Introduzione a Spanner Graph

1. Introduzione

Spanner Graph unisce funzionalità di database grafico appositamente progettate con Spanner, il database sempre attivo, coerente a livello globale e con scalabilità praticamente illimitata di Google Cloud.

Spanner Graph supporta un'interfaccia di query sui grafici compatibile con gli standard ISO GQL (Graph Query Language). Grazie all'interoperabilità tra i modelli relazionali e di grafo, puoi combinare le funzionalità SQL consolidate con l'espressività della corrispondenza dei pattern di grafo di GQL. Le tabelle possono essere mappate ai grafici utilizzando lo schema dichiarativo senza migrazione dei dati, il che consente di importare i grafici nei set di dati tabulari. In questo modo, puoi eseguire il late binding (ovvero posticipare) delle scelte del modello di dati e utilizzare il linguaggio di query migliore per ogni attività da svolgere.

In questo lab viene descritta la procedura per configurare un database Spanner Graph utilizzando un set di dati precompilato, eseguire query sul grafo utilizzando GQL e accedere contemporaneamente ai dati di grafo e relazionali combinando GQL e SQL.

Cosa creerai

In questo lab imparerai a:

• Crea un'istanza di Spanner.
• Configura un database con uno schema di grafico finanziario e set di dati precompilati.
• Esegui query GQL e combina GQL e SQL.

Obiettivi didattici

• Come configurare un'istanza di Spanner.
• Come utilizzare il comando gcloud spanner samples init finance-graph per configurare un database Spanner Graph di esempio.
• Come visualizzare lo schema del grafico nella pagina Panoramica del database.
• Come scrivere query sui percorsi con più hop utilizzando GQL.
• Come scrivere query più complesse utilizzando GQL.
• Come combinare GQL e SQL.

Che cosa ti serve

• Un progetto Google Cloud collegato a un account di fatturazione.
• Un browser web, ad esempio Chrome o Firefox.

2. Configurazione e requisiti

Nota:puoi saltare questo passaggio se hai già un progetto Google Cloud con la fatturazione abilitata.

Crea un progetto Google Cloud

Accedi alla console Google Cloud e crea un nuovo progetto o riutilizzane uno esistente. Se non hai ancora un account Gmail o Google Workspace, devi crearne uno.

• Il nome del progetto è il nome visualizzato per i partecipanti al progetto. Si tratta di una stringa di caratteri non utilizzata dalle API di Google. Puoi sempre aggiornarlo.
• L'ID progetto è univoco per tutti i progetti Google Cloud ed è immutabile (non può essere modificato dopo essere stato impostato). La console Cloud genera automaticamente una stringa univoca; di solito non ti interessa quale sia. Nella maggior parte dei codelab, dovrai fare riferimento al tuo ID progetto (in genere identificato come PROJECT_ID). Se l'ID generato non ti piace, puoi generarne un altro casuale. In alternativa, puoi provare il tuo e vedere se è disponibile. Non può essere modificato dopo questo passaggio e rimane invariato per tutta la durata del progetto.
• Per tua informazione, esiste un terzo valore, un Numero progetto, utilizzato da alcune API. Scopri di più su tutti e tre questi valori nella documentazione.

Attenzione:un ID progetto è univoco a livello globale e non può essere utilizzato da altri dopo la selezione. Sei l'unico utente di quell'ID. Anche se un progetto viene eliminato, l'ID non può essere riutilizzato

Nota:se utilizzi un account Gmail, puoi lasciare l'impostazione predefinita su Nessuna organizzazione. Se utilizzi un account Google Workspace, scegli una località adatta alla tua organizzazione.

Configurazione di fatturazione

Successivamente, dovrai seguire la guida dell'utente per la gestione della fatturazione e attivare la fatturazione in Cloud Console. I nuovi utenti di Google Cloud sono idonei al programma Prova senza costi di 300$. Per evitare di incorrere in fatturazione al termine di questo tutorial, puoi arrestare l'istanza Spanner alla fine del codelab seguendo la sezione "Passaggio 9 Pulizia".

Avvia Cloud Shell

Sebbene Google Cloud possa essere utilizzato da remoto dal tuo laptop, in questo codelab utilizzerai Google Cloud Shell, un ambiente a riga di comando in esecuzione nel cloud.

Nella console Google Cloud, fai clic sull'icona di Cloud Shell nella barra degli strumenti in alto a destra:

Dovrebbe richiedere solo pochi istanti per eseguire il provisioning e connettersi all'ambiente. Al termine, dovresti vedere qualcosa di simile a questo:

Questa macchina virtuale contiene tutti gli strumenti di sviluppo di cui avrai bisogno. Offre una home directory permanente da 5 GB e viene eseguita su Google Cloud, migliorando notevolmente le prestazioni e l'autenticazione di rete. Tutto il lavoro in questo codelab può essere svolto in un browser. Non devi installare nulla.

3. Creazione di un'istanza di Spanner

Nota:puoi saltare questo passaggio se nel tuo progetto hai già un'istanza Spanner a scopo di test. Per verificare, visita questo link alla console

In Spanner, un'istanza è un cluster di risorse di calcolo e archiviazione che ospita uno o più database Spanner. Per questo codelab, avrai bisogno di almeno un'istanza per ospitare un database Spanner.

Controllare la versione dell'SDK gcloud

Prima di creare un'istanza, assicurati che l'SDK gcloud in Google Cloud Shell sia stato aggiornato alla versione richiesta, ovvero SDK gcloud 493.0.0. Per trovare la versione del tuo SDK gcloud, segui il comando riportato di seguito.

$ gcloud version | grep Google

Ecco un esempio di output:

Google Cloud SDK 489.0.0

Se la versione in uso è precedente alla versione 493.0.0 richiesta (489.0.0 nell'esempio precedente), devi eseguire l'upgrade di Google Cloud SDK eseguendo il seguente 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:il comando precedente elenca in modo esaustivo i pacchetti di cui eseguire l'upgrade per motivi di sicurezza.

Abilita l'API Spanner

In Cloud Shell, assicurati che l'ID progetto sia configurato. Utilizza il primo comando riportato di seguito per trovare l'ID progetto attualmente configurato. Se il risultato non è quello previsto, il secondo comando riportato di seguito imposta quello corretto.

gcloud config get-value project

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

Configura la regione predefinita su us-central1. Puoi scegliere una regione diversa supportata dalle configurazioni regionali di Spanner.

gcloud config set compute/region us-central1

Abilita l'API Spanner:

gcloud services enable spanner.googleapis.com

Crea l'istanza Spanner

In questa sezione, creerai un'istanza di prova senza costi o un'istanza di cui è stato eseguito il provisioning. In questo codelab, l'ID istanza del grafo Spanner utilizzato è graph-demo, impostato come variabile SPANNER_INSTANCE_ID utilizzando la riga di comando export. Se vuoi, puoi scegliere il nome dell'ID istanza.

Crea un'istanza Spanner di prova senza costi

Un'istanza di prova senza costi di Spanner di 90 giorni è disponibile per chiunque abbia un Account Google e abbia attivato la fatturazione Cloud nel proprio progetto. Non ti verrà addebitato alcun importo a meno che tu non scelga di eseguire l'upgrade dell'istanza di prova senza costi a un'istanza a pagamento. Spanner Graph è supportato nell'istanza di prova senza costi. Se idoneo, crea un'istanza di prova senza costi aprendo Cloud Shell ed eseguendo questo 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: questo comando utilizza regional-us-central1 come regione. Puoi selezionare una regione diversa in base alle configurazioni regionali disponibili per l'istanza di prova senza costi di Spanner. Scopri di più su come creare un'istanza di prova senza costi qui.

Output del comando:

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

Crea un'istanza Spanner di cui è stato eseguito il provisioning

Se non hai l'idoneità per utilizzare un'istanza di prova senza costi, puoi configurare un'istanza Spanner di 1 nodo di cui è stato eseguito il provisioning per questo codelab. Spanner Graph è disponibile nelle versioni Enterprise o Enterprise Plus. Per creare un'istanza nella versione Enterprise o Enterprise Plus, apri Cloud Shell ed esegui questo 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: questo comando utilizza regional-us-central1 come regione. Puoi selezionare un'altra regione in base alle configurazioni regionali disponibili per l'istanza Spanner.

Output comando:

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

4. Creare automaticamente il database Spanner

Nota:le istruzioni riportate di seguito utilizzano un comando gcloud per configurare il database e compilare i dati. Se ti interessa la procedura manuale, vai al passaggio 5.

Controllare la versione dell'SDK gcloud

Prima di creare un database, assicurati che l'SDK gcloud in Google Cloud Shell sia stato aggiornato alla versione richiesta, ovvero SDK gcloud 484.0.0. Per scoprire la versione del tuo SDK gcloud, esegui il comando riportato di seguito.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Se la versione è precedente alla 484.0.0 richiesta (ad esempio l'output 483.0.0 riportato sopra), devi eseguire l'upgrade copiando ed eseguendo il comando riportato di seguito.

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:il comando riportato sopra elenca in modo esaustivo i pacchetti di cui eseguire l'upgrade per motivi di sicurezza.

Creazione di istanza e database

Una volta avviata l'istanza, puoi creare il database. Spanner consente più database su una singola istanza.

Il database è il luogo in cui definisci lo schema. Puoi anche controllare chi ha accesso al database, configurare la crittografia personalizzata, configurare l'ottimizzatore e impostare il periodo di conservazione.

Il database verrà creato nell'istanza con ID SPANNER_INSTANCE_ID del passaggio precedente.

Se non hai ancora configurato la variabile SPANNER_INSTANCE_ID, utilizza la riga di comando riportata di seguito per la configurazione.

export SPANNER_INSTANCE_ID={your_instance_id}

Utilizza lo strumento a riga di comando gcloud Google Cloud Shell riportato di seguito per creare un database Spanner con uno schema di grafo finanziario e un set di dati finanziari precompilato.

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

Output 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 creazione del database può richiedere alcuni istanti.

spanner samples CLI

Il comando gcloud spanner samples init finance-graph è un wrapper per le seguenti azioni:

• Creazione di un database denominato "finance-graph-db" nell'istanza.
• Creazione di uno schema di grafico finanziario nel database. Lo schema contiene definizioni di nodi per entità quali conti bancari, prestiti e così via e definizioni di archi per le relazioni tra di loro. Potrai esaminare lo schema del database nel passaggio 6.
• Inserimento di diverse migliaia di nodi e archi del grafico nel database.

Come gestire gli errori

Impossibile inserire i dati

Se lo strumento termina con un messaggio di errore Failed to insert data for the graph database, puoi seguire la pagina facoltativa Passaggio 5) per creare manualmente un database e poi inserire i dati.

A seguire

Se la creazione automatica del database è andata a buon fine, puoi saltare la sezione facoltativa successiva e andare direttamente a "Esplorazione dello schema del grafo" (passaggio 6).

5. (Facoltativo) Crea un database Spanner manualmente

Nota:se hai già utilizzato gcloud spanner samples per creare un database finance-graph-db nel passaggio precedente, puoi saltare questo passaggio.

Una volta avviata l'istanza, puoi creare il database manualmente.

Il database è il luogo in cui definisci lo schema. Puoi anche controllare chi ha accesso al database, configurare la crittografia personalizzata, configurare l'ottimizzatore e impostare il periodo di conservazione.

Il database verrà creato nell'istanza con ID SPANNER_INSTANCE_ID nei passaggi precedenti.

Se non hai ancora configurato la variabile SPANNER_INSTANCE_ID, utilizza la riga di comando riportata di seguito per farlo.

export SPANNER_INSTANCE_ID={your_instance_id}

Per creare un database, utilizza lo strumento a riga di comando gcloud:

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

Output comando:

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

Crea lo schema con il grafico

Per configurare lo schema, vai a Spanner Studio e utilizza l'editor:

Per lo schema, copia e incolla il codice DDL riportato di seguito nell'editor di 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:ogni istruzione CREATE viene eseguita in sequenza, pertanto l'operazione può richiedere alcuni istanti.

Poi, fai clic sul pulsante RUN e attendi qualche secondo per la creazione dello schema.

Potresti chiederti il significato di ogni istruzione CREATE, in particolare di quella CREATE PROPERTY GRAPH. Esamineremo lo schema nel passaggio 6.

Carica i dati

Ora devi inserire alcuni dati del grafico finanziario nel database.

Spanner Graph crea grafici dalle tabelle di input, pertanto i dati del grafico si basano su quelli delle tabelle di input, senza duplicazione dei dati. Analogamente, le modifiche ai dati nelle tabelle di input vengono applicate automaticamente al modello grafico. In questo modo si evitano complesse operazioni ETL per la sincronizzazione con altre origini dati.

Puoi utilizzare le istruzioni SQL INSERT di cui hai dimestichezza per inserire i dati nelle tabelle di input.

Apri una nuova scheda in Spanner Studio, poi copia e incolla le seguenti istruzioni INSERT e fai clic sul pulsante RUN. Le istruzioni INSERT inseriranno migliaia di nodi ed archi nel tuo database. Dato il volume del testo, la copia può richiedere alcuni secondi.

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.");

Riepilogo

In questo passaggio hai creato il database Spanner con uno schema del grafo e dati del grafo precompilati.

A seguire

Successivamente, esplorerai lo schema del grafico

6. Esplorazione dello schema del grafo

Visualizza lo schema del grafico

Nella console Cloud, vai all'istanza Spanner e fai clic sul database finance-graph-db. In questa pagina di panoramica, fai clic sul pulsante "Mostra DDL equivalente" (nella parte inferiore della pagina) per visualizzare lo schema del database.

Quando esamini lo schema, vedrai innanzitutto una serie di tabelle relazionali con istruzioni CREATE TABLE, anche nell'immagine sottostante:

• Tabella Account, che contiene i dati relativi ai conti bancari
• Tabella AccountAudits, che monitora i controlli dei conti bancari
• Tabella AccountRepayLoan, che monitora i rimborsi dei prestiti effettuati dai conti bancari.
• AccountTransferAccount, che monitora i trasferimenti di denaro tra conti bancari.
• Tabella Loan, che contiene i dati sui prestiti dei clienti
• Tabella Person, che contiene i dati dei clienti bancari modellati come persone
• Tabella PersonOwnAccount, che monitora la relazione tra le persone che possiedono conti bancari

Scorri verso il basso nel DDL dello schema e vedrai l'istruzione CREATE PROPERTY GRAPH FinGraph in cui definiamo lo schema del grafico in base alle tabelle SQL sopra. Spiegheremo lo schema del grafico nella sezione successiva.

Informazioni sullo schema del grafico

Spanner Graph ti consente di creare un grafo dalle tabelle utilizzando l'istruzione CREATE PROPERTY GRAPH. Le tabelle utilizzate per creare i grafici sono chiamate tabelle di input. Non viene eseguita alcuna duplicazione dei dati durante la creazione di un grafico.

Spanner Graph supporta il modello di dati del grafo di proprietà con nodi e archi annotati con etichette e proprietà. In questo schema del grafo finanziario, abbiamo creato tre tipi di nodi e tre tipi di archi in base alle tabelle di input relazionali definite in precedenza.

Nodi

Definiamo tre tipi di nodi in base a tre tabelle di input:

1. Nodo Person, basato sulla tabella Persona
2. Nodo Account, basato sulla tabella Account
3. Nodo Loan, in base alla tabella 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)
  )
 ...

Ogni riga delle tabelle dei nodi viene mappata a un nodo nel modello del grafo. Ogni nodo ha un'etichetta, ad esempio Account e Person, che lo rappresenta. Nella pagina successiva utilizzerai le etichette per eseguire query sui tipi di nodi.

Per impostazione predefinita, tutte le colonne della tabella di input al momento della creazione del grafo sono incluse come proprietà dei nodi. Ad esempio, le colonne id, create_time, is_blocked e type della tabella Account sono proprietà del nodo Account. Tuttavia, le colonne possono essere escluse dal modello di grafico utilizzando la sintassi ALL COLUMNS EXCEPT, spiegata qui.

Nota:

Nello schema creato manualmente del passaggio 5, gli input delle tabelle dei nodi consistono esclusivamente in nomi di tabelle (ad es. Account, Node).

In confronto, lo schema DDL del grafo della pagina Panoramica del database viene espanso per includere LABEL, KEY e PROPERTIES per le definizioni di nodi ed archi.

Entrambe le rappresentazioni sono semanticamente equivalenti. La definizione espansa migliora la comprensione dello schema completo.

Bordi

Definiamo tre tipi di archi tra i nodi:

1. Bordo AccountRepayLoan, basato sulla tabella AccountRepayLoan, che collega il nodo Account al nodo Loan.
2. Bordo AccountTransferAccount, basato sulla tabella AccountTransferAccount, che collega il nodo Account a un altro nodo Account.
3. Bordo PersonOwnAccount, basato sulla tabella PersonOwnAccount, che collega il nodo Person al 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)
  );

La mappatura di una tabella agli spigoli richiede la definizione delle chiavi di origine e di destinazione. Queste chiavi stabiliscono la relazione tra l'arco e i nodi di origine e di destinazione.

Ad esempio, ogni bordo PersonOwnAccount collega un nodo Person (origine) a un nodo Account (destinazione).

• Il nodo SOURCE di un bordo è un nodo Person il cui id è uguale al bordo id.
• Il nodo DESTINATION di un bordo è un nodo Account il cui id è uguale al bordo 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)

Ogni bordo ha un'etichetta, ad esempio Repays e Owns, che ne rappresenta il tipo. Come per i nodi del grafo, per impostazione predefinita tutte le colonne della tabella di input sono incluse come proprietà degli archi.

Scopri di più sullo schema

Puoi scoprire di più sui concetti generali dello schema di grafo, come etichetta, proprietà e relazione con le tabelle di input, qui.

Scopri di più sulla definizione di un nodo e sulla definizione di un'associazione.

Riepilogo

In questo passaggio hai compreso le tabelle di input e i tipi di nodi e archi del grafo dello schema del grafo finanziario.

A seguire

Successivamente, eseguirai query su scenari finanziari per scoprire il potenziale dei dati grafici.

7. Esegui query sul grafo utilizzando GQL

Che cos'è il traversale delle query sul grafo in GQL

I dati del grafico sono rappresentati come nodi collegati da archi. Una query sul grafo esplora queste connessioni, passando da un nodo all'altro in base ai criteri specificati. In una query sul grafo, un "hop" si riferisce al passaggio da un nodo all'altro lungo un bordo di collegamento. Indica un singolo passaggio della procedura di attraversamento.

Ad esempio, nel traversale del grafo riportato di seguito, sono presenti 2 hop tra Persona (Bob), Account (18) e Prestito (27).

Eseguire query in Spanner Studio

In questo passaggio, eseguirai più query GQL per comprendere in che modo la semantica delle query sui grafici consente l'analisi dei dati dei grafici finanziari.

Per ogni query, puoi creare un nuovo editor, ad esempio "Editor 1", da eseguire in Spanner Studio.

Query 1: corrispondenza di pattern di nodi ed archi di base

Puoi eseguire la query riportata di seguito per eseguire la ricerca da un nodo persona denominato "Jacoby", trovare gli account di proprietà della persona e scoprire i prestiti rimborsati dall'account. Questa è una traversata di query sul grafico a 2 hop:

• 1° hop: dal nodo Person al nodo Account tramite l'edge Owns
• 2° hop: dal nodo Account al nodo Loan tramite l'edge Repays

Il modo in cui abbiniamo i tipi di nodi e di archi si basa sulle relative etichette, ad esempio le parti :Person, :Owns e :Account nella query riportata di seguito.

Il risultato restituisce l'ID account, le informazioni sul rimborso e le informazioni sul prestito, ordinate in base alla data di rimborso del prestito

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:se dai un'occhiata veloce a Esplorazione dello schema del grafico (passaggio 5), ogni nodo e ogni bordo definito nello schema ha un LABEL associato.

Puoi scoprire di più su come la sintassi delle query corrisponde ai nodi e agli archi nei rispettivi link.

Il diagramma seguente aiuta a visualizzare in che modo la query può recuperare tutti gli account di proprietà di "Jacoby" che hanno effettuato rimborsi del prestito. Il risultato della query potrebbe essere diverso da quello suggerito dal diagramma.

L'esecuzione della query nell'editor dovrebbe restituire risultati come quelli riportati di seguito. Il risultato indica che "Jacoby" ha un solo account (ID 569) e un solo prestito (ID 110), ma sono presenti più rimborsi.

Query 2: attraversamento del percorso quantificato e restituzione degli elementi del grafico

La seguente query corrisponde a tutti i trasferimenti di denaro da un account di origine con id=75 entro 3-6 hop a un account di destinazione con id=199. La sintassi {3,6} viene utilizzata per rappresentare un attraversamento del percorso quantificato da 3 a 6 hop tra src_accnt e 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;

Visivamente, puoi pensare al traversale dei bordi quantificato come segue: parte da un nodo src_account e recupera tutti i possibili percorsi di trasferimento dell'account tra 3 e 6 hop per raggiungere dst_account.

Ad esempio, il percorso evidenziato in basso è una query con sei hop.

L'esecuzione di questa query dovrebbe produrre i seguenti risultati:

Nota:puoi scoprire di più sul pattern di bordo quantificato qui.

Gli elementi del grafico possono essere restituiti in formato JSON utilizzando la funzione TO_JSON, come gli spigoli transfers restituiti sopra. Gli oggetti JSON restituiti per i nodi e gli archi includono identifier, properties e labels. Inoltre, gli oggetti JSON restituiti per gli edge includeranno anche source_node_identifier e destination_node_identifier.

In questa query, il risultato restituisce il numero di hop degli archi di trasferimento e gli archi di trasferimento in ogni percorso corrispondente in formato JSON con TO_JSON(transfer) AS transfer_edges.

Il valore transfer_edges restituito è un oggetto array JSON. È di tipo array JSON perché possono essere presenti più edge di trasferimento in ogni percorso corrispondente tra l'account di origine e quello di destinazione.

Ogni elemento dell'array è un bordo, contenente labels, source_node_identifier e destination_node_identifier di nodi collegati e dati properties del bordo come amount e 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:l'identificatore nell'elemento del grafo JSON è opaco, non ha un significato semantico ed è associato a un singolo ambito di esecuzione della query. Non può essere riutilizzato nelle query successive.

Query 3: ricerca del percorso più breve

La query 2 trova tutti e tre i percorsi da src_accnt e dst_accnt nell'intervallo di hop specificato. Ogni percorso è costituito da un numero distinto di hop, ovvero quattro, cinque e sei.

Se vuoi trovare il percorso più breve tra questi due nodi, puoi modificarlo utilizzando il prefisso di ricerca del percorso MATCH ANY SHORTEST. La query riportata di seguito trova qualsiasi percorso più breve tra questi due account entro da 3 a 6 hop.

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;

Se confronti i risultati di entrambe le query, scoprirai che la query 2 restituisce tutti e tre i percorsi possibili, mentre la query 3 (questa query) restituisce un solo risultato, ovvero il percorso più breve di 4 hop.

L'esecuzione della query dovrebbe produrre il seguente risultato.

Query 4: query sul grafico concatenate tramite composizione lineare

È possibile identificare relazioni più complesse utilizzando la parola chiave NEXT per concatenare blocchi di query sul grafico.

Nella query riportata di seguito, vuoi comprendere il flusso di denaro degli account dei clienti per cercare incassi o pagamenti di importo elevato sospetti nell'ambito dei requisiti di analisi della conformità.

Per farlo, devi prima trovare tutti i conti bancari di proprietà di "Bisla" nel primo blocco di query con MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).

Poi, nel secondo blocco dopo NEXT, calcola gli importi totali dei trasferimenti in ogni account dal giorno "01-01-2020".

Dopodiché, applica la stessa logica per gli importi in uscita nella query del terzo blocco. Infine, calcola il rapporto tra gli importi in entrata e quelli in uscita per ogni account nell'ultimo blocco.

Per i risultati intermedi della query a cui devi accedere dopo la parola chiave NEXT, devi restituirli alla fine del blocco precedente. Ad esempio, il valore accnt corrispondente viene restituito nel primo blocco in modo che il secondo blocco possa eseguire query sui trasferimenti in entrata in questi account.

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;

Il diagramma seguente mostra cosa viene attraversato dalla query.

L'esecuzione della query dovrebbe produrre il seguente risultato:

Esplora altre query sul grafico

Puoi trovare una serie di esempi di query sui grafici compatibili con lo schema di questo codelab nella guida dell'utente.

Per esplorare la sintassi delle query sul grafo, puoi leggere i riferimenti a Graph Query Language di GoogleSQL qui.

Riepilogo

In questo passaggio hai eseguito numerose query sui grafici GQL e ne hai compreso la semantica.

A seguire

Successivamente, eseguirai query che combinano GQL e SQL.

8. Esegui query su grafico e tabelle contemporaneamente

Eseguire query in Spanner Studio

In questo passaggio, eseguirai query sul grafo che interoperano con le tabelle SQL per collegare il modello di grafo di Spanner al suo modello relazionale.

Per ogni query, puoi creare un nuovo editor in Spanner Studio da eseguire.

Esegui una query SQL interoperabile

In Spanner Graph, SQL e GQL sono completamente interoperabili. Puoi combinare GQL e SQL utilizzando l'operatore GRAPH_TABLE. All'interno dell'operatore, puoi scrivere GQL come nella sezione precedente. Puoi quindi ricollegare i risultati alla parte di query SQL tramite l'istruzione RETURN.

Ad esempio, puoi combinare GQL e SQL per trovare informazioni di controllo degli account che hanno ricevuto bonifici da un account sospetto.

Se esamini la seguente query, la query GQL nell'operatore GRAPH_TABLE attraversa 1 o 2 hop da un account sospetto tramite l'edge Transfers e poi restituisce gli ID distinti degli account raggiunti. La query viene quindi unita alla tabella AccountAudits per trovare le informazioni di controllo di questi account.

SELECT
  audit.id as accnt_id,
  audit.audit_timestamp as audit_ts,
  audit.audit_details as details
FROM
  AccountAudits audit,
  GRAPH_TABLE(
    FinGraph
    MATCH (suspicious_account:Account {id:11})-[:Transfers]->{1,2}(dest_accnt)
    RETURN DISTINCT dest_accnt.id AS reached_account_id
  ) AS accnt_transfers
WHERE accnt_transfers.reached_account_id = audit.id

L'esecuzione della query produrrà risultati come quelli riportati di seguito.

Puoi scoprire di più sull'operatore GRAPH_TABLE per combinare query di grafo e SQL nella guida dell'utente.

A seguire

Successivamente, puoi ripulire il codelab.

9. Pulizia (facoltativa)

Per eseguire la pulizia, vai alla sezione Spanner della console Cloud ed elimina l'istanza graph-demo che abbiamo creato nel codelab.

10. Complimenti!

Complimenti, hai creato uno schema di grafo ed eseguito query sui grafici con Spanner Graph.

Le query SQL tradizionali non sono sufficienti per scoprire le connessioni nei dati che sono diventati sempre più complessi con reti intricate di relazioni. Spanner Graph fornisce un modello di dati grafico mission-critical con una potente sintassi di query sui grafici, una capacità praticamente illimitata e una disponibilità del 99,999%.

Ora che hai familiarizzato di più con i concetti di Spanner Graph, prova subito il tuo schema e i tuoi dati.

Passaggi successivi

Scopri di più su Spanner Graph nella nostra guida utente.