolge, die von Google APIs nicht verwendet wird. Sie können sie jederzeit aktualisieren.
• Die Projekt-ID ist für alle Google Cloud-Projekte eindeutig und unveränderlich. Sie kann nach dem Festlegen nicht mehr geändert werden. Die Cloud Console generiert automatisch einen eindeutigen String. ist Ihnen meist egal, was es ist. In den meisten Codelabs musst du auf deine Projekt-ID verweisen, die üblicherweise als PROJECT_ID bezeichnet wird. Wenn Ihnen die generierte ID nicht gefällt, können Sie eine weitere zufällige ID generieren. Alternativ können Sie einen eigenen verwenden und nachsehen, ob er verfügbar ist. Sie kann nach diesem Schritt nicht mehr geändert werden und bleibt für die Dauer des Projekts erhalten.
• Zur Information gibt es noch einen dritten Wert, die Projektnummer, die von manchen APIs verwendet wird. Weitere Informationen zu allen drei Werten finden Sie in der Dokumentation.

Achtung:Eine Projekt-ID ist global eindeutig und kann von niemandem verwendet werden, nachdem Sie sie ausgewählt haben. Sie sind der einzige Nutzer dieser ID. Auch wenn ein Projekt gelöscht wurde, kann die ID nicht noch einmal verwendet werden

Hinweis:Wenn Sie ein Gmail-Konto verwenden, können Sie die Standardeinstellung Keine Organisation beibehalten. Wenn Sie ein Google Workspace-Konto verwenden, wählen Sie einen Standort aus, der für Ihre Organisation sinnvoll ist.

Abrechnungseinrichtung

Als Nächstes folgen Sie der Anleitung im Nutzerhandbuch zur Abrechnung und aktivieren die Abrechnung in der Cloud Console. Neue Google Cloud-Nutzer haben Anspruch auf das kostenlose Testprogramm mit 300$Guthaben. Wenn Sie vermeiden möchten, dass über diese Anleitung hinaus Kosten anfallen, können Sie die Spanner-Instanz am Ende des Codelabs herunterfahren. Folgen Sie dazu der Anleitung unter „Schritt 9 Bereinigen“.

Cloud Shell starten

Sie können Google Cloud zwar von Ihrem Laptop aus der Ferne bedienen, 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 dauert nur einen Moment. Wenn er abgeschlossen ist, sollten Sie in etwa Folgendes sehen:

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

3. Spanner-Instanz erstellen

Hinweis: Sie können diesen Schritt überspringen, wenn Sie in Ihrem Projekt bereits eine Spanner-Instanz zu Testzwecken haben. Die Bestätigung ist über diesen Konsolenlink möglich

In Spanner ist eine Instanz ein Cluster von Rechen- und Speicherressourcen, der eine oder mehrere Spanner-Datenbanken hostet. Sie benötigen mindestens 1 Instanz, um eine Spanner-Datenbank für dieses Codelab zu hosten.

Spanner API aktivieren

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

gcloud config get-value project

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

Legen Sie us-central1 als Standardregion fest. Sie können diese Einstellung gerne in eine andere Region ändern, die von den regionalen Konfigurationen von Spanner 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 wurde die Spanner-Grafikinstanz-ID graph-demo verwendet und über die export-Befehlszeile als Variable SPANNER_INSTANCE_ID festgelegt. Sie können optional einen eigenen Instanz-ID-Namen auswählen.

Kostenlose Testversion von Spanner erstellen

Eine 90-tägige Spanner-Testinstanz ist für alle Nutzer mit einem Google-Konto verfügbar, für die Cloud Billing in ihrem Projekt aktiviert ist. Ihnen werden keine Kosten in Rechnung gestellt, sofern Sie kein Upgrade Ihrer kostenlosen Testinstanz auf eine kostenpflichtige Instanz durchführen. Erstellen Sie gegebenenfalls eine kostenlose Testinstanz. 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: Dieser Befehl verwendet regional-us-central1 als Region. Sie können basierend auf den Regionenkonfigurationen, die für die kostenlose Spanner-Testinstanz verfügbar sind, eine andere Region auswählen. Weitere Informationen zum Erstellen einer kostenlosen Testinstanz

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 Testinstanz verwenden möchten, können Sie eine bereitgestellte Spanner-Instanz mit 1 Knoten für dieses Codelab einrichten. 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 \
  --description="Spanner Graph demo" \
  --nodes=1

Hinweis: Dieser Befehl verwendet regional-us-central1 als Region. Sie können basierend auf den für die Spanner-Instanz verfügbaren Regionskonfigurationen eine andere Region 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 der Befehl gcloud verwendet, um die Datenbank einzurichten und die Daten zu befüllen. Wenn Sie an dem manuellen Prozess interessiert sind, fahren Sie mit dem nächsten Schritt 5 fort.

gcloud SDK-Version prüfen

Bevor Sie eine Datenbank erstellen, prüfen Sie, ob das gcloud SDK in Google Cloud Shell auf die erforderliche Version aktualisiert wurde: gcloud SDK 484.0.0. Führen Sie den folgenden Befehl aus, um die gcloud SDK-Version zu ermitteln.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Ist die Version niedriger als die erforderliche Version 484.0.0 (zum Beispiel die Ausgabe 483.0.0), müssen Sie ein Upgrade ausführen, 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:Der obige Befehl listet aus Sicherheitsgründen alle Pakete auf, die aktualisiert werden sollen.

Instanz und Datenbank werden erstellt

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

In der Datenbank definieren Sie Ihr Schema. Sie können auch steuern, wer Zugriff auf die Datenbank hat, eine benutzerdefinierte Verschlüsselung einrichten, das Optimierungstool 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 dazu die folgende Befehlszeile.

export SPANNER_INSTANCE_ID={your_instance_id}

Verwenden Sie das unten stehende gcloud-Befehlszeilentool von Google Cloud Shell, um eine Spanner-Datenbank mit einem Finanzdiagrammschema 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 einen Moment dauern.

spanner samples CLI

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

• Eine Datenbank mit dem Namen „finance-graph-db“ erstellen in Ihrer Instanz.
• Erstellung eines Finanzgrafikschemas in der Datenbank Das Schema enthält Knotendefinitionen für Entitäten wie Bankkonten, Kredite usw. sowie Edge-Definitionen für Beziehungen zwischen diesen. Sie können das Datenbankschema in Schritt 6 untersuchen.
• Einfügen von mehreren Tausend Graph-Knoten und Kanten in die Datenbank.

Fehler beheben

Daten konnten nicht eingefügt werden

Wenn im Tool die Fehlermeldung Failed to insert data for the graph database angezeigt wird, können Sie der optionalen Seite in Schritt 5 folgen, um manuell eine Datenbank zu erstellen und dann Daten einzufügen.

Nächstes Video

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

5. (Optional) Spanner-Datenbank manuell erstellen

Hinweis: Wenn Sie im vorherigen Schritt bereits gcloud spanner samples zum Erstellen einer finance-graph-db-Datenbank verwendet haben, können Sie diesen Schritt überspringen.

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

In der Datenbank definieren Sie Ihr Schema. Sie können auch steuern, wer Zugriff auf die Datenbank hat, eine benutzerdefinierte Verschlüsselung einrichten, das Optimierungstool konfigurieren und die Aufbewahrungsdauer festlegen.

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

Wenn Sie die Variable SPANNER_INSTANCE_ID noch nicht eingerichtet haben, verwenden Sie dazu die folgende Befehlszeile.

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 Graph erstellen

Rufen Sie Spanner Studio auf und verwenden Sie den Editor, um das Schema einzurichten:

Kopieren Sie die DDL unten und fügen Sie sie als Schema 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 der Reihe nach ausgeführt. Dies kann einen Moment dauern.

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

Sie fragen sich vielleicht, welche Bedeutung die einzelnen CREATE-Anweisungen haben, insbesondere die der CREATE PROPERTY GRAPH-Anweisung. Wir überprüfen das Schema im nächsten Schritt 6).

Laden Sie die Daten:

Jetzt möchten Sie Finanzgrafiken in Ihre Datenbank einfügen.

Spanner Graph erstellt Grafiken aus Eingabetabellen, sodass die Daten des Diagramms auf denen aus Eingabetabellen basieren, ohne Datenduplizierung. Ebenso werden Datenänderungen in Eingabetabellen automatisch im Grafikmodell widergespiegelt. Dadurch wird ein kompliziertes ETL bei der Synchronisierung mit anderen Datenquellen vermieden.

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

Öffnen Sie in Spanner Studio einen neuen Tab, kopieren Sie die folgenden Einfügeanweisungen, 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. Aufgrund der Lautstärke 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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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 Diagrammschema und vorab ausgefüllten Grafikdaten erstellt.

Nächstes Video

Als Nächstes sehen Sie sich das Diagrammschema an

6. Diagrammschema untersuchen

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 auf die Schaltfläche „Entsprechende DDL anzeigen“. (unten auf der Seite), um das Datenbankschema anzuzeigen.

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

• Tabelle Account mit Daten zu Bankkonten
• Tabelle AccountAudits zur Nachverfolgung von Bankkontenprüfungen
• AccountRepayLoan-Tabelle zur Verfolgung von Kreditrückzahlungen über Bankkonten.
• Tabelle AccountTransferAccount zur Nachverfolgung von Geldtransfers zwischen Bankkonten.
• Tabelle Loan mit Daten zu Kundenkrediten
• Tabelle Person mit Daten zu Bankkunden, die als Personen modelliert werden
• Tabelle PersonOwnAccount, die die Beziehung von Personen verfolgt, die Bankkonten besitzen

Scrollen Sie in der Schema-DDL nach unten zur Anweisung CREATE PROPERTY GRAPH FinGraph, in der das Diagrammschema anhand der oben aufgeführten SQL-Tabellen definiert wird. Das Diagrammschema wird im nächsten Abschnitt erläutert.

Das Diagrammschema verstehen

Mit Spanner Graph können Sie mithilfe der CREATE PROPERTY GRAPH-Anweisung ein Diagramm aus Tabellen erstellen. Die zum Erstellen von Grafiken verwendeten Tabellen werden als Eingabetabellen bezeichnet. Beim Erstellen eines Diagramms werden keine Daten dupliziert.

Spanner Graph unterstützt das Datenmodell des Attributdiagramms mit Knoten und Kanten, die mit Labels und Attributen annotiert sind. In diesem Finanzdiagrammschema haben wir basierend auf den zuvor definierten relationalen Eingabetabellen 3 Knotentypen und 3 Arten von Kanten erstellt.

Knoten

Wir definieren 3 Knotentypen basierend auf 3 Eingabetabellen:

1. Person-Knoten, basierend auf der Personentabelle
2. Account Knoten, basierend auf der Kontotabelle
3. Loan Knoten, basierend auf der Kredittabelle

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 ist einem Knoten im Graphmodell zugeordnet. Jeder Knoten hat ein Label, z. B. Account und Person, die den Knoten darstellen. Auf der nächsten Seite verwenden Sie Labels, um Knotentypen abzufragen.

Standardmäßig werden alle Spalten der Eingabetabelle bei der Erstellung des Graphen als Knotenattribute eingeschlossen. 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.Diese wird hier erläutert.

Hinweis:

Im manuell erstellten Schema aus Schritt 5 bestehen Knotentabelleneingaben ausschließlich aus Tabellennamen (z.B. Account, Node).

Im Gegensatz dazu wird das DDL-Schema der Grafik auf der Übersichtsseite der Datenbank so erweitert, dass es LABEL, KEY und PROPERTIES für die Knoten- und Edge-Definitionen enthält.

Beide Darstellungen sind semantisch äquivalent. Die erweiterte Definition verbessert das Verständnis des gesamten Schemas.

Kanten

Wir definieren drei Arten von Kanten zwischen Knoten:

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

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. Diese Schlüssel stellen die Beziehung zwischen dem Edge- und den Quell- und Zielknoten her.

Beispielsweise verbindet jeder PersonOwnAccount-Edge einen Person (Quelle) mit einem Account (Zielknoten).

• Der SOURCE-Knoten einer Edge ist ein Person-Knoten, dessen id mit dem Edge-id identisch ist.
• Der DESTINATION-Knoten einer Edge ist ein Account-Knoten, dessen id mit dem Edge 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, die den Kantentyp darstellen. Ähnlich wie bei Graphknoten werden alle Spalten der Eingabetabelle standardmäßig als Edge-Attribute einbezogen.

Weitere Informationen zum Schema

Weitere Informationen

Weitere Informationen finden Sie unter Knoten definieren und Edges definieren.

Zusammenfassung

In diesem Schritt haben Sie die Eingabetabellen, den Diagrammknoten und die Edge-Typen des Finanzdiagrammschemas verstanden.

Nächstes Video

Als Nächstes führen Sie Abfragen von Finanzszenarien durch, um das Potenzial von Grafikdaten aufzudecken.

7. Diagramm mit GQL abfragen

Was ist Graph Query Traversal in GQL?

Grafikdaten werden als Knoten dargestellt, die durch Kanten verbunden sind. Eine Graphabfrage navigiert durch diese Verbindungen und springt basierend auf den angegebenen Kriterien von Knoten zu Knoten. In einer Graphabfrage ist ein „Hop“ bezieht sich auf das Überqueren von einem Knoten zu einem anderen entlang einer Verbindungskante. Es steht für einen einzelnen Schritt im Durchlaufprozess.

Im Graph Traversal unten gibt es beispielsweise zwei Sprünge 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 Analyse von Finanzgrafikdaten durch die Semantik von Graph-Suchanfragen ermöglicht wird.

Für jede Abfrage können Sie einen neuen Editor erstellen, z. B. „Editor 1“. in Spanner Studio an.

Abfrage 1 – Einfacher Knoten- und Edge-Musterabgleich

Sie können die folgende Abfrage ausführen, um von einem Personenknoten namens „Jacoby“ aus zu suchen, die Konten der Person zu finden und dann die Kredite zu ermitteln, die vom Konto zurückgezahlt wurden. Dies ist ein Graph-Abfragedurchlauf mit 2 Hops:

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

Die Zuordnung von Knoten- und Edge-Typen basiert auf ihren Labels, z. B. den Teilen :Person, :Owns und :Account in der folgenden Abfrage.

Das Ergebnis gibt die Konto-ID, Informationen zur Rückzahlung und die Kreditinformationen zurück, sortiert nach 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 den Abschnitt „Untersuchen des Diagrammschemas“ (Schritt 5) ansehen, ist jedem im Schema definierten Knoten und jeder Kante ein LABEL zugeordnet.

Weitere Informationen dazu, wie die Abfragesyntax Knoten und Kanten in den jeweiligen Links abgleicht

Im folgenden Diagramm wird veranschaulicht, wie die Abfrage alle Konten von Jacoby abrufen kann. die Kreditrückzahlungen getätigt haben. (Das Abfrageergebnisse können vom Diagramm abweichen.)

Wenn Sie die Abfrage im Editor ausführen, sollten Ergebnisse wie die unten gezeigten zurückgegeben werden. Das Ergebnis zeigt, dass „Jacoby“ hat nur ein Konto (ID 569) und einen Kredit (ID 110), aber es laufen mehrere Rückzahlungen zwischen den beiden Konten.

Abfrage 2: Quantifizierte Pfaddurchlauf- und Diagrammelemente zurückgeben

Die folgende Abfrage stimmt mit allen Geldtransfers auf Kontoebene ab, die von einem Quellkonto mit id=75 innerhalb von drei bis sechs Hops erfolgen, um ein Zielkonto mit id=199 zu erreichen. Die Syntax {3,6} wird verwendet, um einen quantifizierten Durchlauf mit drei bis sechs Hop-Pfaden 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;

Visuell können Sie sich den quantifizierten Edge Traversal wie unten vorstellen: Er beginnt von einem src_account-Knoten und ruft alle möglichen Kontoübertragungspfade zwischen 3 bis 6 Hops ab, um dst_account zu erreichen.

Der unten hervorgehobene Pfad ist beispielsweise eine 6-Hop-Abfrage.

Die Abfrage sollte zu folgenden Ergebnissen führen:

Hinweis:Weitere Informationen zum quantifizierten Edge-Muster finden Sie hier.

Grafikelemente können mit der Funktion TO_JSON im JSON-Format zurückgegeben werden, da oben die transfers-Kanten zurückgegeben werden. Zu den zurückgegebenen JSON-Objekten für Knoten und Edge gehören identifier, properties und labels. Darüber hinaus enthalten die zurückgegebenen JSON-Objekte für Kanten auch source_node_identifier und destination_node_identifier.

In dieser Abfrage gibt das Ergebnis die Anzahl der Edge-Hops und die Übertragungskanten in jedem übereinstimmenden Pfad im JSON-Format mit TO_JSON(transfer) AS transfer_edges zurück.

Der zurückgegebene transfer_edges ist ein JSON-Arrayobjekt. Es ist vom 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 Edge-Element, das labels, source_node_identifier und destination_node_identifier verbundener 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:Die Kennung im JSON-Diagrammelement ist intransparent, hat keine semantische Bedeutung und ist an einen einzelnen Abfrageausführungsbereich gebunden. Sie kann nicht in nachfolgenden Abfragen wiederverwendet werden.

Abfrage 3 – Suche mit kürzesten Pfaden

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

Wenn Sie den kürzesten Pfad zwischen diesen beiden Knoten ermitteln möchten, können Sie ihn mit dem Präfix für die Pfadsuche MATCH ANY SHORTEST ändern. Mit der folgenden Abfrage wird jeder 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. Dies ist der kürzeste Pfad mit 4 Hops.

Die Abfrage sollte zum folgenden Ergebnis führen.

Abfrage 4 – Verkettete Suchanfragen nach linearer Zusammensetzung grafisch darstellen

Komplexere Beziehungen können mithilfe des Keywords NEXT identifiziert werden, um Blöcke von Grafikabfragen zu verketten.

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

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

Im zweiten Block nach NEXT berechnen Sie dann die Summe der Überweisungen für jedes Konto seit dem 01.01.2020.

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

Zwischenergebnisse, auf die Sie nach dem NEXT-Keyword zugreifen müssen, müssen am Ende des vorherigen Blocks zurückgegeben werden. Beispielsweise wird der übereinstimmende accnt im ersten Block zurückgegeben, damit der zweite Block Inflow-Übertragungen in diese Konten abfragen kann.

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 zu folgendem Ergebnis führen:

Weitere Diagrammabfragen ansehen

Im Nutzerhandbuch finden Sie einige Beispiele für Graphabfragen, die mit dem Schema dieses Codelabs kompatibel sind.

Informationen zur Abfragesyntax von Graphen finden Sie in den Referenzen zur GoogleSQL Graph Query Language (auf Englisch).

Zusammenfassung

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

Nächstes Video

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

8. Grafik und Tabellen zusammen abfragen

Abfragen in Spanner Studio ausführen

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

Für jede Abfrage können Sie in Spanner Studio einen neuen Editor erstellen, der ausgeführt werden soll.

Interoperable SQL-Abfrage ausführen

Im Spanner Graph sind SQL und GQL vollständig interoperabel. Sie kombinieren GQL und SQL mithilfe des Operators GRAPH_TABLE. Innerhalb des Operators können Sie GQL wie im vorherigen Abschnitt beschrieben schreiben. Anschließend können Sie die Ergebnisse über die RETURN-Anweisung zurück mit dem SQL-Abfrageteil verbinden.

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

Bei der folgenden Abfrage durchläuft die GQL-Abfrage im Operator GRAPH_TABLE 1 oder 2 Hops von einem verdächtigen Konto über den Edge Transfers und gibt dann unterschiedliche IDs der erreichten Konten zurück. Die Abfrage wird dann mit der Tabelle AccountAudits verknüpft, um Audit-Informationen 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

Wenn Sie die Abfrage ausführen, erhalten Sie Ergebnisse wie unten.

Weitere Informationen zum Operator GRAPH_TABLE zur Kombination von Grafiken und SQL-Abfragen finden Sie im Nutzerhandbuch.

Nächstes Video

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 Sie im Codelab erstellt haben.

10. Glückwunsch!

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

Herkömmliche SQL-Abfragen reichen nicht aus, um Verbindungen in Daten aufzudecken, die mit komplizierten Beziehungsnetzwerken immer komplexer werden. Spanner Graph bietet ein geschäftskritisches Grafikdatenmodell mit leistungsstarker Graphabfragesyntax, praktisch unbegrenzter Kapazität und einer Verfügbarkeit von 99,999 %.

Nachdem Sie nun mit den Konzepten von Spanner Graph vertraut sind, können Sie Ihr Schema und Ihre Daten noch heute testen.

Nächste Schritte

Weitere Informationen zu Spanner Graph finden Sie in unserem Nutzerhandbuch.