Inizia a utilizzare Spanner Graph

1. Introduzione

Spanner Graph unisce le funzionalità di un database a grafo creato appositamente 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 grafiche compatibile con gli standard ISO GQL (Graph Query Language). Grazie all'interoperabilità tra i modelli relazionali e di grafi, puoi combinare le funzionalità SQL consolidate con l'espressività della corrispondenza dei pattern dei grafi di GQL. Le tabelle possono essere mappate ai grafici utilizzando lo schema dichiarativo senza migrazione dei dati, il che porta i grafici ai set di dati tabellari. In questo modo, puoi posticipare le scelte del modello di dati e utilizzare il linguaggio di query migliore per ogni attività da svolgere.

In questo lab, imparerai a configurare un database Spanner Graph utilizzando un set di dati precompilato, a eseguire query sul grafico utilizzando GQL e ad accedere insieme ai dati grafici e relazionali combinando GQL e SQL.

Cosa creerai

Nell'ambito di 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 di panoramica del database.
• Come scrivere query sui percorsi multi-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 disponi già di 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 a questo progetto. È una stringa di caratteri non utilizzata dalle API di Google. Puoi sempre aggiornarlo.
• L'ID progetto è univoco in tutti i progetti Google Cloud ed è immutabile (non può essere modificato dopo l'impostazione). La console Cloud genera automaticamente una stringa univoca, di solito non ti interessa di cosa si tratta. Nella maggior parte dei codelab, dovrai fare riferimento all'ID progetto (in genere identificato come PROJECT_ID). Se non ti piace l'ID generato, puoi generarne un altro casuale. In alternativa, puoi provare a crearne uno e vedere se è disponibile. Non può essere modificato dopo questo passaggio e rimane per tutta la durata del progetto.
• Per tua informazione, esiste un terzo valore, un numero di 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 che lo hai selezionato. Sei l'unico utente di questo ID. Anche se un progetto viene eliminato, l'ID non può essere riutilizzato

Nota:se utilizzi un account Gmail, puoi lasciare la posizione predefinita impostata su Nessuna organizzazione. Se utilizzi un account Google Workspace, scegli una posizione adatta alla tua organizzazione.

Configurazione di fatturazione

Successivamente, dovrai seguire la guida utente per la gestione della fatturazione e attivare la fatturazione in Cloud Console. I nuovi utenti di Google Cloud possono usufruire del programma prova senza costi di 300$. Per evitare addebiti oltre a 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 gestito 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:

Bastano pochi istanti per eseguire il provisioning e connettersi all'ambiente. Al termine, dovresti vedere un risultato simile a questo:

Questa macchina virtuale è caricata con tutti gli strumenti per sviluppatori 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 della rete. Tutto il lavoro in questo codelab può essere svolto all'interno di 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. Puoi verificarlo visitando questo link della console.

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

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: SDK gcloud 493.0.0. Per trovare la versione di gcloud SDK, esegui il comando riportato di seguito.

$ gcloud version | grep Google

Ecco un output di esempio:

Google Cloud SDK 489.0.0

Se la versione che stai utilizzando 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 da aggiornare 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 modificarla con un'altra regione 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 Spanner Graph 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 con la fatturazione Cloud abilitata nel proprio progetto. Non ti verrà addebitato alcun costo 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 hai l'idoneità, 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 un'altra regione 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 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 di Spanner di cui è stato eseguito il provisioning

Se non hai diritto a utilizzare un'istanza di prova senza costi, puoi configurare un'istanza di Spanner di cui è stato eseguito il provisioning con un nodo 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. Crea automaticamente il database Spanner

Nota:le seguenti istruzioni utilizzano un comando gcloud per configurare il database e inserire i dati. Se ti interessa la procedura manuale, vai al passaggio successivo (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: SDK gcloud 484.0.0. Puoi scoprire la versione di gcloud SDK eseguendo 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 precedente 483.0.0), 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 da aggiornare per motivi di sicurezza.

Creazione dell'istanza e del database

Una volta che l'istanza è in esecuzione, 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 configurarla.

export SPANNER_INSTANCE_ID={your_instance_id}

Utilizza lo strumento a riga di comando gcloud di Google Cloud Shell riportato di seguito per creare un database Spanner con uno schema di grafico 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 del grafico finanziario nel database. Lo schema contiene definizioni di nodi per entità come conti bancari, prestiti e così via, nonché definizioni di archi per le relazioni tra queste entità. 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 il messaggio di errore Failed to insert data for the graph database, puoi seguire la pagina del passaggio 5 facoltativo per creare manualmente un database e poi inserire i dati.

Prossimo

Puoi saltare la sezione facoltativa successiva se la creazione automatica del database è andata a buon fine e passare direttamente a "Esplorare lo schema del grafico" (passaggio 6).

5. (Facoltativo) Crea manualmente un database Spanner

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

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

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 configurarla.

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 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, quindi potrebbe 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 successivo.

Caricare i dati

Ora devi inserire alcuni dati del grafico finanziario nel database.

Spanner Graph crea grafici dalle tabelle di input, quindi i dati del grafico si basano su quelli delle tabelle di input, senza duplicazione dei dati. Allo stesso modo, le modifiche ai dati nelle tabelle di input vengono automaticamente riportate nel modello del grafico. In questo modo si evita un ETL complesso per la sincronizzazione con altre origini dati.

Puoi utilizzare le istruzioni SQL INSERT che conosci per inserire dati nelle tabelle di input.

Apri una nuova scheda in Spanner Studio, copia e incolla le seguenti istruzioni di inserimento e fai clic sul pulsante RUN. Le istruzioni INSERT inseriranno migliaia di nodi e archi nel tuo database. Dato il volume di 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 grafico e i dati del grafico precompilati.

Prossimo

Successivamente, esplorerai lo schema del grafico

6. Esplorare lo schema del grafico

Visualizza 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" (in fondo alla pagina) per visualizzare lo schema del database.

Quando esamini lo schema, vedrai innanzitutto una serie di tabelle relazionali con istruzioni CREATE TABLE, acquisite anche nello screenshot riportato di seguito:

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

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

Comprendere lo schema del grafico

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

Spanner Graph supporta il modello di dati del grafico di proprietà con nodi e archi annotati con etichette e proprietà. In questo schema del grafico 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, in base alla tabella Account
3. Nodo Loan, basato sulla 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 come Account e Person, che lo rappresenta. Utilizzerai le etichette per eseguire query sui tipi di nodi nella pagina successiva.

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 del grafico utilizzando la sintassi ALL COLUMNS EXCEPT, illustrata qui.

Nota:

Nello schema creato manualmente del passaggio 5, gli input della tabella dei nodi sono costituiti esclusivamente dai nomi delle tabelle (ad es. Account, Node).

Al contrario, lo schema DDL del grafico della pagina di panoramica del database viene espanso per includere LABEL, KEY e PROPERTIES per le definizioni di nodi e archi.

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

Bordi

Definiamo tre tipi di archi tra i nodi:

1. arco AccountRepayLoan, in base alla tabella AccountRepayLoan, che collega il nodo Account al nodo Loan.
2. arco AccountTransferAccount, basato sulla tabella AccountTransferAccount, che collega il nodo Account a un altro nodo Account.
3. arco PersonOwnAccount, in base alla 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 ai bordi deve definire le 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 arco PersonOwnAccount collega un nodo Person (origine) a un nodo Account (destinazione).

• Il nodo SOURCE di un arco è un nodo Person il cui id è uguale al id dell'arco.
• Il nodo DESTINATION di un arco è un nodo Account il cui id è uguale all'account_id dell'arco.

   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 arco ha un'etichetta come Repays e Owns, che rappresenta il tipo di arco. Analogamente ai nodi del grafico, tutte le colonne della tabella di input sono incluse come proprietà degli archi per impostazione predefinita.

Scopri di più sullo schema

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

Scopri di più su come definire un nodo e definire un arco.

Riepilogo

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

Prossimo

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

7. Esegui query sul grafico utilizzando GQL

Che cos'è l'attraversamento delle query del grafico in GQL

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

Ad esempio, nell'attraversamento del grafico riportato di seguito, ci sono 2 hop tra Persona (Bob), Account (18) e Prestito (27).

Eseguire query in Spanner Studio

In questo passaggio, eseguirai più query GQL per capire in che modo la semantica delle query grafiche consente l'analisi dei dati del grafico finanziario.

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

Query 1 - Corrispondenza di pattern di nodi e archi di base

Puoi eseguire la query riportata di seguito per attraversare un nodo persona denominato "Jacoby", trovare gli account di proprietà della persona e poi scoprire i prestiti rimborsati dall'account. Questo è un attraversamento della query del grafico a due passaggi:

• 1° hop: dal nodo Person al nodo Account tramite il bordo Owns
• Secondo hop: dal nodo Account al nodo Loan tramite il bordo Repays

Il modo in cui abbiniamo i tipi di nodi e archi si basa sulle loro 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 sul prestito, ordinati per 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 a Esplorare lo schema del grafico (passaggio 5), ogni nodo e arco definito nello schema ha un LABEL associato.

Puoi scoprire di più su come la sintassi delle query corrisponde a nodi e 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 di prestiti. Il risultato della query potrebbe differire da quanto 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 ci sono più rimborsi tra loro.

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

La seguente query corrisponde a tutti i trasferimenti di denaro dell'account a partire da un account di origine con id=75 entro 3-6 hop, per raggiungere 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;

A livello visivo, puoi immaginare l'attraversamento degli archi quantificati come segue: inizia da un nodo src_account e recupera tutti i possibili percorsi di trasferimento dell'account tra 3 e 6 hop per raggiungere dst_account.

Il percorso evidenziato in basso, ad esempio, è una query di 6 hop.

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

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

Gli elementi del grafico possono essere restituiti in formato JSON utilizzando la funzione TO_JSON, come vengono restituiti i bordi transfers sopra. Gli oggetti JSON restituiti per il nodo e il bordo includono identifier, properties e labels. Inoltre, gli oggetti JSON restituiti per i bordi includeranno anche source_node_identifier e destination_node_identifier.

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

L'oggetto transfer_edges restituito è un array JSON. È di tipo array JSON perché possono esserci più archi di trasferimento in ogni percorso corrispondente tra l'account di origine e quello di destinazione.

Ogni elemento dell'array è un arco, contenente labels, source_node_identifier e destination_node_identifier di nodi connessi e dati dell'arco properties 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 grafico JSON è opaco, non ha alcun 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 all'interno dell'intervallo specificato di hop. 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 il percorso più breve tra questi due account entro 3-6 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 i tre 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 del grafico concatenate mediante composizione lineare

Le relazioni più complesse possono essere identificate utilizzando la parola chiave NEXT per concatenare blocchi di query del grafico.

Nella query riportata di seguito, vuoi comprendere il flusso di denaro degli account cliente per cercare grandi afflussi o deflussi 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 1° gennaio 2020.

Dopodiché, applichi la stessa logica per gli importi in uscita nella query del terzo blocco. Infine, calcoli il rapporto tra gli importi in entrata e 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 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 attraversa la query.

L'esecuzione della query dovrebbe produrre il seguente risultato:

Esplora altre query del grafico

Nella guida per l'utente puoi trovare diversi esempi di query grafiche compatibili con lo schema di questo codelab.

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

Riepilogo

In questo passaggio hai eseguito numerose query del grafico GQL e ne hai compreso la semantica.

Prossimo

Successivamente, eseguirai query che combinano GQL e SQL.

8. Eseguire query sul grafico e sulle tabelle insieme

Eseguire query in Spanner Studio

In questo passaggio, eseguirai query sui grafi che interagiscono con le tabelle SQL per connettere il modello a grafo di Spanner con il suo modello relazionale.

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

Esegui query interoperabile SQL

In Spanner Graph, SQL e GQL sono completamente interoperabili. Combina 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 della 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 esaminiamo la seguente query, la query GQL nell'operatore GRAPH_TABLE attraversa 1 o 2 hop da un account sospetto tramite il bordo Transfers, quindi restituisce gli ID univoci degli account raggiunti. La query viene quindi unita alla tabella AccountAudits per trovare le informazioni di audit 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 simili a quelli riportati di seguito.

Per saperne di più sull'operatore GRAPH_TABLE per combinare query SQL e grafiche, consulta la guida per l'utente.

Prossimo

Successivamente, puoi pulire il codelab.

9. Pulizia (facoltativo)

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

10. Complimenti!

Congratulazioni, hai creato correttamente uno schema del grafico ed eseguito query sul grafico con Spanner Graph.

La query SQL tradizionale non è sufficiente per scoprire le connessioni nei dati, che sono diventate sempre più complesse con intricate reti di relazioni. Spanner Graph fornisce un modello di dati grafici mission-critical con una potente sintassi di query grafiche, capacità praticamente illimitata e disponibilità del 99,999%.

Ora che hai più familiarità con i concetti di Spanner Graph, prova subito lo schema e i dati.

Passaggi successivi

Scopri di più su Spanner Graph nella nostra guida per l'utente.