Premiers pas avec Spanner Graph

1. Introduction

Spanner Graph associe les fonctionnalités de base de données de graphes dédiées à Spanner, la base de données de Google Cloud accessible en permanence, cohérente à l'échelle mondiale et offrant une évolutivité pratiquement illimitée.

Spanner Graph est compatible avec une interface de requête de graphique compatible avec les normes ISO GQL (Graph Query Language). Grâce à l'interopérabilité entre les modèles relationnels et les modèles de graphes, vous pouvez combiner les fonctionnalités SQL bien établies avec l'expressivité de la mise en correspondance de modèles de graphes de GQL. Les tableaux peuvent être mappés sur des graphiques à l'aide d'un schéma déclaratif sans migration de données, ce qui permet d'intégrer des graphiques aux ensembles de données tabulaires. Vous pouvez ainsi lier tardivement (c'est-à-dire reporter) les choix de modèle de données et utiliser le meilleur langage de requête pour chaque tâche à accomplir.

Dans cet atelier, vous allez configurer une base de données de graphes Spanner à l'aide d'un ensemble de données prérempli, interroger le graphe à l'aide de GQL et accéder aux données relationnelles et au graphe en même temps en combinant GQL et SQL.

Ce que vous allez faire

Au cours de cet atelier, vous allez:

• Créez une instance Spanner.
• Configurez une base de données avec un schéma de graphique financier et des ensembles de données préremplis.
• Exécutez des requêtes GQL et combinez GQL et SQL.

Points abordés

• Comment configurer une instance Spanner.
• Configurer un exemple de base de données Spanner Graph à l'aide de la commande gcloud spanner samples init finance-graph
• Afficher le schéma de graphique sur la page "Présentation de la base de données"
• Écrire des requêtes de chemins à plusieurs sauts à l'aide de GQL
• Écrire des requêtes plus complexes à l'aide de GQL
• Combiner GQL et SQL

Prérequis

• Un projet Google Cloud associé à un compte de facturation.
• Un navigateur (Chrome ou Firefox, par exemple).

2. Préparation

Remarque:Vous pouvez ignorer cette étape si vous disposez déjà d'un projet GCP avec la facturation activée.

Créer un projet GCP

Connectez-vous à la console Google Cloud, puis créez un projet ou réutilisez un projet existant. Si vous n'avez pas encore de compte Gmail ou Google Workspace, vous devez en créer un.

• Le nom du projet est le nom à afficher pour les participants au projet. Il s'agit d'une chaîne de caractères non utilisée par les API Google. Vous pourrez toujours le modifier.
• L'ID du projet est unique parmi tous les projets Google Cloud et non modifiable une fois défini. La console Cloud génère automatiquement une chaîne unique (en général, vous n'y accordez d'importance particulière). Dans la plupart des ateliers de programmation, vous devrez indiquer l'ID de votre projet (généralement identifié par PROJECT_ID). Si l'ID généré ne vous convient pas, vous pouvez en générer un autre de manière aléatoire. Vous pouvez également en spécifier un et voir s'il est disponible. Après cette étape, l'ID n'est plus modifiable et restera donc le même pour toute la durée du projet.
• Pour information, il existe une troisième valeur (le numéro de projet) que certaines API utilisent. Pour en savoir plus sur ces trois valeurs, consultez la documentation.

Attention : Un ID de projet est unique. Une fois que vous l'avez choisi, personne d'autre ne peut l'employer. Vous en êtes le seul utilisateur. Même si un projet est supprimé, son ID ne peut pas être réutilisé.

Remarque : Si vous utilisez un compte Gmail, vous pouvez conserver l'emplacement par défaut défini sur Aucune organisation. Si vous utilisez un compte Google Workspace, choisissez un emplacement qui ait du sens pour votre organisation.

Configuration de facturation

Ensuite, suivez le guide de l'utilisateur pour gérer la facturation et activez la facturation dans la console Cloud. Les nouveaux utilisateurs de Google Cloud peuvent participer au programme d'essai sans frais pour bénéficier d'un crédit de 300$. Pour éviter que des frais ne vous soient facturés après ce tutoriel, vous pouvez arrêter l'instance Spanner à la fin de l'atelier de programmation en suivant l'étape 9 "Effectuer un nettoyage".

Démarrer Cloud Shell

Bien que Google Cloud puisse être utilisé à distance depuis votre ordinateur portable, nous allons nous servir de Google Cloud Shell pour cet atelier de programmation, un environnement de ligne de commande exécuté dans le cloud.

Dans la console Google Cloud, cliquez sur l'icône Cloud Shell dans la barre d'outils supérieure :

Le provisionnement et la connexion à l'environnement prennent quelques instants seulement. Une fois l'opération terminée, le résultat devrait ressembler à ceci :

Cette machine virtuelle contient tous les outils de développement nécessaires. Elle comprend un répertoire d'accueil persistant de 5 Go et s'exécute sur Google Cloud, ce qui améliore nettement les performances du réseau et l'authentification. Vous pouvez effectuer toutes les tâches de cet atelier de programmation dans un navigateur. Vous n'avez rien à installer.

3. Créer une instance Spanner

Remarque:Vous pouvez ignorer cette étape si vous disposez déjà d'une instance Spanner à des fins de test dans votre projet. Pour le vérifier, accédez à ce lien de la console.

Dans Spanner, une instance est un cluster de ressources de calcul et de stockage qui héberge une ou plusieurs bases de données Spanner. Vous aurez besoin d'au moins une instance pour héberger une base de données Spanner pour cet atelier de programmation.

Vérifier la version du SDK gcloud

Avant de créer une instance, assurez-vous que le SDK gcloud dans Google Cloud Shell a été mis à jour vers la version requise (SDK gcloud 493.0.0). Pour connaître la version du SDK gcloud, exécutez la commande ci-dessous.

$ gcloud version | grep Google

Voici un exemple de résultat:

Google Cloud SDK 489.0.0

Si la version que vous utilisez est antérieure à la version requise 493.0.0 (489.0.0 dans l'exemple précédent), vous devez mettre à niveau votre SDK Google Cloud en exécutant la commande suivante:

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

Remarque:Pour des raisons de sécurité, la commande précédente liste de manière exhaustive les paquets à mettre à niveau.

Activer l'API Spanner

Dans Cloud Shell, assurez-vous que l'ID de votre projet est configuré. Utilisez la première commande ci-dessous pour trouver l'ID de projet actuellement configuré. Si le résultat n'est pas celui attendu, la deuxième commande ci-dessous définit le bon.

gcloud config get-value project

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

Configurez votre région par défaut sur us-central1. Vous pouvez remplacer cette région par une autre compatible avec les configurations régionales de Spanner.

gcloud config set compute/region us-central1

Activez l'API Spanner:

gcloud services enable spanner.googleapis.com

Créer l'instance Spanner

Dans cette section, vous allez créer une instance en essai sans frais ou une instance provisionnée. Tout au long de cet atelier de programmation, l'ID d'instance de graphique Spanner utilisé est graph-demo, défini comme variable SPANNER_INSTANCE_ID à l'aide de la ligne de commande export. Vous pouvez éventuellement choisir votre propre nom d'ID d'instance.

Créer une instance Spanner en essai sans frais

Une instance d'essai sans frais de Spanner est disponible pendant 90 jours pour tous les utilisateurs disposant d'un compte Google et dont la facturation Cloud est activée dans leur projet. Des frais ne vous seront facturés que si vous choisissez de passer votre instance d'essai sans frais à une instance payante. Spanner Graph est compatible avec l'instance en essai sans frais. Si vous y êtes éligible, créez une instance d'essai sans frais en ouvrant Cloud Shell et en exécutant la commande suivante:

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"

Remarque:Cette commande utilise regional-us-central1 comme région. Vous pouvez sélectionner une autre région en fonction des configurations de région disponibles pour l'instance d'essai sans frais Spanner. Pour savoir comment créer une instance d'essai sans frais, consultez cette page.

Résultat de la commande :

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

Créer une instance Spanner provisionnée

Si vous n'êtes pas éligible à l'utilisation d'une instance d'essai sans frais, vous pouvez configurer une instance Spanner provisionnée de 1 nœud pour cet atelier de programmation. Spanner Graph est disponible dans les éditions Enterprise ou Enterprise Plus. Pour créer une instance dans l'édition Enterprise ou Enterprise Plus, ouvrez Cloud Shell et exécutez cette commande:

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

Remarque:Cette commande utilise regional-us-central1 comme région. Vous pouvez sélectionner une autre région en fonction des configurations de région disponibles pour l'instance Spanner.

Résultat de la commande :

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

4. Créer automatiquement la base de données Spanner

Remarque:Les instructions suivantes utilisent une commande gcloud pour configurer la base de données et renseigner les données. Si vous préférez suivre la procédure manuelle, passez à l'étape 5.

Vérifier la version du SDK gcloud

Avant de créer une base de données, assurez-vous que le SDK gcloud dans Google Cloud Shell a été mis à jour vers la version requise (SDK gcloud 484.0.0). Pour connaître la version du SDK gcloud, exécutez la commande ci-dessous.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Si la version est inférieure à la version requise 484.0.0 (par exemple, la sortie ci-dessus 483.0.0), vous devez effectuer la mise à niveau en copiant et en exécutant la commande ci-dessous.

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

Remarque:Pour des raisons de sécurité, la commande ci-dessus liste de manière exhaustive les packages à mettre à niveau.

Créer une instance et une base de données

Une fois votre instance en cours d'exécution, vous pouvez créer la base de données. Spanner permet de gérer plusieurs bases de données sur une seule instance.

C'est dans la base de données que vous définissez votre schéma. Vous pouvez également contrôler les utilisateurs ayant accès à la base de données, configurer le chiffrement personnalisé, configurer l'optimiseur et définir la période de conservation.

La base de données sera créée dans l'instance avec l'ID SPANNER_INSTANCE_ID de l'étape précédente.

Si vous n'avez pas encore configuré la variable SPANNER_INSTANCE_ID, utilisez la ligne de commande ci-dessous pour le faire.

export SPANNER_INSTANCE_ID={your_instance_id}

Utilisez l'outil de ligne de commande gcloud de Google Cloud Shell ci-dessous pour créer une base de données Spanner avec un schéma de graphique financier et un ensemble de données financiers préremplis.

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

Résultat de la commande :

$ 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.

Remarque:La création de la base de données peut prendre quelques instants.

CLI spanner samples

La commande gcloud spanner samples init finance-graph est un wrapper pour les actions suivantes:

• Création d'une base de données nommée "finance-graph-db" dans votre instance.
• Création d'un schéma de graphique financier dans la base de données. Le schéma contient des définitions de nœuds pour des entités telles que des comptes bancaires, des prêts, etc., et une définition d'arêtes pour les relations entre elles. Vous pourrez examiner le schéma de la base de données à l'étape 6.
• Insertion de plusieurs milliers de nœuds et d'arêtes de graphique dans la base de données.

Gérer les erreurs

Échec de l'insertion des données

Si l'outil se termine par un message d'erreur Failed to insert data for the graph database, vous pouvez suivre la page facultative Étape 5) pour créer manuellement une base de données, puis insérer des données.

Étape suivante

Si la création automatique de la base de données a réussi, vous pouvez ignorer la section facultative suivante et passer directement à la section "Explorer le schéma du graphique" (étape 6).

5. (Facultatif) Créer manuellement une base de données Spanner

Remarque:Si vous avez déjà utilisé gcloud spanner samples pour créer une base de données finance-graph-db à l'étape précédente, vous pouvez ignorer cette étape.

Une fois votre instance en cours d'exécution, vous pouvez créer la base de données manuellement.

C'est dans la base de données que vous définissez votre schéma. Vous pouvez également contrôler les utilisateurs ayant accès à la base de données, configurer le chiffrement personnalisé, configurer l'optimiseur et définir la période de conservation.

La base de données sera créée dans l'instance avec l'ID SPANNER_INSTANCE_ID lors des étapes précédentes.

Si vous n'avez pas encore configuré la variable SPANNER_INSTANCE_ID, utilisez la ligne de commande ci-dessous pour le faire.

export SPANNER_INSTANCE_ID={your_instance_id}

Pour créer une base de données, utilisez l'outil de ligne de commande gcloud:

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

Résultat de la commande :

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

Créer le schéma avec un graphique

Pour configurer le schéma, accédez à Spanner Studio et utilisez l'éditeur:

Pour le schéma, copiez et collez le script DDL ci-dessous dans l'éditeur Spanner Studio.

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
  );

Remarque:Chaque instruction CREATE est exécutée de manière séquentielle. L'opération peut donc prendre quelques instants.

Cliquez ensuite sur le bouton RUN et attendez quelques secondes que votre schéma soit créé.

Vous vous demandez peut-être la signification de chaque instruction CREATE, en particulier celle de l'instruction CREATE PROPERTY GRAPH. Nous allons inspecter le schéma à l'étape 6.

Charger les données

Vous allez maintenant insérer des données de graphiques financiers dans votre base de données.

Spanner Graph crée des graphiques à partir de tables d'entrée. Les données du graphique sont donc basées sur celles des tables d'entrée, sans duplication de données. De même, les modifications apportées aux données dans les tableaux d'entrée sont automatiquement répercutées dans le modèle de graphique. Cela évite d'avoir recours à un ETL complexe pour la synchronisation avec d'autres sources de données.

Vous pouvez utiliser vos instructions SQL INSERT habituelles pour insérer des données dans les tables d'entrée.

Ouvrez un nouvel onglet dans Spanner Studio, puis copiez et collez les instructions d'insertion suivantes, puis cliquez sur le bouton RUN. Les instructions INSERT insèrent des milliers de nœuds et d'arêtes dans votre base de données. Compte tenu du volume de texte, la copie peut prendre quelques secondes.

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.");

Résumé

À cette étape, vous avez créé la base de données Spanner avec un schéma de graphique et des données de graphique préremplies.

Étape suivante

Vous allez ensuite explorer le schéma du graphique.

6. Explorer le schéma du graphique

Afficher le schéma du graphique

Dans Cloud Console, accédez à l'instance Spanner, puis cliquez sur la base de données finance-graph-db. Sur cette page de vue d'ensemble, cliquez sur le bouton "Afficher les instructions LDD équivalentes" (en bas de la page) pour afficher le schéma de la base de données.

Lorsque vous inspectez le schéma, vous voyez d'abord un certain nombre de tables relationnelles avec des instructions CREATE TABLE, également capturées dans la capture d'écran ci-dessous:

• Table Account, qui contient des données sur les comptes bancaires
• Tableau AccountAudits, qui suit les audits des comptes bancaires
• Table AccountRepayLoan, qui suit les remboursements de prêts effectués à partir de comptes bancaires
• Tableau AccountTransferAccount, qui suit les virements d'argent entre des comptes bancaires.
• Table Loan, qui contient des données sur les prêts des clients
• Table Person, qui contient des données sur les clients bancaires modélisés en tant que personnes
• Tableau PersonOwnAccount, qui suit les relations entre les personnes propriétaires de comptes bancaires

Faites défiler le script LDD du schéma, et vous verrez l'instruction CREATE PROPERTY GRAPH FinGraph dans laquelle nous définissons le schéma de graphique basé sur les tables SQL ci-dessus. Nous expliquerons le schéma de graphique dans la section suivante.

Comprendre le schéma du graphique

Spanner Graph vous permet de créer un graphique à partir de tables à l'aide de l'instruction CREATE PROPERTY GRAPH. Les tables utilisées pour créer des graphiques sont appelées "tables d'entrée". Aucune duplication de données n'est effectuée lors de la création d'un graphique.

Spanner Graph est compatible avec le modèle de données de graphique de propriétés avec des nœuds et des arêtes annotés avec des libellés et des propriétés. Dans ce schéma de graphique financier, nous avons créé trois types de nœuds et trois types d'arêtes en fonction des tables d'entrée relationnelles définies précédemment.

Nœuds

Nous définissons trois types de nœuds en fonction de trois tables d'entrée:

1. Nœud Person, basé sur la table Person
2. Nœud Account, basé sur la table "Account" (Compte)
3. Nœud Loan, basé sur la table "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)
  )
 ...

Chaque ligne des tables de nœuds correspond à un nœud dans le modèle de graphique. Chaque nœud est représenté par un libellé tel que Account et Person. Vous utiliserez des libellés pour interroger les types de nœuds sur la page suivante.

Par défaut, toutes les colonnes présentes dans la table d'entrée au moment de la création du graphique sont incluses en tant que propriétés de nœud. Par exemple, les colonnes id, create_time, is_blocked et type de la table Account sont des propriétés du nœud Account. Toutefois, vous pouvez exclure des colonnes du modèle de graphique à l'aide de la syntaxe ALL COLUMNS EXCEPT, comme expliqué ici.

Remarque :

Dans le schéma créé manuellement à l'étape 5), les entrées de la table de nœuds ne consistent qu'en noms de table (par exemple, Account, Node).

En comparaison, le schéma LDD du graphique de la page "Vue d'ensemble de la base de données" est développé pour inclure LABEL, KEY et PROPERTIES pour les définitions de nœuds et d'arêtes.

Les deux représentations sont sémantiquement équivalentes. La définition développée permet de mieux comprendre le schéma complet.

Bords

Nous définissons trois types d'arêtes entre les nœuds:

1. Arête AccountRepayLoan, basée sur la table AccountRepayLoan, reliant le nœud Account au nœud Loan.
2. Arête AccountTransferAccount, basée sur la table AccountTransferAccount, reliant le nœud Account à un autre nœud Account.
3. Arête PersonOwnAccount, basée sur la table PersonOwnAccount, reliant le nœud Person au nœud Account.

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)
  );

Pour mapper une table sur des arêtes, vous devez définir les clés source et de destination. Ces clés établissent la relation entre l'arête et les nœuds source et de destination.

Par exemple, chaque arête PersonOwnAccount connecte un nœud Person (source) à un nœud Account (destination).

• Le nœud SOURCE d'une arête est un nœud Person dont le id est identique à celui de l'arête id.
• Le nœud DESTINATION d'une arête est un nœud Account dont le id est identique à celui de l'arête account_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)

Chaque arête est associée à un libellé tel que Repays et Owns, qui représente le type d'arête. Comme pour les nœuds de graphique, toutes les colonnes de la table d'entrée sont incluses en tant que propriétés d'arête par défaut.

En savoir plus sur le schéma

Pour en savoir plus sur les concepts généraux des schémas de graphiques, tels que l'étiquette, les propriétés et la relation avec les tables d'entrée, cliquez ici.

Pour en savoir plus sur la définition d'un nœud et d'une arête, consultez les articles correspondants.

Résumé

À cette étape, vous avez compris les tables d'entrée, ainsi que les types de nœuds et d'arêtes du schéma de graphique financier.

Étape suivante

Vous allez ensuite exécuter des requêtes sur des scénarios financiers pour découvrir le potentiel des données graphiques.

7. Interroger le graphique à l'aide de GQL

Qu'est-ce que le balayage de requêtes de graphique en GQL ?

Les données du graphique sont représentées par des nœuds reliés par des arêtes. Une requête de graphique parcourt ces connexions, passant d'un nœud à l'autre en fonction des critères spécifiés. Dans une requête de graphique, un "saut" fait référence au passage d'un nœud à un autre via une arête de connexion. Il représente une seule étape du processus de traversée.

Par exemple, dans l'exploration du graphique ci-dessous, il existe deux sauts entre Person (Bob), Account (18) et Loan (27).

Exécuter des requêtes dans Spanner Studio

À cette étape, vous allez exécuter plusieurs requêtes GQL pour comprendre comment la sémantique des requêtes de graphique permet d'analyser les données de graphiques financiers.

Pour chaque requête, vous pouvez créer un éditeur, par exemple "Éditeur 1", dans Spanner Studio pour l'exécuter.

Requête 1 : Correspondance de base entre les nœuds et les arêtes

Vous pouvez exécuter la requête ci-dessous pour partir d'un nœud de personne nommé Jacoby, trouver les comptes appartenant à cette personne, puis découvrir les prêts remboursés par le compte. Il s'agit d'un balayage de requête de graphique en deux sauts:

• 1er saut: du nœud Person au nœud Account via le bord Owns
• 2e saut: du nœud Account au nœud Loan via le bord Repays

La mise en correspondance des types de nœuds et d'arêtes est basée sur leurs libellés, comme les parties :Person, :Owns et :Account dans la requête ci-dessous.

Le résultat renvoie l'ID de compte, les informations de remboursement et les informations sur le prêt, triées par date de remboursement du prêt.

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;

Remarque:Si vous examinez rapidement l'étape 5 (Explorer le schéma de graphique), vous constaterez qu'un LABEL est associé à chaque nœud et à chaque arête définis dans le schéma.

Pour en savoir plus sur la façon dont la syntaxe des requêtes correspond aux nœuds et aux arêtes dans leurs liens respectifs, consultez la page correspondante.

Le schéma ci-dessous permet de visualiser comment la requête peut récupérer tous les comptes appartenant à Jacoby qui ont remboursé un prêt. (Le résultat de la requête peut différer de ce que suggère le diagramme.)

L'exécution de la requête dans l'éditeur devrait renvoyer des résultats comme ceux ci-dessous. Le résultat indique que "Jacoby" ne possède qu'un seul compte (ID 569) et un seul prêt (ID 110), mais qu'il existe plusieurs remboursements entre eux.

Requête 2 : Parcours quantifié et éléments de graphique renvoyés

La requête suivante fait correspondre tous les transferts d'argent de compte à partir d'un compte source avec id=75 entre 3 et 6 sauts, pour atteindre un compte de destination avec id=199. La syntaxe {3,6} permet de représenter un parcours de 3 à 6 sauts quantifié entre src_accnt et dst_accnt.

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;

Visuellement, vous pouvez envisager la traversée de bord quantifiée comme suit: elle commence à partir d'un nœud src_account et récupère tous les chemins de transfert de compte possibles entre 3 et 6 sauts pour atteindre dst_account.

Le chemin mis en surbrillance en bas, par exemple, est une requête à six sauts.

L'exécution de cette requête devrait produire les résultats suivants:

Remarque:Pour en savoir plus sur le modèle de bord quantifié, cliquez ici.

Les éléments du graphique peuvent être renvoyés au format JSON à l'aide de la fonction TO_JSON, comme les arêtes transfers sont renvoyées ci-dessus. Les objets JSON renvoyés pour le nœud et l'arête incluent leurs identifier, properties et labels. De plus, les objets JSON renvoyés pour les arêtes incluront également source_node_identifier et destination_node_identifier.

Dans cette requête, le résultat renvoie le nombre de sauts de bord de transfert et les bords de transfert dans chaque chemin correspondant au format JSON avec TO_JSON(transfer) AS transfer_edges.

Le transfer_edges renvoyé est un objet tableau JSON. Il s'agit d'un type de tableau JSON, car il peut y avoir plusieurs arêtes de transfert dans chaque chemin correspondant entre le compte source et le compte de destination.

Chaque élément du tableau est une arête, contenant labels, source_node_identifier et destination_node_identifier de nœuds connectés, ainsi que des données properties d'arête telles que amount et 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": "..."
  }
]

Remarque:L'identifiant de l'élément de graphique JSON est opaque, n'a aucune signification sémantique et est lié à un seul champ d'exécution de requête. Il ne peut pas être réutilisé dans les requêtes ultérieures.

Requête 3 : Recherche du chemin le plus court

La requête 2 trouve les trois chemins de src_accnt et dst_accnt dans la plage de sauts spécifiée. Chaque chemin se compose d'un nombre distinct de sauts, à savoir quatre, cinq et six.

Si vous souhaitez trouver le chemin le plus court entre ces deux nœuds, vous pouvez le modifier en utilisant le préfixe de recherche de chemin MATCH ANY SHORTEST. La requête ci-dessous trouve le plus court chemin entre ces deux comptes en 3 à 6 sauts.

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;

En comparant les résultats des deux requêtes, vous constaterez que la requête 2 renvoie les trois chemins possibles, tandis que la requête 3 (cette requête) ne renvoie qu'un seul résultat, qui est le chemin le plus court de quatre sauts.

L'exécution de la requête devrait donner le résultat suivant.

Requête 4 : Requêtes de graphique enchaînées par composition linéaire

Vous pouvez identifier des relations plus complexes en utilisant le mot clé NEXT pour enchaîner des blocs de requêtes de graphique.

Dans la requête ci-dessous, vous souhaitez comprendre le flux d'argent des comptes client afin de rechercher des entrées ou des sorties importantes suspectes dans le cadre des exigences d'analyse de conformité.

Pour ce faire, vous devez d'abord trouver tous les comptes bancaires appartenant à "Bisla" dans le premier bloc de requête avec MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).

Dans le deuxième bloc après NEXT, vous calculez le montant total des transferts vers chaque compte depuis le 1er janvier 2020.

Ensuite, appliquez la même logique aux montants sortants dans la troisième requête de bloc. Enfin, vous calculez le ratio entre les montants des entrées et des sorties pour chaque compte du dernier bloc.

Pour les résultats intermédiaires de la requête auxquels vous devez accéder après le mot clé NEXT, vous devez les renvoyer à la fin du bloc précédent. Par exemple, le accnt correspondant est renvoyé dans le premier bloc afin que le deuxième bloc puisse interroger les transferts entrants vers ces comptes.

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;

Le schéma ci-dessous illustre le parcours de la requête.

L'exécution de la requête devrait renvoyer le résultat suivant:

Explorer d'autres requêtes de graphique

Vous trouverez un certain nombre d'exemples de requêtes de graphique compatibles avec le schéma de cet atelier de programmation dans le guide de l'utilisateur.

Pour découvrir la syntaxe des requêtes de graphiques, consultez les références du langage de requêtes de graphiques GoogleSQL.

Résumé

Dans cette étape, vous avez exécuté de nombreuses requêtes de graphes GQL et compris leur sémantique.

Étape suivante

Vous allez ensuite exécuter des requêtes combinant GQL et SQL.

8. Interroger le graphique et les tableaux ensemble

Exécuter des requêtes dans Spanner Studio

À cette étape, vous allez exécuter des requêtes de graphique qui interagissent avec des tables SQL pour connecter le modèle de graphique de Spanner à son modèle relationnel.

Pour chaque requête, vous pouvez créer un éditeur dans Spanner Studio pour l'exécuter.

Exécuter une requête interopérable SQL

Dans Spanner Graph, SQL et GQL sont entièrement interopérables. Vous combinez GQL et SQL à l'aide de l'opérateur GRAPH_TABLE. Dans l'opérateur, vous pouvez écrire du code GQL comme dans la section précédente. Vous pouvez ensuite rattacher les résultats à la partie de la requête SQL via l'instruction RETURN.

Par exemple, vous pouvez combiner GQL et SQL pour trouver des informations d'audit sur les comptes ayant reçu des virements électroniques d'un compte suspect.

En examinant la requête suivante, la requête GQL de l'opérateur GRAPH_TABLE parcourt un ou deux sauts à partir d'un compte suspect via l'arête Transfers, puis renvoie les ID distincts des comptes atteints. La requête est ensuite jointe à la table AccountAudits pour trouver les informations d'audit de ces comptes.

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

L'exécution de la requête renvoie des résultats semblables à ceux ci-dessous.

Pour en savoir plus sur l'opérateur GRAPH_TABLE permettant de combiner des requêtes de graphique et de SQL, consultez le guide de l'utilisateur.

Étape suivante

Vous pouvez ensuite nettoyer l'atelier de programmation.

9. Nettoyer (facultatif)

Pour effectuer un nettoyage, accédez simplement à la section Spanner de Cloud Console et supprimez l'instance graph-demo que nous avons créée dans l'atelier de programmation.

10. Félicitations !

Félicitations, vous avez créé un schéma de graphique et exécuté des requêtes de graphique avec Spanner Graph.

Les requêtes SQL traditionnelles ne suffisent pas à identifier les connexions dans des données de plus en plus complexes, avec des réseaux de relations complexes. Spanner Graph fournit un modèle de données de graphique critique avec une syntaxe de requête de graphique puissante, une capacité pratiquement illimitée et une disponibilité de 99,999 %.

Maintenant que vous connaissez mieux les concepts de Spanner Graph, essayez votre schéma et vos données dès aujourd'hui.

Étape suivante

Pour en savoir plus sur Spanner Graph, consultez notre guide de l'utilisateur.