Comienza a usar Spanner Graph

1. Introducción

Spanner Graph combina las capacidades de las bases de datos de grafos específicas con Spanner, la base de datos escalable siempre activa, con coherencia global y prácticamente ilimitada de Google Cloud.

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

En este lab, aprenderás a configurar una base de datos de grafos de Spanner usando un conjunto de datos prepropagado, a consultar el grafo con GQL y a acceder a datos relacionales y del grafo combinando GQL y SQL.

Qué compilarás

Como parte de este lab, aprenderás a hacer lo siguiente:

• Crear una instancia de Spanner
• Configurar 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 grafo de Spanner de muestra.
• Cómo ver el esquema de grafo 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 esté 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 habilitar la facturación en la consola de Cloud. Los usuarios nuevos de Google Cloud son aptos para participar en el programa Prueba gratuita de$300. Para evitar incurrir en facturación más allá de este instructivo, puedes cerrar la instancia de Spanner al final del codelab siguiendo el “Paso 9: Realiza una 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 con fines de prueba en tu proyecto. Puedes verificarlo en 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. En este codelab, necesitarás al menos 1 instancia para alojar una base de datos de Spanner.

Habilita la API de Spanner

En Cloud Shell, asegúrate de que el ID del 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 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. Puedes cambiarla a una región diferente compatible con los parámetros de configuración 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 la instancia del gráfico de Spanner es graph-demo, configurado como variable SPANNER_INSTANCE_ID a través de la línea de comandos de 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 tenga habilitada la Facturación de Cloud en su proyecto. No se te cobrará a menos que elijas actualizar la instancia de prueba gratuita a una instancia pagada. Si cumples con los requisitos, crea una instancia de prueba gratuita abriendo Cloud Shell y ejecuta este comando:

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: Este comando usa regional-us-central1 como región. Puedes seleccionar una región diferente según los parámetros de configuración regionales disponibles para la instancia de prueba gratuita de Spanner. Obtén más información sobre cómo 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.  

Crear una instancia aprovisionada de Spanner

Si eliges no usar una instancia de prueba gratuita, puedes configurar una instancia aprovisionada de Spanner de 1 nodo para este codelab. Para ello, 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

Nota: Este comando usa regional-us-central1 como región. Puedes seleccionar una región diferente según los parámetros de configuración regionales 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, continúa con el siguiente paso 5).

Verifica 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: gcloud SDK 484.0.0. Para averiguar tu versión del SDK de gcloud, ejecuta el siguiente comando.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Si la versión es anterior a la requerida 484.0.0 (por ejemplo, el resultado anterior 483.0.0), deberás copiar y ejecutar el siguiente comando para actualizarla.

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.

Creando instancia y base de datos

Una vez que se ejecute la instancia, podrás crear la base de datos. Spanner permite múltiples bases de datos en una sola instancia.

La base de datos es donde defines tu esquema. También puedes controlar quién tiene acceso a la base de datos, establecer 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 configurarla.

export SPANNER_INSTANCE_ID={your_instance_id}

Usa la siguiente herramienta de línea de comandos de gcloud de Google Cloud Shell 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 nodo para entidades como cuentas bancarias, préstamos, etc., y definiciones perimetrales de 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 del grafo en la base de datos

Cómo abordar los errores

No se pudieron insertar los datos

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

Cuál es el próximo paso

Puedes omitir la siguiente sección opcional si la creación automática de la base de datos se realizó correctamente y ir directamente a “Explorando el esquema del grafo”. (Paso 6).

5. Crea una base de datos de Spanner de forma manual (opcional)

Nota: Si ya usaste gcloud spanner samples para crear una base de datos de 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 manualmente.

La base de datos es donde defines tu esquema. También puedes controlar quién tiene acceso a la base de datos, establecer 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 los pasos anteriores.

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

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 grafo

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

Para el esquema, copia y pega el DDL que aparece a continuación 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 instrucción 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 sobre el significado de cada sentencia CREATE, en especial el de la sentencia CREATE PROPERTY GRAPH. Inspeccionaremos el esquema en el siguiente paso 6).

Carga los datos

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

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

Puedes usar tus instrucciones INSERT de SQL conocidas para insertar datos en las tablas de entrada.

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

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 deposit"),(90,"2020-10-25 09:04:14.056",false,"retirement account"),(91,"2020-10-26 12:39:53.181",true,"foreign currency"),(92,"2020-10-26 14:33:29.071",false,"corporate account"),(93,"2020-10-27 04:10:25.385",false,"foreign currency"),(94,"2020-10-27 05:01:26.297",false,"internet account"),(95,"2020-10-27 16:24:27.232",true,"credit card"),(96,"2020-10-27 17:10:11.181",false,"brokerage account"),(97,"2020-11-02 16:50:16.48",false,"trust account"),(98,"2020-11-03 07:28:44.64",false,"certificate of deposit"),(99,"2020-11-04 07:40:40.553",false,"certificate of deposit"),(100,"2020-11-10 04:26:17.153",false,"brokerage account"),(101,"2020-11-10 22:05:49.841",false,"foreign currency"),(102,"2020-11-11 18:44:24.021",false,"certificate of deposit"),(103,"2020-11-15 01:57:12.581",false,"foreign currency"),(104,"2020-11-15 05:50:51.532",true,"retirement account"),(105,"2020-11-17 12:01:11.565",false,"escrow account"),(106,"2020-11-21 15:35:07.655",true,"certificate of deposit"),(107,"2020-11-21 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06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset successfully."), (3,"2020-03-29 00:27:36", "Account password reset successfully."), (489,"2020-02-29 23:54:59", "Account password updated."), (621,"2021-06-15 07:33:20", "Account details viewed by user."), (212,"2020-01-16 02:15:04", "Successful login from new IP address."), (645,"2020-06-25 10:59:08", "Account deleted by user."), (48,"2020-08-22 06:21:04", "Support ticket closed."), (213,"2021-10-13 19:32:02", "Account password reset successfully."), (290,"2020-09-16 09:20:21", "Account permissions modified."), (693,"2021-08-02 12:08:43", "Billing information updated."), (505,"2021-08-29 00:05:24", "Data import completed."), (602,"2020-04-20 00:52:09", "Data import completed."), (213,"2020-08-14 00:25:44", "Data export requested."), (247,"2021-01-06 08:56:08", "Profile picture updated."), (117,"2021-10-08 15:20:14", "Payment method added."), (75,"2020-12-07 05:42:09", "API key revoked."), (196,"2020-09-10 22:24:16", "Suspicious activity detected from new location."), (13,"2020-02-18 00:41:02", "Account recovery email updated."), (455,"2021-05-15 17:20:35", "Account locked due to multiple failed login attempts."), (575,"2021-04-23 00:10:22", "Payment method added."), (562,"2021-09-04 20:30:50", "Account locked due to multiple failed login attempts."), (285,"2020-02-28 18:37:10", "Suspicious activity detected from new location."), (393,"2021-01-02 11:08:14", "Account temporarily suspended."), (641,"2021-08-23 18:55:47", "Account details viewed by user."), (186,"2020-03-07 09:03:05", "File downloaded from the account."), (528,"2021-10-08 06:15:33", "User logged in successfully."), (450,"2020-07-25 12:27:14", "Suspicious activity detected from new location."), (453,"2021-03-07 15:57:55", "Account details viewed by user."), (123,"2020-02-23 12:40:05", "API key generated."), (696,"2020-08-25 06:04:33", "Two-factor authentication disabled."), (416,"2021-06-22 12:48:01", "Account successfully created."), (597,"2020-03-21 11:30:56", "Two-factor authentication enabled."), (196,"2021-04-06 22:35:06", "File uploaded to the account."), (173,"2021-09-04 00:57:52", "Account successfully created."), (590,"2020-03-01 02:56:54", "Billing information updated."), (225,"2021-10-15 07:34:01", "Security question updated."), (693,"2021-11-14 18:03:39", "File downloaded from the account."), (146,"2020-10-14 03:41:20", "Payment method removed."), (577,"2020-01-22 16:46:18", "Suspicious activity detected from new location."), (545,"2020-01-30 23:00:29", "Subscription cancelled."), (504,"2021-06-17 10:57:26", "Data import completed."), (228,"2020-06-05 05:42:53", "Account successfully created."), (405,"2021-04-14 08:41:16", "API key revoked."), (301,"2020-06-14 18:29:04", "Login attempt from unrecognized device."), (375,"2021-05-27 13:06:27", "Security question updated."), (186,"2021-09-04 17:18:21", "Account password updated."), (475,"2020-05-11 08:50:01", "Security question updated."), (504,"2020-08-12 00:24:22", "Subscription cancelled."), (582,"2021-02-02 12:10:03", "Successful login from new IP address."), (392,"2020-10-15 13:16:42", "Account subscription upgraded."), (475,"2021-11-30 03:54:07", "New device linked to the account."), (381,"2020-07-25 22:45:45", "Two-factor authentication disabled."), (130,"2020-10-17 12:38:07", "Account unlocked by system administrator."), (285,"2020-12-23 04:59:09", "Account temporarily suspended."), (501,"2021-05-15 21:58:05", "Billing information updated."), (301,"2020-05-16 03:38:05", "Account password updated."), (504,"2020-07-14 18:53:49", "API key revoked."), (404,"2021-09-04 13:38:11", "Billing information updated."), (696,"2020-02-16 16:14:12", "Login attempt from unrecognized device."), (153,"2020-05-07 05:14:19", "Payment method added."), (590,"2020-09-23 16:58:49", "API key revoked."), (453,"2020-12-06 06:59:15", "Device unlinked from the account."), (453,"2020-04-25 16:07:55", "Data export requested."), (602,"2020-02-23 02:34:53", "Support ticket created."), (404,"2021-05-29 09:08:03", "Account password reset successfully."), (163,"2020-05-03 11:35:26", "Suspicious activity detected from new location."), (207,"2021-08-24 17:55:30", "Subscription cancelled."), (455,"2021-08-17 02:37:09", "Account details viewed by user."), (453,"2021-09-04 20:44:33", "Account locked due to multiple failed login attempts."), (520,"2020-08-07 18:45:09", "Support ticket closed."), (392,"2021-12-16 05:13:11", "API key revoked."), (212,"2020-03-08 15:17:22", "User logged out successfully."), (641,"2021-01-04 21:45:14", "Profile picture updated."), (213,"2020-10-19 19:01:08", "Notification preferences changed."), (393,"2021-08-22 17:30:48", "Account password reset requested."), (577,"2021-03-02 10:29:48", "Support ticket created."), (13,"2020-09-05 17:36:02", "API key generated."), (694,"2021-07-11 03:48:13", "Successful login from new IP address."), (442,"2021-03-04 15:54:53", "Security question updated."), (4,"2020-09-05 15:19:58", "Support ticket closed."), (590,"2021-11-14 16:36:14", "Device unlinked from the account."), (528,"2021-06-30 15:43:15", "Login attempt from unrecognized device."), (688,"2021-04-28 16:58:35", "Failed login attempt using incorrect password from IP address [ip address removed]."), (545,"2020-08-01 10:56:52", "Billing information updated."), (282,"2020-08-30 00:51:45", "Privacy settings updated."), (123,"2020-09-21 13:09:39", "Account details viewed by user."), (617,"2020-07-30 02:19:52", "Account unlocked by system administrator."), (163,"2020-10-23 08:21:23", "Account password reset successfully."), (446,"2020-01-14 12:47:36", "Device unlinked from the account."), (282,"2020-04-10 12:01:11", "Data import completed."), (163,"2021-12-10 17:29:15", "Account details viewed by user."), (207,"2021-02-03 04:52:45", "Account permissions modified."), (163,"2020-05-17 02:30:41", "Account password reset successfully."), (393,"2020-03-25 05:02:37", "Account details viewed by user."), (146,"2021-11-22 08:36:02", "Account password reset successfully."), (489,"2020-06-16 10:18:46", "Account password updated."), (489,"2020-04-27 01:14:43", "API key revoked."), (694,"2021-03-09 16:22:12", "User logged in successfully."), (693,"2021-09-23 19:58:58", "New device linked to the account."), (171,"2021-02-10 12:41:49", "Account recovery email updated."), (218,"2020-12-22 16:02:56", "Account locked due to multiple failed login attempts."), (206,"2020-08-10 13:13:11", "Payment method removed."), (621,"2020-07-14 11:43:52", "File uploaded to the account."), (218,"2021-05-16 10:08:04", "Account password reset requested."), (619,"2020-09-02 18:20:40", "Subscription cancelled."), (206,"2020-04-18 21:30:38", "File uploaded to the account."), (290,"2021-07-08 07:46:39", "Data import completed."), (285,"2021-09-28 19:07:26", "Privacy settings updated."), (453,"2021-05-02 20:50:37", "Referral link shared."), (275,"2021-10-27 19:20:27", "Account locked due to multiple failed login attempts."), (3,"2021-12-20 05:03:37", "Account locked due to multiple failed login attempts."), (573,"2020-09-27 14:11:48", "Login attempt from unrecognized device."), (381,"2020-05-26 05:40:25", "Referral link shared."), (275,"2020-03-18 20:25:31", "Privacy settings updated."), (282,"2020-07-06 09:11:40", "Subscription renewed."), (213,"2021-07-18 02:30:49", "Data import completed."), (44,"2021-08-04 13:37:56", "Account deleted by user."), (173,"2020-09-13 12:52:45", "Account recovery email updated."), (504,"2020-03-11 02:54:59", "Suspicious activity detected from new location."), (416,"2020-11-01 11:14:00", "Profile picture updated."), (306,"2021-05-09 19:19:25", "Profile picture updated."), (212,"2021-06-10 12:03:57", "Subscription renewed."), (186,"2020-10-15 01:02:40", "Device unlinked from the account."), (229,"2020-05-09 05:14:39", "Account details viewed by user."), (450,"2020-06-28 04:46:57", "Account subscription upgraded."), (218,"2021-10-31 11:12:28", "Subscription renewed."), (312,"2021-11-01 17:31:13", "Profile picture updated."), (518,"2021-04-04 22:32:05", "Account password reset requested."), (353,"2020-07-01 14:00:06", "User logged in successfully."), (306,"2021-07-08 07:38:32", "Account password updated."), (153,"2021-12-10 04:16:02", "Notification preferences changed."), (562,"2021-06-01 15:55:25", "API key revoked."), (207,"2020-02-11 12:08:16", "Account password reset requested."), (597,"2020-05-30 13:42:10", "File downloaded from the account."), (518,"2021-02-04 02:08:40", "Subscription renewed."), (96,"2020-10-12 13:38:21", "Payment method added."), (489,"2021-04-14 08:05:29", "Two-factor authentication enabled."), (442,"2020-06-13 00:22:31", "Account recovery email updated."), (275,"2020-05-18 10:17:59", "File uploaded to the account."), (353,"2021-05-23 20:48:25", "Payment method removed."), (206,"2021-07-01 04:44:06", "Two-factor authentication enabled."), (528,"2021-08-12 05:52:10", "Payment method removed.");

Resumen

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

Cuál es el próximo paso

A continuación, explorarás el esquema del gráfico

6. Explora el esquema del grafo

Ver 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 “Show Equivalent DDL” (en la parte inferior de la página) para mostrar el esquema de la base de datos.

Cuando inspecciones el esquema, primero verás una serie de tablas relacionales con sentencias CREATE TABLE, también capturadas en la siguiente captura de pantalla:

• Tabla Account, que contiene datos sobre las cuentas bancarias
• Tabla AccountAudits, que realiza un seguimiento de las auditorías de las cuentas bancarias
• Tabla AccountRepayLoan, que hace un seguimiento de los pagos de préstamos realizados desde cuentas bancarias
• Tabla AccountTransferAccount, que realiza un seguimiento de las transferencias monetarias entre cuentas bancarias
• Tabla Loan, que contiene datos sobre préstamos a clientes
• 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 por el DDL del esquema y verás la sentencia CREATE PROPERTY GRAPH FinGraph en la que definimos el esquema de grafos según las tablas de SQL anteriores. Explicaremos el esquema del grafo en la próxima sección.

Comprende el esquema de grafos

Spanner Graph te permite crear un grafo a partir de tablas con la declaración CREATE PROPERTY GRAPH. Las tablas usadas 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 del grafo de propiedades con nodos y aristas anotados con etiquetas y propiedades. En este esquema de gráfico financiero, creamos 3 tipos de nodos y 3 tipos de aristas según las tablas de entrada relacionales definidas anteriormente.

Nodos

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

1. Nodo Person, según la tabla Person
2. Account nodo, según la tabla Account
3. Nodo Loan, según la tabla de préstamos

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 en las tablas de nodos se asigna a un nodo en el modelo de grafo. Cada nodo tiene una etiqueta, como Account y Person, que representa al nodo. Usarás etiquetas para consultar los tipos de nodos en la siguiente página.

De forma predeterminada, todas las columnas de la tabla de entrada en el momento de la creación del gráfico se incluyen como propiedades del nodo. 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 mediante la sintaxis ALL COLUMNS EXCEPT, que se explica aquí.

Nota:

En el esquema creado de forma manual del paso 5, las entradas de las tablas de nodos constan solo de nombres de tablas (p.ej., Account y Node).

En comparación, el esquema del 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 nodo y arista.

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

Bordes

Se definen 3 tipos de aristas entre nodos:

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

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)
  );

La asignación de una tabla a las aristas debe definir las claves de origen y destino. Estas claves establecen la relación entre el perímetro y los nodos de origen y destino.

Por ejemplo, cada perímetro PersonOwnAccount conecta un Person (origen) a un nodo Account (destino).

• El nodo SOURCE de un perímetro es un nodo Person cuyo id es el mismo que el id perimetral.
• El nodo DESTINATION de un perímetro es un nodo Account cuyo id es el mismo que el account_id perimetral.

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

Más información sobre el esquema

Aquí encontrarás más información sobre los conceptos generales de los esquemas de grafos, como las etiquetas, las propiedades y la relación con las tablas de entrada.

Obtén más información para definir un nodo y una arista.

Resumen

En este paso, conseguiste las tablas de entrada y los tipos de aristas y nodos del gráfico 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 grafos.

7. Consulta el grafo con GQL

¿Qué es el recorrido de una consulta de grafo en GQL?

Los datos del grafo se representan como nodos conectados por aristas. Una consulta de grafos navega por estas conexiones y salta de un nodo a otro según los criterios especificados. En una consulta de grafos, un “salto” se refiere al recorrido de un nodo a otro a lo largo de un perímetro de conexión. Representa un solo paso en el proceso transversal.

Por ejemplo, en el recorrido de grafo que aparece a continuación, 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 consultas de grafos permite el análisis de datos financieros de gráficos.

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

Consulta 1: Coincidencia básica de nodos y patrones perimetrales

Puedes ejecutar la siguiente consulta para recorrer un nodo de persona llamado “Jacoby”, buscar las cuentas que son propiedad de la persona y, luego, descubrir los préstamos que pagó la cuenta. Este es un recorrido de consulta de grafo de 2 saltos:

• 1er salto: Nodo de Person al nodo Account a través del perímetro Owns
• Segundo salto: nodo de Account al nodo Loan a través del perímetro 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 pago y la información del préstamo, ordenados por fecha de pago 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 Explora el esquema de grafos (paso 5), cada nodo y arista definidos en el esquema tiene un LABEL asociado.

Puedes obtener más información sobre cómo la sintaxis de las consultas coincide con los nodos y las aristas en sus respectivos vínculos.

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

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

Consulta 2: Elementos de recorrido de ruta de acceso cuantificados y gráfico de retorno

La siguiente consulta coincide con todas las transferencias monetarias de la cuenta, comenzando desde una cuenta de origen con id=75 en un período 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 acceso cuantificado de 3 a 6 saltos 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;

En la imagen, el recorrido perimetral cuantificado es como el siguiente: comienza desde un nodo src_account y recupera todas las rutas de transferencia de cuentas posibles entre 3 y 6 saltos para llegar a dst_account.

La ruta resaltada en la parte inferior a continuación, por ejemplo, es una consulta de 6 saltos.

Si ejecutas esta consulta, deberías obtener los siguientes resultados:

Nota: Puedes leer más sobre el patrón de perímetro cuantificado aquí.

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

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

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

Cada elemento del array es un perímetro, que contiene labels, source_node_identifier y destination_node_identifier de nodos conectados, y datos perimetrales de properties, 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 consultas. No se puede volver a usar en consultas posteriores.

Consulta 3: 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 un número distinto de saltos, en concreto, 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 para conseguirla. La siguiente consulta encuentra la ruta más corta entre estas dos cuentas con 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;

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

Cuando ejecutes la consulta, se debería obtener el siguiente resultado.

Consulta 4: Grafica consultas encadenadas por composición lineal

Se pueden identificar relaciones más complicadas con 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 grandes entradas o salidas sospechosas como parte de los requisitos de análisis de cumplimiento.

Para ello, primero debes buscar 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, calcularás los importes totales de transferencias a cada cuenta desde "2020-01-01".

Después de eso, aplicarás la misma lógica para los importes salientes en la tercera consulta de bloque. Finalmente, calculas la proporción entre las cantidades de entradas y salidas de cada cuenta en el último bloque.

En el caso de los resultados de consultas 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 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.

Si ejecutas la consulta, se debería obtener el siguiente resultado:

Explora más consultas de grafos

Puedes encontrar una serie de ejemplos de consultas por grafos compatibles con el esquema de este codelab en la guía del usuario.

Para explorar la sintaxis de consultas de grafos, puedes leer las referencias del lenguaje de consultas de grafos de GoogleSQL aquí.

Resumen

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

Cuál es el próximo paso

A continuación, ejecutarás consultas que combinan GQL y SQL.

8. Cómo consultar gráficos y tablas en conjunto

Ejecuta consultas en Spanner Studio

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

Puedes crear un nuevo editor en Spanner Studio para cada consulta a fin de que se ejecute.

Ejecuta una consulta interoperable de SQL

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

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

En la siguiente consulta, la consulta de GQL en el operador GRAPH_TABLE recorre 1 o 2 saltos de una cuenta sospechosa a través del perímetro Transfers y, luego, muestra los IDs distintos de las cuentas alcanzadas. Luego, la consulta se une con 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

Cuando ejecutes la consulta, obtendrás resultados como los que se muestran a continuación.

Puedes leer más sobre el operador GRAPH_TABLE para combinar el grafo y la consulta en SQL en la guía del usuario.

Cuál es el próximo paso

A continuación, puedes limpiar el codelab.

9. Limpieza (opcional)

Para realizar una limpieza, 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 grafo y ejecutaste consultas de grafos con Spanner Graph.

Las consultas en SQL tradicionales no son suficientes para descubrir conexiones en los datos que se han vuelto cada vez más complejas con redes de relaciones intrincadas. Spanner Graph proporciona un modelo de datos de grafos esencial con una sintaxis potente de consulta de grafos, una capacidad prácticamente ilimitada y una disponibilidad del 99.999%.

Ahora que estás más familiarizado con los conceptos del gráfico de Spanner, prueba tu esquema y tus datos hoy mismo.

Próximos pasos

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