Comienza a usar Spanner Graph

1. Introducción

Spanner Graph une las capacidades de la base de datos de grafos creada a medida con Spanner, la base de datos escalable, siempre activa, coherente a nivel global y prácticamente ilimitada de Google Cloud.

Spanner Graph admite una interfaz de consulta de gráficos compatible con los estándares ISO GQL (Graph Query Language). Con la interoperabilidad entre los modelos relacionales y de gráficos, puedes combinar las capacidades establecidas de SQL con la expresividad de la coincidencia de patrones de gráficos de GQL. Las tablas se pueden asignar a gráficos con un esquema declarativo sin migración de datos, lo que lleva los gráficos a conjuntos de datos tabulares. Con eso, puedes vincular de forma diferida (es decir, posponer) las opciones de modelos de datos y usar el mejor lenguaje de consulta para cada tarea que se realice.

En este lab, aprenderás a configurar una base de datos de Spanner Graph con un conjunto de datos prepropagado, a consultar el gráfico con GQL y a acceder a los datos gráficos y relacionales en conjunto combinando GQL y SQL.

Qué compilarás

Como parte de este lab, harás lo siguiente:

• Crea una instancia de Spanner.
• Configura una base de datos con un esquema de gráfico financiero y conjuntos de datos prepropagados.
• Emite consultas de GQL y combina GQL y SQL.

Qué aprenderás

• Cómo configurar una instancia de Spanner
• Cómo usar el comando gcloud spanner samples init finance-graph para configurar una base de datos de Spanner Graph de ejemplo
• Cómo ver el esquema de grafos en la página de descripción general de la base de datos
• Cómo escribir consultas de rutas de varios saltos con GQL
• Cómo escribir consultas más complejas con GQL
• Cómo combinar GQL y SQL

Requisitos

• Un proyecto de Google Cloud que está conectado a una cuenta de facturación
• Un navegador, como Chrome o Firefox.

2. Configuración y requisitos

Nota: Puedes omitir este paso si ya tienes un proyecto de GCP con la facturación habilitada.

Crea un proyecto de GCP

Accede a Google Cloud Console y crea un proyecto nuevo o reutiliza uno existente. Si aún no tienes una cuenta de Gmail o de Google Workspace, debes crear una.

• El Nombre del proyecto es el nombre visible de los participantes de este proyecto. Es una cadena de caracteres que no se utiliza en las APIs de Google. Puedes actualizarla cuando quieras.
• El ID del proyecto es único en todos los proyectos de Google Cloud y es inmutable (no se puede cambiar después de configurarlo). La consola de Cloud genera automáticamente una cadena única. Por lo general, no importa cuál sea. En la mayoría de los codelabs, deberás hacer referencia al ID de tu proyecto (suele identificarse como PROJECT_ID). Si no te gusta el ID que se generó, podrías generar otro aleatorio. También puedes probar uno propio y ver si está disponible. No se puede cambiar después de este paso y se usa el mismo durante todo el proyecto.
• Recuerda que hay un tercer valor, un número de proyecto, que usan algunas APIs. Obtén más información sobre estos tres valores en la documentación.

Precaución: El ID del proyecto es único a nivel global y no lo puede usar nadie más después de que lo hayas seleccionado. Eres el único usuario de ese ID. Incluso si se borra un proyecto, no se puede volver a usar el ID.

Nota: Si usas una cuenta de Gmail, puedes dejar la ubicación predeterminada como Sin organización. Si usas una cuenta de Google Workspace, elige una ubicación adecuada para tu organización.

Configuración de facturación

A continuación, deberás seguir la guía del usuario para administrar la facturación y habilitarla en la consola de Cloud. Los usuarios nuevos de Google Cloud son aptos para participar en el programa Prueba gratuita de USD 300. Para evitar que se te facture más allá de este instructivo, puedes cerrar la instancia de Spanner al final del codelab. Para ello, sigue las instrucciones de “Paso 9: Limpieza”.

Inicie Cloud Shell

Si bien Google Cloud y Spanner se pueden operar de manera remota desde tu laptop, en este codelab usarás Google Cloud Shell, un entorno de línea de comandos que se ejecuta en la nube.

En Google Cloud Console, haz clic en el ícono de Cloud Shell en la barra de herramientas en la parte superior derecha:

El aprovisionamiento y la conexión al entorno deberían tomar solo unos minutos. Cuando termine el proceso, debería ver algo como lo siguiente:

Esta máquina virtual está cargada con todas las herramientas de desarrollo que necesitarás. Ofrece un directorio principal persistente de 5 GB y se ejecuta en Google Cloud, lo que permite mejorar considerablemente el rendimiento de la red y la autenticación. Todo tu trabajo en este codelab se puede hacer en un navegador. No es necesario que instales nada.

3. Crear una instancia de Spanner

Nota: Puedes omitir este paso si ya tienes una instancia de Spanner para pruebas en tu proyecto. Para verificarlo, visita este vínculo de la consola.

En Spanner, una instancia es un clúster de recursos de procesamiento y almacenamiento que aloja una o más bases de datos de Spanner. Necesitarás al menos 1 instancia para alojar una base de datos de Spanner para este codelab.

Cómo verificar la versión del SDK de gcloud

Antes de crear una instancia, asegúrate de que el SDK de gcloud en Google Cloud Shell se haya actualizado a la versión requerida: SDK de gcloud 493.0.0. Para encontrar la versión del SDK de gcloud, sigue el siguiente comando.

$ gcloud version | grep Google

Este es un resultado de ejemplo:

Google Cloud SDK 489.0.0

Si la versión que usas es anterior a la versión requerida 493.0.0 (489.0.0 en el ejemplo anterior), debes actualizar el SDK de Google Cloud. Para ello, ejecuta el siguiente comando:

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

Nota: El comando anterior enumera de forma exhaustiva los paquetes que se actualizarán por motivos de seguridad.

Habilita la API de Spanner

En Cloud Shell, asegúrate de que el ID de tu proyecto esté configurado. Usa el primer comando que aparece a continuación para encontrar el ID del proyecto configurado actualmente. Si el resultado no es el esperado, el segundo comando que se indica a continuación establece el correcto.

gcloud config get-value project

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

Configura la región predeterminada como us-central1. No dudes en cambiarla a una región diferente compatible con las configuraciones regionales de Spanner.

gcloud config set compute/region us-central1

Habilita la API de Spanner:

gcloud services enable spanner.googleapis.com

Crea la instancia de Spanner

En esta sección, crearás una instancia de prueba gratuita o una instancia aprovisionada. A lo largo de este codelab, el ID de instancia de gráfico de Spanner que se usa es graph-demo, configurado como variable SPANNER_INSTANCE_ID con la línea de comandos export. De manera opcional, puedes elegir tu propio nombre de ID de instancia.

Crea una instancia de Spanner de prueba gratuita

Una instancia de prueba gratuita de Spanner de 90 días está disponible para cualquier persona que tenga una Cuenta de Google y que haya habilitado la Facturación de Cloud en su proyecto. No se te cobrará a menos que decidas actualizar tu instancia de prueba gratuita a una instancia pagada. Spanner Graph es compatible con la instancia de prueba gratuita. Si cumples con los requisitos, abre Cloud Shell y ejecuta este comando para crear una instancia de prueba gratuita:

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"

Nota: En este comando, se usa regional-us-central1 como región. Puedes seleccionar una región diferente según las configuraciones de región disponibles para la instancia de prueba gratuita de Spanner. Obtén más información para crear una instancia de prueba gratuita aquí.

Resultado del comando:

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

Crea una instancia de Spanner aprovisionada

Si no cumples con los requisitos para usar una instancia de prueba gratuita, puedes configurar una instancia aprovisionada de Spanner de 1 nodo para este codelab. Spanner Graph está disponible en las ediciones Enterprise o Enterprise Plus. Para crear una instancia en la edición Enterprise o Enterprise Plus, abre Cloud Shell y ejecuta el siguiente comando:

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

Nota: En este comando, se usa regional-us-central1 como región. Puedes seleccionar una región diferente según las configuraciones de región disponibles para la instancia de Spanner.

Resultado del comando:

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

4. Crea la base de datos de Spanner automáticamente

Nota: En las siguientes instrucciones, se usa un comando gcloud para configurar la base de datos y propagar los datos. Si te interesa el proceso manual, ve al paso 5.

Cómo verificar la versión del SDK de gcloud

Antes de crear una base de datos, asegúrate de que el SDK de gcloud en Google Cloud Shell se haya actualizado a la versión requerida: SDK de gcloud 484.0.0. Para conocer la versión del SDK de gcloud, ejecuta el siguiente comando.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Si la versión es inferior a la requerida 484.0.0 (por ejemplo, el resultado anterior 483.0.0), debes actualizarla. Para ello, copia y ejecuta el siguiente comando.

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

Nota: El comando anterior enumera de forma exhaustiva los paquetes que se deben actualizar por motivos de seguridad.

Cómo crear una instancia y una base de datos

Una vez que la instancia esté en ejecución, podrás crear la base de datos. Spanner permite varias bases de datos en una sola instancia.

En la base de datos, defines tu esquema. También puedes controlar quién tiene acceso a la base de datos, configurar la encriptación personalizada, configurar el optimizador y establecer el período de retención.

La base de datos se creará en la instancia con el ID SPANNER_INSTANCE_ID del paso anterior.

Si aún no configuraste la variable SPANNER_INSTANCE_ID, usa la siguiente línea de comandos para hacerlo.

export SPANNER_INSTANCE_ID={your_instance_id}

Usa la herramienta de línea de comandos gcloud de Google Cloud Shell que se indica a continuación para crear una base de datos de Spanner con un esquema de gráfico financiero y un conjunto de datos financieros prepropagado.

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

Resultado del comando:

$ 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.

Nota: La creación de la base de datos puede tardar unos minutos.

spanner samples CLI

El comando gcloud spanner samples init finance-graph es un wrapper para las siguientes acciones:

• Creación de una base de datos llamada “finance-graph-db” en tu instancia
• Creación de un esquema de gráfico financiero en la base de datos El esquema contiene definiciones de nodos para entidades como cuentas bancarias, préstamos, etcétera, y definiciones de aristas para las relaciones entre ellas. Podrás examinar el esquema de la base de datos en el paso 6).
• Inserción de varios miles de nodos y aristas de grafos en la base de datos

Cómo controlar los errores

No se pudieron insertar los datos

Si la herramienta finaliza con un mensaje de error Failed to insert data for the graph database, puedes seguir la página opcional del paso 5 para crear una base de datos de forma manual y, luego, insertar datos.

Cuál es el próximo paso

Si la creación automática de la base de datos se realizó correctamente, puedes omitir la siguiente sección opcional y pasar directamente a "Explorar el esquema del gráfico" (paso 6).

5. Crea una base de datos de Spanner manualmente (opcional)

Nota: Si ya usaste gcloud spanner samples para crear una base de datos finance-graph-db en el paso anterior, puedes omitir este paso.

Una vez que la instancia esté en ejecución, puedes crear la base de datos de forma manual.

En la base de datos, defines tu esquema. También puedes controlar quién tiene acceso a la base de datos, configurar la encriptación personalizada, configurar el optimizador y establecer el período de retención.

La base de datos se creará en la instancia con el ID SPANNER_INSTANCE_ID en pasos anteriores.

Si aún no configuraste la variable SPANNER_INSTANCE_ID, usa la siguiente línea de comandos para hacerlo.

export SPANNER_INSTANCE_ID={your_instance_id}

Para crear una base de datos, usa la herramienta de línea de comandos de gcloud:

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

Resultado del comando:

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

Crea el esquema con un gráfico

Para configurar el esquema, navega a Spanner Studio y usa el editor:

Para el esquema, copia y pega el siguiente DDL en el editor de 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
  );

Nota: Cada sentencia CREATE se ejecuta de forma secuencial, por lo que puede tardar unos minutos.

Luego, haz clic en el botón RUN y espera unos segundos a que se cree el esquema.

Es posible que te preguntes cuál es el significado de cada sentencia CREATE, en especial la de CREATE PROPERTY GRAPH. Inspeccionaremos el esquema en el siguiente paso (paso 6).

Carga los datos

Ahora, querrás insertar algunos datos de gráficos financieros en tu base de datos.

Spanner Graph crea gráficos a partir de tablas de entrada, por lo que los datos del gráfico se basan en los de las tablas de entrada, sin duplicación de datos. Del mismo modo, los cambios de datos en las tablas de entrada se reflejan automáticamente en el modelo de grafos. Esto evita la ETL complicada para sincronizar con otras fuentes de datos.

Puedes usar las instrucciones INSERT de SQL que ya conoces para insertar datos en las tablas de entrada.

Abre una pestaña nueva en Spanner Studio, copia y pega las siguientes instrucciones de inserción y haz clic en el botón RUN. Las sentencias INSERT propagarán miles de nodos y aristas en tu base de datos. Debido al volumen de texto, la copia puede tardar unos segundos.

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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"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.");

Resumen

En este paso, creaste la base de datos de Spanner con un esquema de gráfico y datos de gráfico prepropagados.

Cuál es el próximo paso

A continuación, explorarás el esquema del gráfico.

6. Explora el esquema del gráfico

Cómo ver el esquema del gráfico

En la consola de Cloud, navega a la instancia de Spanner y haz clic en la base de datos finance-graph-db. En esta página de descripción general, haz clic en el botón "Mostrar DDL equivalente" (en la parte inferior de la página) para mostrar el esquema de la base de datos.

Cuando inspeccionas el esquema, primero verás una serie de tablas relacionales con sentencias CREATE TABLE, que también se capturan en la siguiente captura de pantalla:

• Tabla Account, que contiene datos sobre cuentas bancarias
• Tabla AccountAudits, que realiza un seguimiento de las auditorías de las cuentas bancarias
• La tabla AccountRepayLoan, que realiza un seguimiento de los pagos de préstamos realizados desde cuentas bancarias
• La tabla AccountTransferAccount, que realiza un seguimiento de las transferencias de dinero entre cuentas bancarias.
• La tabla Loan, que contiene datos sobre los préstamos de los clientes
• La tabla Person, que contiene datos sobre clientes bancarios modelados como personas
• Tabla PersonOwnAccount, que realiza un seguimiento de la relación de las personas propietarias de cuentas bancarias

Desplázate hacia abajo en el DDL del esquema y verás la sentencia CREATE PROPERTY GRAPH FinGraph en la que definimos el esquema de grafos en función de las tablas de SQL anteriores. Explicaremos el esquema de gráfico en la siguiente sección.

Comprende el esquema del gráfico

Spanner Graph te permite crear un gráfico a partir de tablas con la sentencia CREATE PROPERTY GRAPH. Las tablas que se usan para crear gráficos se denominan tablas de entrada. No se duplican los datos cuando se crea un gráfico.

Spanner Graph admite el modelo de datos de grafo de propiedades con nodos y vínculos con etiquetas y propiedades. En este esquema de gráfico financiero, creamos 3 tipos de nodos y 3 tipos de aristas en función de las tablas de entrada relacionales definidas anteriormente.

Nodos

Definimos 3 tipos de nodos en función de 3 tablas de entrada:

1. Nodo Person, basado en la tabla Persona
2. Nodo Account, basado en la tabla de cuentas
3. Nodo Loan, basado en la tabla 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)
  )
 ...

Cada fila de las tablas de nodos se asigna a un nodo del modelo de grafo. Cada nodo tiene una etiqueta, como Account y Person, que lo representa. En la siguiente página, usarás etiquetas para consultar los tipos de nodos.

De forma predeterminada, se incluyen como propiedades de nodo todas las columnas de la tabla de entrada cuando se crea el grafo. Por ejemplo, las columnas id, create_time, is_blocked y type de la tabla Account son propiedades del nodo Account. Sin embargo, las columnas se pueden excluir del modelo de grafo con la sintaxis ALL COLUMNS EXCEPT, que se explica aquí.

Nota:

En el esquema creado de forma manual del paso 5, las entradas de la tabla de nodos consisten únicamente en nombres de tablas (p.ej., Account, Node).

En comparación, el esquema de DDL del gráfico de la página de descripción general de la base de datos se expande para incluir LABEL, KEY y PROPERTIES para las definiciones de nodos y aristas.

Ambas representaciones son semánticamente equivalentes. La definición expandida mejora la comprensión del esquema completo.

Bordes

Definimos 3 tipos de aristas entre nodos:

1. Borde AccountRepayLoan, basado en la tabla AccountRepayLoan, que conecta el nodo Account con el nodo Loan.
2. Borde AccountTransferAccount, basado en la tabla AccountTransferAccount, que conecta el nodo Account a otro nodo Account.
3. Borde PersonOwnAccount, basado en la tabla PersonOwnAccount, que conecta el nodo Person con el nodo 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)
  );

Para asignar una tabla a bordes, se deben definir las claves de origen y destino. Estas claves establecen la relación entre el borde y los nodos de origen y destino.

Por ejemplo, cada borde PersonOwnAccount conecta un Person (fuente) a un nodo Account (destino).

• El nodo SOURCE de un borde es un nodo Person cuyo id es igual al id del borde.
• El nodo DESTINATION de un borde es un nodo Account cuyo id es igual al borde 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)

Cada arista tiene una etiqueta, como Repays y Owns, que representa el tipo de arista. Al igual que con los nodos del gráfico, todas las columnas de la tabla de entrada se incluyen como propiedades de aristas de forma predeterminada.

Más información sobre el esquema

Puedes obtener más información sobre los conceptos generales de los esquemas de gráficos, como la etiqueta, las propiedades y la relación con las tablas de entrada aquí.

Obtén más información para definir un nodo y definir un borde.

Resumen

En este paso, comprendiste las tablas de entrada y los tipos de nodos y aristas del esquema del gráfico de finanzas.

Cuál es el próximo paso

A continuación, ejecutarás consultas de situaciones financieras para descubrir el potencial de los datos de gráficos.

7. Cómo consultar el gráfico con GQL

Qué es el recorrido de consultas de grafos en GQL

Los datos de gráficos se representan como nodos conectados por aristas. Una consulta de gráfico navega a través de estas conexiones, saltando de nodo a nodo según los criterios especificados. En una consulta de gráfico, un "salto" hace referencia al recorrido de un nodo a otro a lo largo de un borde de conexión. Significa un solo paso en el proceso de recorrido.

Por ejemplo, en la siguiente travesía de gráfico, hay 2 saltos entre Persona (Bob), Cuenta (18) y Préstamo (27).

Ejecuta consultas en Spanner Studio

En este paso, ejecutarás varias consultas de GQL para comprender cómo la semántica de las consultas de gráficos permite el análisis de datos de gráficos financieros.

Para cada consulta, puedes crear un editor nuevo, como "Editor 1" en Spanner Studio, para ejecutarlo.

Búsqueda 1: Coincidencia de patrones básicos de nodos y aristas

Puedes ejecutar la siguiente consulta para recorrer un nodo de persona llamado "Jacoby", encontrar las cuentas que le pertenecen y, luego, descubrir los préstamos que pagó la cuenta. Este es un recorrido de consulta de grafo de 2 saltos:

• 1er salto: del nodo Person al nodo Account a través del borde Owns
• 2º salto: del nodo Account al nodo Loan a través del borde Repays

La forma en que hacemos coincidir los tipos de nodos y aristas se basa en sus etiquetas, como las partes :Person, :Owns y :Account en la siguiente consulta.

El resultado muestra el ID de la cuenta, la información de reembolso y la información del préstamo, ordenados por fecha de reembolso del préstamo.

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;

Nota: Si echas un vistazo rápido a Explorar el esquema de gráfico (paso 5), verás que cada nodo y arista definidos en el esquema tienen un LABEL asociado.

Puedes obtener más información sobre cómo la sintaxis de la consulta coincide con los nodos y los bordes en sus respectivos vínculos.

El siguiente diagrama ayuda a visualizar cómo la consulta puede recuperar todas las cuentas de "Jacoby" que realizaron pagos de préstamos. (El resultado de la consulta puede diferir de lo que sugiere el diagrama).

Si ejecutas la consulta en el editor, deberías obtener resultados como los siguientes. El resultado indica que "Jacoby" solo tiene una cuenta (ID 569) y un préstamo (ID 110), pero hay varios pagos entre ellos.

Consulta 2: Recorrido de ruta cuantificado y elementos de grafos devueltos

La siguiente consulta coincide con todas las transferencias de dinero de la cuenta que comienzan en una cuenta de origen con id=75 dentro de 3 a 6 saltos para llegar a una cuenta de destino con id=199. La sintaxis {3,6} se usa para representar un recorrido de ruta de salto cuantificado de 3 a 6 entre src_accnt y 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;

Visualmente, puedes pensar en el recorrido de borde cuantificado de la siguiente manera: comienza en un nodo src_account y recupera todas las posibles rutas de transferencia de cuentas entre 3 y 6 saltos para llegar a dst_account.

Por ejemplo, la ruta de acceso destacada en la parte inferior es una consulta de 6 saltos.

Cuando se ejecuta esta consulta, se deberían obtener los siguientes resultados:

Nota: Puedes obtener más información sobre el patrón de bordes cuantificado aquí.

Los elementos del gráfico se pueden mostrar en formato JSON con la función TO_JSON, ya que los bordes transfers se muestran más arriba. Los objetos JSON que se muestran para el nodo y el borde incluyen sus identifier, properties y labels. Además, los objetos JSON que se muestran para los bordes también incluirán source_node_identifier y destination_node_identifier.

En esta consulta, el resultado muestra la cantidad de saltos de arista de transferencia y los bordes de transferencia en cada ruta coincidente en formato JSON con TO_JSON(transfer) AS transfer_edges.

El transfer_edges que se muestra es un objeto array JSON. Es de tipo array JSON porque puede haber varios bordes de transferencia en cada ruta coincidente entre la cuenta de origen y la de destino.

Cada elemento del array es un borde, que contiene labels, source_node_identifier y destination_node_identifier de nodos conectados, y datos de properties de borde, como amount y 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": "..."
  }
]

Nota: El identificador en el elemento del gráfico JSON es opaco, no tiene significado semántico y está vinculado a un solo alcance de ejecución de consulta. No se puede reutilizar en consultas posteriores.

Búsqueda de la ruta más corta

La consulta 2 encuentra las tres rutas de src_accnt y dst_accnt dentro del rango de saltos especificado. Cada ruta consta de una cantidad distinta de saltos, a saber, cuatro, cinco y seis.

Si quieres encontrar la ruta más corta entre estos dos nodos, puedes modificarla con el prefijo de búsqueda de ruta MATCH ANY SHORTEST. La siguiente consulta encuentra cualquier ruta más corta entre estas dos cuentas en un rango de 3 a 6 saltos.

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;

Compara los resultados de ambas consultas y descubrirás que la consulta 2 muestra todas las 3 rutas posibles, mientras que la consulta 3 (esta consulta) muestra solo 1 resultado, que es la ruta más corta de 4 saltos.

Si ejecutas la consulta, deberías obtener el siguiente resultado.

Consulta 4: Consultas de gráfico encadenadas por composición lineal

Para identificar relaciones más complejas, usa la palabra clave NEXT para encadenar bloques de consultas de gráficos.

En la siguiente consulta, deseas comprender el flujo de dinero de las cuentas de los clientes para buscar entradas o salidas grandes sospechosas como parte de los requisitos de análisis de cumplimiento.

Para ello, primero debes encontrar todas las cuentas bancarias que pertenecen a "Bisla" en el 1ᵉʳ bloque de consulta con MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).

Luego, en el segundo bloque después de NEXT, calculas los importes totales de transferencia en cada cuenta desde el "1/1/2020".

Después, aplica la misma lógica para los importes salientes en la tercera consulta de bloque. Por último, calculas la proporción entre los importes de entrada y los de salida para cada cuenta en el último bloque.

En el caso de los resultados de consulta intermedios a los que necesitas acceder después de la palabra clave NEXT, debes mostrarlos al final del bloque anterior. Por ejemplo, el accnt coincidente se muestra en el primer bloque para que el segundo bloque pueda consultar las transferencias de entrada a estas cuentas.

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;

En el siguiente diagrama, se visualiza lo que recorre la consulta.

La ejecución de la consulta debería mostrar el siguiente resultado:

Explora más consultas de gráficos

Puedes encontrar varios ejemplos de consultas de gráficos compatibles con el esquema de este codelab en la guía del usuario.

Para explorar la sintaxis de consulta de gráficos, puedes leer las referencias del lenguaje de consulta de gráficos de GoogleSQL aquí.

Resumen

En este paso, ejecutaste varias consultas de gráfico de GQL y comprendiste su semántica.

Cuál es el próximo paso

A continuación, ejecutarás consultas que combinen GQL y SQL.

8. Consulta el gráfico y las tablas en conjunto

Ejecuta consultas en Spanner Studio

En este paso, ejecutarás consultas de gráfico que interoperan con tablas SQL para conectar el modelo de gráfico de Spanner con su modelo relacional.

Para cada consulta, puedes crear un editor nuevo en Spanner Studio para ejecutarlo.

Ejecuta una consulta interoperable de SQL

En Spanner Graph, SQL y GQL son totalmente interoperables. Combinas GQL y SQL con el operador GRAPH_TABLE. Dentro del operador, puedes escribir GQL como en la sección anterior. Luego, puedes volver a conectar los resultados a la parte de la consulta de SQL a través de la sentencia RETURN.

Por ejemplo, puedes combinar GQL y SQL para encontrar información de auditoría de las cuentas que recibieron transferencias bancarias de una cuenta sospechosa.

En la siguiente consulta, la consulta de GQL en el operador GRAPH_TABLE atraviesa 1 o 2 saltos desde una cuenta sospechosa a través del borde Transfers y, luego, muestra IDs distintos de las cuentas alcanzadas. Luego, la consulta se une a la tabla AccountAudits para encontrar información de auditoría de esas cuentas.

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

Si ejecutas la consulta, obtendrás resultados como los siguientes.

Puedes obtener más información sobre el operador GRAPH_TABLE para combinar el gráfico y la consulta de SQL en la guía del usuario.

Cuál es el próximo paso

A continuación, puedes limpiar el codelab.

9. Limpieza (opcional)

Para limpiar, ve a la sección de Spanner de la consola de Cloud y borra la instancia de graph-demo que creamos en el codelab.

10. ¡Felicitaciones!

¡Felicitaciones! Creaste correctamente un esquema de gráfico y ejecutaste consultas de gráfico con Spanner Graph.

La consulta de SQL tradicional no es suficiente para descubrir conexiones en datos que se han vuelto cada vez más complejos con redes intrincadas de relaciones. Spanner Graph proporciona un modelo de datos de grafos fundamental con una sintaxis de consulta de grafos potente, una capacidad prácticamente ilimitada y una disponibilidad del 99.999%.

Ahora que conoces mejor los conceptos de Spanner Graph, prueba tu esquema y tus datos hoy mismo.

Próximos pasos

Obtén más información sobre Spanner Graph en nuestra guía del usuario.