1. Introduction
Spanner Graph combine des fonctionnalités de base de données de graphes sur mesure avec Spanner, la base de données Google Cloud toujours activée, cohérente à l'échelle mondiale et évolutive pratiquement illimitée.
Spanner Graph est compatible avec une interface de requête de graphe compatible avec les normes ISO GQL (Graph Query Language). Grâce à l'interopérabilité entre les modèles relationnels et graphiques, vous pouvez combiner les capacités SQL bien établies avec l'expressivité de la correspondance de modèles de graphe de GQL. Les tables peuvent être mappées à des graphiques à l'aide d'un schéma déclaratif sans migration de données, ce qui permet d'afficher les graphiques dans des ensembles de données tabulaires. Cela vous permet de lier tardivement (c'est-à-dire de reporter) les choix du modèle de données et d'utiliser le meilleur langage de requête pour chaque tâche à effectuer.
Dans cet atelier, vous allez apprendre à configurer une base de données Spanner Graph à l'aide d'un ensemble de données prérempli, à interroger le graphique à l'aide de GQL, et à accéder à la fois aux graphiques et aux données relationnelles en combinant GQL et SQL.
Ce que vous allez faire
Au cours de cet atelier, vous allez:
- Créer une instance Spanner
- Configurez une base de données avec un schéma de graphique financier et des ensembles de données préremplis.
- Émettez des requêtes GQL et combinez GQL et SQL.
Points abordés
- Configurer une instance Spanner
- Utiliser la commande
gcloud spanner samples init finance-graph
pour configurer un exemple de base de données Spanner Graph - Afficher le schéma de graphique sur la page de présentation de la base de données
- Écrire des requêtes de chemins d'accès à plusieurs sauts à l'aide de GQL
- Rédiger des requêtes plus complexes avec GQL
- Découvrez comment combiner GQL et SQL.
Prérequis
2. Préparation
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.
Configuration de facturation
Vous devez ensuite suivre le guide de l'utilisateur relatif à la gestion de la facturation et activer 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 au-delà de ce tutoriel, vous pouvez arrêter l'instance Spanner à la fin de l'atelier de programmation en suivant l'étape 9 du 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
Dans Spanner, une instance est un cluster de ressources de calcul et de stockage qui héberge une ou plusieurs bases de données Spanner. Pour cet atelier de programmation, vous aurez besoin d'au moins une instance afin d'héberger une base de données Spanner.
Activer l'API Spanner
Dans Cloud Shell, assurez-vous que votre ID de projet est configuré. Utilisez la première commande ci-dessous pour trouver l'ID du projet actuellement configuré. Si le résultat n'est pas attendu, la deuxième commande ci-dessous définit la bonne.
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
Configurez votre région par défaut sur us-central1
. N'hésitez pas à la remplacer par une autre région compatible avec les configurations régionales 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 Spanner Graph utilisé est graph-demo
, défini en tant que variable SPANNER_INSTANCE_ID
via la ligne de commande export
. Vous pouvez éventuellement choisir le nom de votre propre ID d'instance.
Créer une instance Spanner en essai sans frais
Une instance en essai sans frais de 90 jours de Spanner est disponible pour tout utilisateur disposant d'un compte Google et pour lequel Cloud Billing est activé dans son projet. Vous n'êtes pas facturé, sauf si vous choisissez de mettre à niveau votre instance en essai sans frais vers une instance payante. Si vous êtes éligible, créez une instance en essai sans frais en ouvrant Cloud Shell et exécutez 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"
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 choisissez de ne pas utiliser d'instance en essai sans frais, vous pouvez configurer une instance Spanner provisionnée d'un nœud pour cet atelier de programmation. Pour ce faire, ouvrez Cloud Shell et exécutez 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 \
--description="Spanner Graph demo" \
--nodes=1
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
Vérifier la version du SDK gcloud
Avant de créer une base de données, assurez-vous que le SDK gcloud de Google Cloud Shell a été mis à jour vers la version requise : gcloud SDK 484.0.0. Pour connaître la version de votre SDK gcloud, exécutez la commande ci-dessous.
$ gcloud version | grep Google Google Cloud SDK 483.0.0
Si la version est antérieure à la version 484.0.0 requise (par exemple, la sortie 483.0.0 ci-dessus), 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
Création de l'instance et de la base de données...
Une fois votre instance en cours d'exécution, vous pouvez créer la base de données. Spanner permet d'utiliser plusieurs bases de données sur une même instance.
C'est dans la base de données que vous définissez votre schéma. Vous pouvez également contrôler qui a accès à la base de données, mettre en place un chiffrement personnalisé, configurer l'optimiseur et définir la durée de conservation.
La base de données sera créée dans l'instance portant 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.
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 financier prérempli.
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.
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 graphe financier dans la base de données Le schéma contient des définitions de nœuds pour des entités telles que des comptes bancaires, des prêts, etc., ainsi que des définitions de nœuds pour les relations entre ces entités. 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 affiche le message d'erreur Failed to insert data for the graph database
, vous pouvez suivre la page facultative de l'étape 5 pour créer manuellement une base de données, puis insérer des données.
Étape suivante
Si la base de données a bien été créée automatiquement, vous pouvez ignorer la section facultative suivante et passer directement à "Explorer le schéma du graphique". (Étape 6).
5. (Facultatif) Créer une base de données Spanner manuellement
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 qui a accès à la base de données, mettre en place un chiffrement personnalisé, configurer l'optimiseur et définir la durée 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.
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 graphe
Pour configurer le schéma, accédez à Spanner Studio et utilisez l'éditeur:
Pour le schéma, copiez et collez le LDD ci-dessous dans l'éditeur Studio de Spanner.
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
);
Ensuite, cliquez 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 inspecterons le schéma à l'étape 6).
Charger les données
Vous allez maintenant insérer des données du graphe financier 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 dupliquer les données. De même, les modifications de données dans les tables d'entrée sont automatiquement reflétées dans le modèle graphique. Cela évite des opérations ETL complexes pour la synchronisation avec d'autres sources de données.
Vous pouvez utiliser vos instructions SQL INSERT
familières pour insérer des données dans les tables d'entrée.
Ouvrez un nouvel onglet dans Spanner Studio, 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 account"),(72,"2020-09-25 17:42:44.351",false,"retirement account"),(73,"2020-09-25 20:02:14.781",false,"debit card"),(74,"2020-09-26 02:11:28.268",false,"credit card"),(75,"2020-09-26 15:16:16.604",false,"escrow account"),(76,"2020-09-26 23:27:19.193",false,"debit card"),(77,"2020-09-28 19:51:20.008",false,"certificate of deposit"),(78,"2020-09-29 00:13:01.697",false,"certificate of deposit"),(79,"2020-09-30 17:41:16.516",false,"trust account"),(80,"2020-10-03 19:42:27.803",false,"debit card"),(81,"2020-10-04 22:54:00.124",false,"debit card"),(82,"2020-10-06 12:22:20.764",false,"brokerage account"),(83,"2020-10-06 14:35:38.915",false,"merchant account"),(84,"2020-10-06 20:32:54.987",true,"trust account"),(85,"2020-10-09 11:11:21.638",false,"retirement account"),(86,"2020-10-15 16:05:12.846",false,"foreign currency"),(87,"2020-10-15 20:43:04.559",false,"certificate of deposit"),(88,"2020-10-22 05:03:40.496",false,"merchant account"),(89,"2020-10-22 23:54:54.151",false,"certificate of 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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
Au cours de cette étape, vous avez créé la base de données Spanner avec un schéma de graphe et des données de graphe préremplies.
Étape suivante
Vous allez maintenant explorer le schéma du graphe
6. Explorer le schéma du graphe
Afficher le schéma du graphique
Dans la console Cloud, accédez à l'instance Spanner, puis cliquez sur la base de données finance-graph-db
. Dans cette page de présentation, cliquez sur "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 verrez d'abord un certain nombre de tables relationnelles avec des instructions CREATE TABLE
, également capturées dans la capture d'écran ci-dessous:
- Le tableau
Account
, qui contient des données sur les comptes bancaires - Table
AccountAudits
pour suivre les audits des comptes bancaires - Table
AccountRepayLoan
, qui suit les remboursements de prêts effectués par des comptes bancaires. - Table
AccountTransferAccount
, qui suit les transferts d'argent entre comptes bancaires. - Table
Loan
, qui contient des données sur les prêts clients - La table
Person
, qui contient des données sur les clients bancaires modélisés en tant que personnes - La table
PersonOwnAccount
, qui suit la relation entre les titulaires de comptes bancaires
Faites défiler le LDD du schéma. Vous verrez l'instruction CREATE PROPERTY GRAPH FinGraph
, dans laquelle nous définissons le schéma du graphique en fonction des tables SQL ci-dessus. Nous expliquerons le schéma du graphe 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. Il n'y a pas de duplication des données lorsque vous créez un graphique.
Spanner Graph est compatible avec le modèle de données de graphe de propriétés avec des nœuds et des arêtes annotés avec des étiquettes et des propriétés. Dans ce schéma de graphe financier, nous avons créé trois types de nœuds et trois types d'arêtes basés sur les tables d'entrée relationnelles définies précédemment.
Nœuds
Nous définissons 3 types de nœuds basés sur 3 tables d'entrée:
- Nœud
Person
, d'après la table "Person" (Personne) Account
nœud, d'après le tableau des comptes- Nœud
Loan
, d'après la table de prêt
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 du modèle de graphe. Chaque nœud possède une étiquette, telle que Account
et Person
, qui représente le nœud. Sur la page suivante, vous utiliserez des étiquettes pour interroger les types de nœuds.
Par défaut, toutes les colonnes de 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 graphe à l'aide de la syntaxe ALL COLUMNS EXCEPT
, qui est expliquée ici.
Bords
Nous définissons trois types d'arêtes entre les nœuds:
- Périphérique
AccountRepayLoan
, basé sur la tableAccountRepayLoan
, connectant le nœudAccount
au nœudLoan
. - Périphérique
AccountTransferAccount
, basé sur la tableAccountTransferAccount
, connectant le nœudAccount
à un autre nœudAccount
. - Périphérique
PersonOwnAccount
, basé sur la tablePersonOwnAccount
, connectant le nœudPerson
au nœudAccount
.
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 à des arêtes, vous devez définir les clés source et de destination. Ces clés établissent la relation entre le périphérique et les nœuds source et de destination.
Par exemple, chaque arête PersonOwnAccount
connecte un Person
(source) à un nœud Account
(destination).
- Le nœud
SOURCE
d'un périphérique est un nœudPerson
dont la valeurid
est identique à celle du nœud de périphérieid
. - Le nœud
DESTINATION
d'un périphérique est un nœudAccount
dont leid
est identique au nœud de périphérieaccount_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 possède une étiquette telle que Repays
et Owns
, qui représentent le type d'arête. Comme pour les nœuds de graphe, toutes les colonnes de la table d'entrée sont incluses en tant que propriétés de périphérie par défaut.
En savoir plus sur le schéma
Pour en savoir plus sur les concepts généraux des schémas de graphiques, tels que les étiquettes, les propriétés et les relations avec les tables d'entrée, cliquez ici.
Pour en savoir plus, consultez les articles sur la définition d'un nœud et sur la définition d'une périphérie.
Résumé
Au cours de cette étape, vous avez compris les tables d'entrée, ainsi que les types de nœuds et de périphéries du schéma du graphique financier.
Étape suivante
Ensuite, vous exécuterez des requêtes de scénarios financiers afin de découvrir le potentiel des données graphiques.
7. Interroger le graphique à l'aide de GQL
Qu'est-ce que le balayage de graphe dans GQL ?
Les données du graphe sont représentées par des nœuds connectés par des arêtes. Une requête de graphe 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 le long d'une arête de connexion. Il représente une seule étape du processus de balayage.
Par exemple, dans le balayage de graphe ci-dessous, il y a deux sauts entre "Personne" (Bob
), "Compte" (18
) et "Prêt" (27
).
Exécuter des requêtes dans Spanner Studio
Au cours de cette étape, vous allez exécuter plusieurs requêtes GQL pour comprendre comment la sémantique des requêtes de graphe permet d'analyser les données du graphe financier.
Pour chaque requête, vous pouvez créer un éditeur tel que "Éditeur 1" dans Spanner Studio.
Requête 1 – Mise en correspondance de base des nœuds et des modèles de périphérie
Vous pouvez exécuter la requête ci-dessous pour passer d'un nœud de personne nommé "Jacoby", rechercher les comptes appartenant à la personne, puis découvrir les prêts remboursés par le compte. Il s'agit d'un balayage de requête graphique à deux sauts:
- 1er saut: nœud
Person
vers nœudAccount
via le périphériqueOwns
- 2e saut: nœud
Account
vers nœudLoan
via le périphériqueRepays
La façon dont nous mettons en correspondance les types de nœuds et d'arêtes est basée sur leurs étiquettes, telles que les parties :Person
, :Owns
et :Account
dans la requête ci-dessous.
Le résultat renvoie l'ID du compte, les informations sur le remboursement et les informations sur le prêt, classés par date de remboursement
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;
Le diagramme ci-dessous permet de visualiser comment la requête peut extraire tous les comptes appartenant à "Jacoby". ayant remboursé des prêts. (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 tels que ceux ci-dessous. Le résultat indique
que « Jacoby » ne dispose que d'un compte (ID 569
) et d'un prêt (ID 110
), mais plusieurs remboursements sont effectués entre eux.
Requête 2 : traversée de chemin quantifiée et renvoi des éléments du graphique
La requête suivante met en correspondance tous les transferts d'argent de compte à partir d'un compte source avec id=75
entre 3 et 6 sauts, afin d'atteindre un compte de destination avec id=199
. La syntaxe {3,6}
permet de représenter un traversée de chemin quantifiée de 3 à 6 sauts 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 considérer le balayage de bord quantifié comme ci-dessous: il 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
.
Par exemple, le chemin mis en surbrillance en bas de l'écran ci-dessous correspond à une requête à six sauts.
L'exécution de cette requête devrait générer les résultats suivants:
Les éléments du graphique peuvent être renvoyés au format JSON à l'aide de la fonction TO_JSON
, car les arêtes transfers
sont renvoyées ci-dessus. Les objets JSON renvoyés pour le nœud et l'arête incluent identifier
, properties
et labels
. De plus, les objets JSON renvoyés pour les arêtes incluent également source_node_identifier
et destination_node_identifier
.
Dans cette requête, le résultat renvoie le nombre de sauts de transfert périphérique et les arêtes de transfert dans chaque chemin correspondant au format JSON avec TO_JSON(transfer) AS transfer_edges
.
Le transfer_edges
renvoyé est un objet de tableau JSON. Il s'agit d'un tableau de type 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
de périphérie 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": "..."
}
]
Requête 3 – Recherche du chemin le plus court
La requête 2 recherche 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 chemin le plus court entre ces deux comptes dans la limite de 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 découvrirez que la requête 2 renvoie les trois chemins possibles, tandis que la requête 3 (cette requête) ne renvoie qu'un seul résultat, ce qui correspond au chemin le plus court de 4 sauts.
L'exécution de la requête doit générer le résultat suivant.
Requête 4 – Représenter graphiquement les requêtes enchaînées par une 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 pour rechercher des entrées ou sorties importantes suspectes dans le cadre d'une analyse de la 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)
.
Ensuite, dans le deuxième bloc après NEXT
, vous calculez le montant total des transferts dans chaque compte depuis le "01/01/2020".
Ensuite, appliquez la même logique pour les 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 de requête intermédiaires auxquels vous devez accéder après le mot clé NEXT
, vous devez les afficher à la fin du bloc précédent. Par exemple, le accnt
correspondant est renvoyé dans le premier bloc afin que le second bloc puisse interroger les transferts d'éléments entrants dans 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 diagramme ci-dessous illustre ce que la requête traverse.
L'exécution de la requête doit générer le résultat suivant:
Explorer d'autres requêtes de graphique
Vous trouverez plusieurs 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 graphiques, consultez les documentations de référence sur le langage de requête graphique GoogleSQL ici.
Résumé
Au cours de cette étape, vous avez exécuté de nombreuses requêtes de graphe GQL et compris leur sémantique.
Étape suivante
Vous allez maintenant exécuter des requêtes qui combinent GQL et SQL.
8. Interroger le graphique et les tableaux ensemble
Exécuter des requêtes dans Spanner Studio
Au cours de cette étape, vous allez exécuter des requêtes de graphe qui interagissent avec des tables SQL pour connecter le modèle de graphe de Spanner à son modèle relationnel.
Pour chaque requête, vous pouvez créer un éditeur dans Spanner Studio à exécuter.
Exécuter une requête SQL interopérable
Dans Spanner Graph, SQL et GQL sont entièrement interopérables. Vous pouvez combiner GQL et SQL à l'aide de l'opérateur GRAPH_TABLE
. Dans l'opérateur, vous pouvez écrire GQL comme dans la section précédente. Vous pouvez ensuite connecter les résultats à la partie de requête SQL via l'instruction RETURN
.
Par exemple, vous pouvez combiner GQL et SQL pour trouver les informations d'audit des comptes ayant reçu des virements électroniques en provenance d'un compte suspect.
Si l'on considère la requête suivante, la requête GQL de l'opérateur GRAPH_TABLE
traverse un ou deux sauts à partir d'un compte suspect via le périmètre Transfers
, puis renvoie les identifiants distincts des comptes atteints. La requête s'associe ensuite à la table AccountAudits
pour rechercher 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 produira des résultats comme ci-dessous.
Pour en savoir plus sur l'opérateur GRAPH_TABLE
permettant de combiner le graphique et la requête SQL, consultez le guide de l'utilisateur.
Étape suivante
Vous pouvez ensuite nettoyer l'atelier de programmation.
9. Nettoyage (facultatif)
Pour effectuer un nettoyage, il vous suffit d'accéder à la section Spanner de Cloud Console et de supprimer l'instance graph-demo
que nous avons créée dans l'atelier de programmation.
10. Félicitations !
Félicitations ! Vous avez créé un schéma de graphe et exécuté des requêtes de graphe avec Spanner Graph.
Les requêtes SQL traditionnelles ne suffisent pas à détecter des connexions dans des données qui sont devenues de plus en plus complexes avec des réseaux de relations complexes. Spanner Graph fournit un modèle de données graphique critique avec une syntaxe de requête de graphe puissante, une capacité presque illimitée et une disponibilité de 99,999 %.
Maintenant que vous maîtrisez les concepts de graphes Spanner, testez votre schéma et vos données dès aujourd'hui.
Étape suivante
Pour en savoir plus sur Spanner Graph, consultez notre guide de l'utilisateur.