Primeiros passos com o gráfico do Spanner

1. Introdução

O Spanner Graph une os recursos de banco de dados de gráfico criados para esse fim com o Spanner, o banco de dados sempre ativado, com consistência global e escalonamento praticamente ilimitado do Google Cloud.

O Spanner Graph oferece suporte a uma interface de consulta de gráfico compatível com os padrões ISO GQL (Graph Query Language). Com a interoperabilidade entre modelos relacionais e de gráficos, é possível combinar os recursos bem estabelecidos do SQL com a expressividade da correspondência de padrões de gráfico do GQL. As tabelas podem ser mapeadas para gráficos usando o esquema declarativo sem migração de dados, o que traz gráficos para conjuntos de dados tabulares. Com isso, é possível adiar (ou seja, adiar) as escolhas do modelo de dados e usar a melhor linguagem de consulta para cada job.

Neste laboratório, você vai aprender a configurar um banco de dados do Spanner Graph usando um conjunto de dados pré-preenchido, consultar o gráfico usando o GQL e acessar dados gráficos e relacionais juntos combinando o GQL e o SQL.

O que você vai criar

Como parte deste laboratório, você vai:

• Crie uma instância do Spanner.
• Configure um banco de dados com um esquema de gráfico financeiro e conjuntos de dados preenchidos.
• Emitir consultas GQL e combinar GQL e SQL.

O que você vai aprender

• Como configurar uma instância do Spanner.
• Como usar o comando gcloud spanner samples init finance-graph para configurar um banco de dados de amostra do Spanner Graph.
• Como visualizar o esquema do gráfico na página de visão geral do banco de dados.
• Como escrever consultas de caminhos de vários saltos usando o GQL.
• Como escrever consultas mais complexas usando o GQL.
• Como combinar o GQL e o SQL.

O que é necessário

• Um projeto do Google Cloud conectado a uma conta de faturamento.
• Um navegador, como o Chrome ou o Firefox

2. Configuração e requisitos

Observação:pule esta etapa se você já tiver um projeto do GCP com o faturamento ativado.

Criar um projeto do GCP

Faça login no Console do Google Cloud e crie um novo projeto ou reutilize um existente. Crie uma conta do Gmail ou do Google Workspace, se ainda não tiver uma.

• O Nome do projeto é o nome de exibição para os participantes do projeto. É uma string de caracteres não usada pelas APIs do Google e pode ser atualizada quando você quiser.
• O ID do projeto precisa ser exclusivo em todos os projetos do Google Cloud e não pode ser mudado após a definição. O console do Cloud gera automaticamente uma string exclusiva. Em geral, não importa o que seja. Na maioria dos codelabs, é necessário fazer referência ao ID do projeto, normalmente identificado como PROJECT_ID. Se você não gostar do ID gerado, crie outro aleatório. Se preferir, teste o seu e confira se ele está disponível. Ele não pode ser mudado após essa etapa e permanece durante o projeto.
• Para sua informação, há um terceiro valor, um Número do projeto, que algumas APIs usam. Saiba mais sobre esses três valores na documentação.

Atenção: o ID do projeto é globalmente exclusivo e não pode ser usado por outras pessoas após a seleção. Você é o único usuário com esse ID. Mesmo que um projeto seja excluído, o ID não poderá ser usado novamente.

Observação: se você usa uma conta do Gmail, defina o local padrão como Sem organização. Se você usa uma conta do Google Workspace, escolha um local adequado para a organização.

Configuração de faturamento

Em seguida, siga o guia do usuário para gerenciar o faturamento e ative o faturamento no console do Cloud. Novos usuários do Google Cloud estão qualificados para o programa de US$300 de avaliação sem custos. Para evitar cobranças além deste tutorial, encerre a instância do Spanner no final do codelab seguindo a "Etapa 9: Limpeza".

Iniciar o Cloud Shell

Embora o Google Cloud e o Spanner possam ser operados remotamente do seu laptop, neste codelab usaremos o Google Cloud Shell, um ambiente de linha de comando executado no Cloud.

No Console do Google Cloud, clique no ícone do Cloud Shell na barra de ferramentas superior à direita:

O provisionamento e a conexão com o ambiente levarão apenas alguns instantes para serem concluídos: Quando o processamento for concluído, você verá algo como:

Essa máquina virtual contém todas as ferramentas de desenvolvimento necessárias. Ela oferece um diretório principal persistente de 5 GB, além de ser executada no Google Cloud. Isso aprimora o desempenho e a autenticação da rede. Neste codelab, todo o trabalho pode ser feito com um navegador. Você não precisa instalar nada.

3. Criar uma instância do Spanner

Observação:pule esta etapa se você já tiver uma instância do Spanner para fins de teste no seu projeto. Para verificar, acesse este link do console.

No Spanner, uma instância é um cluster de recursos de computação e armazenamento que hospeda um ou mais bancos de dados do Spanner. Você vai precisar de pelo menos uma instância para hospedar um banco de dados do Spanner para este codelab.

Verificar a versão do SDK do gcloud

Antes de criar uma instância, verifique se o SDK do gcloud no Google Cloud Shell foi atualizado para a versão necessária: SDK do gcloud 493.0.0. Para encontrar a versão do SDK do gcloud, siga o comando abaixo.

$ gcloud version | grep Google

Confira um exemplo de saída:

Google Cloud SDK 489.0.0

Se a versão que você está usando for anterior à versão 493.0.0 (489.0.0 no exemplo anterior), atualize o SDK Google Cloud executando o seguinte 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

Observação:o comando anterior lista todos os pacotes a serem atualizados por motivos de segurança.

Ativar a API Spanner

No Cloud Shell, verifique se o ID do projeto está configurado. Use o primeiro comando abaixo para encontrar o ID do projeto configurado. Se o resultado não for o esperado, o segundo comando abaixo vai definir o correto.

gcloud config get-value project

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

Configure a região padrão como us-central1. Você pode mudar para uma região diferente com suporte às configurações regionais do Spanner.

gcloud config set compute/region us-central1

Ative a API Spanner:

gcloud services enable spanner.googleapis.com

Criar a instância do Spanner

Nesta seção, você vai criar uma instância de teste sem custo financeiro ou uma instância provisionada. Neste codelab, o ID da instância do Spanner Graph usado é graph-demo, definido como variável SPANNER_INSTANCE_ID usando a linha de comando export. Opcionalmente, você pode escolher o próprio nome de ID da instância.

Criar uma instância de teste sem custo financeiro do Spanner

Uma instância de teste sem custo financeiro do Spanner de 90 dias está disponível para qualquer pessoa com uma Conta do Google que tenha o faturamento do Cloud ativado no projeto. Você não vai receber cobranças a menos que escolha fazer upgrade da instância de teste sem custo financeiro para uma paga. O Spanner Graph tem suporte na instância de teste sem custo financeiro. Se você se qualificar, crie uma instância de teste sem custo financeiro abrindo o Cloud Shell e executando este comando:

export SPANNER_INSTANCE_ID=graph-demo
export SPANNER_REGION=regional-us-central1
gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --instance-type=free-instance \
  --description="Spanner Graph demo"

Observação:este comando usa regional-us-central1 como a região. É possível selecionar uma região diferente com base nas configurações de região disponíveis para a instância de teste sem custo financeiro do Spanner. Saiba como criar uma instância de teste sem custo financeiro.

Saída de comando:

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

Criar uma instância provisionada do Spanner

Se você não tiver qualificação para usar uma instância de teste sem custo financeiro, configure uma instância provisionada do Spanner com um nó para este codelab. O Spanner Graph está disponível nas edições Enterprise ou Enterprise Plus. Para criar uma instância na edição Enterprise ou Enterprise Plus, abra o Cloud Shell e execute este 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

Observação:este comando usa regional-us-central1 como a região. É possível selecionar uma região diferente com base nas configurações de região disponíveis para a instância do Spanner.

Resposta ao comando:

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

4. Criar o banco de dados do Spanner automaticamente

Observação:as instruções a seguir usam um comando gcloud para configurar o banco de dados e preencher os dados. Se você quiser fazer o processo manual, pule para a próxima etapa 5.

Verificar a versão do SDK do gcloud

Antes de criar um banco de dados, verifique se o SDK do gcloud no Google Cloud Shell foi atualizado para a versão necessária: SDK do gcloud 484.0.0. Para descobrir a versão do SDK do gcloud, execute o comando abaixo.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Se a versão for anterior à 484.0.0 (por exemplo, a saída 483.0.0 acima), você vai precisar fazer upgrade copiando e executando o comando abaixo.

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

Observação:o comando acima lista todos os pacotes que precisam ser atualizados por motivos de segurança.

Como criar instâncias e bancos de dados

Quando a instância estiver em execução, você poderá criar o banco de dados. O Spanner permite vários bancos de dados em uma única instância.

O banco de dados é onde você define o esquema. Também é possível controlar quem tem acesso ao banco de dados, configurar a criptografia personalizada, configurar o otimizador e definir o período de retenção.

O banco de dados será criado na instância com o id SPANNER_INSTANCE_ID da etapa anterior.

Se você ainda não configurou a variável SPANNER_INSTANCE_ID, use a linha de comando abaixo para fazer isso.

export SPANNER_INSTANCE_ID={your_instance_id}

Use a ferramenta de linha de comando gcloud do Google Cloud Shell abaixo para criar um banco de dados do Spanner com um esquema de gráfico financeiro e um conjunto de dados financeiro preenchido.

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

Resposta ao 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.

Observação:a criação do banco de dados pode levar alguns minutos.

CLI spanner samples

O comando gcloud spanner samples init finance-graph é um wrapper para as seguintes ações:

• Criação de um banco de dados chamado "finance-graph-db" na sua instância.
• Criação de um esquema de gráfico financeiro no banco de dados. O esquema contém definições de nós para entidades como contas bancárias, empréstimos etc., e definição de aresta para relacionamentos entre elas. Você poderá examinar o esquema do banco de dados na etapa 6.
• Inserção de vários milhares de nós e arestas de gráfico no banco de dados.

Como processar erros

Falha ao inserir dados

Se a ferramenta terminar com uma mensagem de erro Failed to insert data for the graph database, siga a página opcional "Etapa 5" para criar manualmente um banco de dados e inserir dados.

A seguir

Se a criação automática do banco de dados tiver sido bem-sucedida, você pode pular a próxima seção opcional e ir direto para "Explorar o esquema do gráfico" (Etapa 6).

5. (Opcional) Criar um banco de dados do Spanner manualmente

Observação:se você já usou gcloud spanner samples para criar um banco de dados finance-graph-db na etapa anterior, pule esta etapa.

Quando a instância estiver em execução, você poderá criar o banco de dados manualmente.

O banco de dados é onde você define o esquema. Também é possível controlar quem tem acesso ao banco de dados, configurar a criptografia personalizada, configurar o otimizador e definir o período de retenção.

O banco de dados será criado na instância com o id SPANNER_INSTANCE_ID nas etapas anteriores.

Se você ainda não configurou a variável SPANNER_INSTANCE_ID, use a linha de comando abaixo para fazer isso.

export SPANNER_INSTANCE_ID={your_instance_id}

Para criar um banco de dados, use a ferramenta de linha de comando gcloud:

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

Resposta ao comando:

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

Criar o esquema com gráfico

Para configurar o esquema, acesse o Spanner Studio e use o Editor:

Para o esquema, copie e cole o DDL abaixo no editor do 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
  );

Observação:cada instrução CREATE é executada sequencialmente, o que pode levar alguns instantes.

Em seguida, clique no botão RUN e aguarde alguns segundos até que o esquema seja criado.

Você pode se perguntar sobre o significado de cada instrução CREATE, especialmente a instrução CREATE PROPERTY GRAPH. Vamos inspecionar o esquema na próxima etapa 6).

Carregue os dados

Agora, você vai inserir alguns dados de gráfico financeiro no seu banco de dados.

O Spanner Graph cria gráficos com base em tabelas de entrada. Assim, os dados do gráfico são baseados nas tabelas de entrada, sem duplicação de dados. Da mesma forma, as mudanças de dados nas tabelas de entrada são refletidas automaticamente no modelo de gráfico. Isso evita o ETL complicado para sincronização com outras fontes de dados.

Você pode usar as instruções INSERT SQL conhecidas para inserir dados nas tabelas de entrada.

Abra uma nova guia no Spanner Studio, copie e cole as seguintes instruções de inserção e clique no botão RUN. As instruções INSERT vão preencher milhares de nós e arestas no seu banco de dados. Devido ao volume de texto, a cópia pode levar alguns segundos.

INSERT OR IGNORE INTO Account (id, create_time, is_blocked, type) VALUES (1,"2020-01-10 06:22:20.222",false,"brokerage account"),(2,"2020-01-27 17:55:09.206",false,"prepaid card"),(3,"2020-02-18 05:44:20.655",false,"brokerage account"),(4,"2020-02-29 08:49:53.902",false,"debit card"),(5,"2020-03-02 12:47:18.726",false,"brokerage account"),(6,"2020-03-21 15:25:34.327",false,"custodial account"),(7,"2020-04-13 17:53:48.932",false,"brokerage account"),(8,"2020-04-14 20:08:15.427",true,"trust account"),(9,"2020-04-20 06:20:25.717",false,"certificate of deposit"),(10,"2020-04-25 17:12:17.773",false,"debit card"),(11,"2020-05-01 12:42:05.751",false,"escrow account"),(12,"2020-05-07 09:31:24.731",false,"corporate account"),(13,"2020-05-12 02:54:39.38",false,"prepaid card"),(14,"2020-05-12 07:20:33.922",false,"escrow account"),(15,"2020-05-17 23:48:13.525",false,"certificate of deposit"),(16,"2020-05-22 13:25:24.547",false,"escrow account"),(17,"2020-05-24 23:04:09.662",false,"debit card"),(18,"2020-05-25 13:28:18.687",false,"prepaid card"),(19,"2020-05-26 08:20:41.462",false,"brokerage account"),(20,"2020-05-26 21:45:21.362",false,"internet account"),(21,"2020-05-29 11:12:33.826",false,"certificate of deposit"),(22,"2020-06-02 23:51:28.653",false,"trust account"),(23,"2020-06-10 23:13:28.056",false,"debit card"),(24,"2020-06-13 07:03:04.044",false,"prepaid card"),(25,"2020-06-18 00:04:22.973",false,"debit card"),(26,"2020-06-20 02:42:12.633",false,"foreign currency"),(27,"2020-06-27 03:53:28.622",false,"internet account"),(28,"2020-07-04 05:56:27.958",false,"prepaid card"),(29,"2020-07-05 22:59:05.522",false,"foreign currency"),(30,"2020-07-06 16:40:38.026",false,"corporate account"),(31,"2020-07-07 22:50:08.234",false,"prepaid card"),(32,"2020-07-08 02:44:39.09",false,"trust account"),(33,"2020-07-14 10:52:04.924",false,"debit card"),(34,"2020-07-17 02:39:41.539",false,"trust account"),(35,"2020-07-18 13:55:27.536",false,"credit card"),(36,"2020-07-19 18:34:04.354",false,"custodial account"),(37,"2020-07-20 04:59:56.786",false,"custodial account"),(38,"2020-07-27 12:05:32.638",false,"debit card"),(39,"2020-07-30 04:39:01.645",false,"retirement account"),(40,"2020-07-31 11:38:18.198",false,"retirement account"),(41,"2020-08-02 09:08:22.656",false,"foreign currency"),(42,"2020-08-02 11:50:21.996",false,"debit card"),(43,"2020-08-06 05:31:50.574",false,"foreign currency"),(44,"2020-08-08 19:05:07.512",false,"brokerage account"),(45,"2020-08-09 21:46:34.8",false,"prepaid card"),(46,"2020-08-09 22:53:40.287",false,"custodial account"),(47,"2020-08-10 07:35:44.962",false,"prepaid card"),(48,"2020-08-10 09:44:04.774",true,"certificate of deposit"),(49,"2020-08-11 03:40:41.045",false,"custodial account"),(50,"2020-08-11 07:31:33.655",false,"retirement account"),(51,"2020-08-12 19:49:11.684",false,"escrow account"),(52,"2020-08-12 21:26:22.15",false,"foreign currency"),(53,"2020-08-15 08:39:41.839",false,"foreign currency"),(54,"2020-08-15 11:15:30.647",false,"custodial account"),(55,"2020-08-15 16:01:36.985",false,"brokerage account"),(56,"2020-08-24 06:00:08.942",false,"retirement account"),(57,"2020-08-25 21:45:39.75",false,"foreign currency"),(58,"2020-08-29 16:24:18.633",false,"brokerage account"),(59,"2020-08-30 22:31:59.522",true,"certificate of deposit"),(60,"2020-08-31 01:11:41.554",false,"trust account"),(61,"2020-09-03 11:10:31.293",false,"internet account"),(62,"2020-09-03 21:45:38.601",false,"brokerage account"),(63,"2020-09-06 02:58:04.078",false,"foreign currency"),(64,"2020-09-09 20:20:39.17",false,"prepaid card"),(65,"2020-09-12 22:03:48.188",false,"prepaid card"),(66,"2020-09-18 03:49:33.735",false,"trust account"),(67,"2020-09-18 23:43:57.301",false,"foreign currency"),(68,"2020-09-20 01:00:25.7",false,"certificate of deposit"),(69,"2020-09-22 06:55:49.873",false,"credit card"),(70,"2020-09-23 14:55:42.597",false,"certificate of deposit"),(71,"2020-09-25 11:14:17.006",false,"custodial account"),(72,"2020-09-25 17:42:44.351",false,"retirement account"),(73,"2020-09-25 20:02:14.781",false,"debit card"),(74,"2020-09-26 02:11:28.268",false,"credit card"),(75,"2020-09-26 15:16:16.604",false,"escrow account"),(76,"2020-09-26 23:27:19.193",false,"debit card"),(77,"2020-09-28 19:51:20.008",false,"certificate of deposit"),(78,"2020-09-29 00:13:01.697",false,"certificate of deposit"),(79,"2020-09-30 17:41:16.516",false,"trust account"),(80,"2020-10-03 19:42:27.803",false,"debit card"),(81,"2020-10-04 22:54:00.124",false,"debit card"),(82,"2020-10-06 12:22:20.764",false,"brokerage account"),(83,"2020-10-06 14:35:38.915",false,"merchant account"),(84,"2020-10-06 20:32:54.987",true,"trust account"),(85,"2020-10-09 11:11:21.638",false,"retirement account"),(86,"2020-10-15 16:05:12.846",false,"foreign currency"),(87,"2020-10-15 20:43:04.559",false,"certificate of deposit"),(88,"2020-10-22 05:03:40.496",false,"merchant account"),(89,"2020-10-22 23:54:54.151",false,"certificate of 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"User logged in successfully."), (229,"2021-02-07 21:25:24", "Profile picture updated."), (301,"2020-05-16 13:22:18", "Data import completed."), (282,"2020-03-27 08:10:51", "Support ticket closed."), (438,"2020-12-09 17:56:16", "API key generated."), (375,"2021-08-24 21:12:00", "User logged in successfully."), (75,"2021-10-04 00:55:23", "Subscription renewed."), (688,"2020-02-25 22:27:13", "Payment method removed."), (683,"2020-05-04 13:50:30", "Device unlinked from the account."), (353,"2020-02-11 21:40:06", "Billing information updated."), (96,"2020-08-15 04:10:06", "Login attempt from unrecognized device."), (617,"2020-06-08 19:07:19", "Failed login attempt using incorrect password from IP address [ip address removed]."), (451,"2020-06-09 13:00:48", "Account password reset successfully."), (392,"2021-04-02 12:05:56", "User logged in successfully."), (688,"2021-10-01 14:32:51", "API key revoked."), (617,"2020-08-11 09:23:39", "Account locked due to multiple failed login attempts."), (392,"2021-10-15 17:09:39", "Account permissions modified."), (196,"2020-01-27 20:05:26", "Account unlocked by system administrator."), (130,"2020-07-05 20:04:29", "File uploaded to the account."), (123,"2021-11-13 13:55:12", "Billing information updated."), (153,"2020-10-07 10:10:29", "File uploaded to the account."), (518,"2020-08-18 15:05:17", "Account password reset successfully."), (225,"2021-06-22 13:13:52", "Account unlocked by system administrator."), (123,"2021-02-17 23:57:05", "API key generated."), (8,"2020-05-26 14:33:07", "Subscription renewed."), (229,"2021-07-26 08:40:50", "Data import completed."), (247,"2021-03-13 23:46:57", "Referral link shared."), (621,"2021-08-02 19:40:15", "Subscription renewed."), (4,"2020-01-14 11:59:52", "Two-factor authentication enabled."), (153,"2020-12-13 18:58:38", "Account deleted by user."), (562,"2021-04-01 16:16:58", "Account successfully created."), (392,"2020-12-18 19:07:27", "Successful login from new IP address."), (573,"2020-04-01 06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset successfully."), (3,"2020-03-29 00:27:36", "Account password reset successfully."), (489,"2020-02-29 23:54:59", "Account password updated."), (621,"2021-06-15 07:33:20", "Account details viewed by user."), (212,"2020-01-16 02:15:04", "Successful login from new IP address."), (645,"2020-06-25 10:59:08", "Account deleted by user."), (48,"2020-08-22 06:21:04", "Support ticket closed."), (213,"2021-10-13 19:32:02", "Account password reset successfully."), (290,"2020-09-16 09:20:21", "Account permissions modified."), (693,"2021-08-02 12:08:43", "Billing information updated."), (505,"2021-08-29 00:05:24", "Data import completed."), (602,"2020-04-20 00:52:09", "Data import completed."), (213,"2020-08-14 00:25:44", "Data export requested."), (247,"2021-01-06 08:56:08", "Profile picture updated."), (117,"2021-10-08 15:20:14", "Payment method added."), (75,"2020-12-07 05:42:09", "API key revoked."), (196,"2020-09-10 22:24:16", "Suspicious activity detected from new location."), (13,"2020-02-18 00:41:02", "Account recovery email updated."), (455,"2021-05-15 17:20:35", "Account locked due to multiple failed login attempts."), (575,"2021-04-23 00:10:22", "Payment method added."), (562,"2021-09-04 20:30:50", "Account locked due to multiple failed login attempts."), (285,"2020-02-28 18:37:10", "Suspicious activity detected from new location."), (393,"2021-01-02 11:08:14", "Account temporarily suspended."), (641,"2021-08-23 18:55:47", "Account details viewed by user."), (186,"2020-03-07 09:03:05", "File downloaded from the account."), (528,"2021-10-08 06:15:33", "User logged in successfully."), (450,"2020-07-25 12:27:14", "Suspicious activity detected from new location."), (453,"2021-03-07 15:57:55", "Account details viewed by user."), (123,"2020-02-23 12:40:05", "API key generated."), (696,"2020-08-25 06:04:33", "Two-factor authentication disabled."), (416,"2021-06-22 12:48:01", "Account successfully created."), (597,"2020-03-21 11:30:56", "Two-factor authentication enabled."), (196,"2021-04-06 22:35:06", "File uploaded to the account."), (173,"2021-09-04 00:57:52", "Account successfully created."), (590,"2020-03-01 02:56:54", "Billing information updated."), (225,"2021-10-15 07:34:01", "Security question updated."), (693,"2021-11-14 18:03:39", "File downloaded from the account."), (146,"2020-10-14 03:41:20", "Payment method removed."), (577,"2020-01-22 16:46:18", "Suspicious activity detected from new location."), (545,"2020-01-30 23:00:29", "Subscription cancelled."), (504,"2021-06-17 10:57:26", "Data import completed."), (228,"2020-06-05 05:42:53", "Account successfully created."), (405,"2021-04-14 08:41:16", "API key revoked."), (301,"2020-06-14 18:29:04", "Login attempt from unrecognized device."), (375,"2021-05-27 13:06:27", "Security question updated."), (186,"2021-09-04 17:18:21", "Account password updated."), (475,"2020-05-11 08:50:01", "Security question updated."), (504,"2020-08-12 00:24:22", "Subscription cancelled."), (582,"2021-02-02 12:10:03", "Successful login from new IP address."), (392,"2020-10-15 13:16:42", "Account subscription upgraded."), (475,"2021-11-30 03:54:07", "New device linked to the account."), (381,"2020-07-25 22:45:45", "Two-factor authentication disabled."), (130,"2020-10-17 12:38:07", "Account unlocked by system administrator."), (285,"2020-12-23 04:59:09", "Account temporarily suspended."), (501,"2021-05-15 21:58:05", "Billing information updated."), (301,"2020-05-16 03:38:05", "Account password updated."), (504,"2020-07-14 18:53:49", "API key revoked."), (404,"2021-09-04 13:38:11", "Billing information updated."), (696,"2020-02-16 16:14:12", "Login attempt from unrecognized device."), (153,"2020-05-07 05:14:19", "Payment method added."), (590,"2020-09-23 16:58:49", "API key revoked."), (453,"2020-12-06 06:59:15", "Device unlinked from the account."), (453,"2020-04-25 16:07:55", "Data export requested."), (602,"2020-02-23 02:34:53", "Support ticket created."), (404,"2021-05-29 09:08:03", "Account password reset successfully."), (163,"2020-05-03 11:35:26", "Suspicious activity detected from new location."), (207,"2021-08-24 17:55:30", "Subscription cancelled."), (455,"2021-08-17 02:37:09", "Account details viewed by user."), (453,"2021-09-04 20:44:33", "Account locked due to multiple failed login attempts."), (520,"2020-08-07 18:45:09", "Support ticket closed."), (392,"2021-12-16 05:13:11", "API key revoked."), (212,"2020-03-08 15:17:22", "User logged out successfully."), (641,"2021-01-04 21:45:14", "Profile picture updated."), (213,"2020-10-19 19:01:08", "Notification preferences changed."), (393,"2021-08-22 17:30:48", "Account password reset requested."), (577,"2021-03-02 10:29:48", "Support ticket created."), (13,"2020-09-05 17:36:02", "API key generated."), (694,"2021-07-11 03:48:13", "Successful login from new IP address."), (442,"2021-03-04 15:54:53", "Security question updated."), (4,"2020-09-05 15:19:58", "Support ticket closed."), (590,"2021-11-14 16:36:14", "Device unlinked from the account."), (528,"2021-06-30 15:43:15", "Login attempt from unrecognized device."), (688,"2021-04-28 16:58:35", "Failed login attempt using incorrect password from IP address [ip address removed]."), (545,"2020-08-01 10:56:52", "Billing information updated."), (282,"2020-08-30 00:51:45", "Privacy settings updated."), (123,"2020-09-21 13:09:39", "Account details viewed by user."), (617,"2020-07-30 02:19:52", "Account unlocked by system administrator."), (163,"2020-10-23 08:21:23", "Account password reset successfully."), (446,"2020-01-14 12:47:36", "Device unlinked from the account."), (282,"2020-04-10 12:01:11", "Data import completed."), (163,"2021-12-10 17:29:15", "Account details viewed by user."), (207,"2021-02-03 04:52:45", "Account permissions modified."), (163,"2020-05-17 02:30:41", "Account password reset successfully."), (393,"2020-03-25 05:02:37", "Account details viewed by user."), (146,"2021-11-22 08:36:02", "Account password reset successfully."), (489,"2020-06-16 10:18:46", "Account password updated."), (489,"2020-04-27 01:14:43", "API key revoked."), (694,"2021-03-09 16:22:12", "User logged in successfully."), (693,"2021-09-23 19:58:58", "New device linked to the account."), (171,"2021-02-10 12:41:49", "Account recovery email updated."), (218,"2020-12-22 16:02:56", "Account locked due to multiple failed login attempts."), (206,"2020-08-10 13:13:11", "Payment method removed."), (621,"2020-07-14 11:43:52", "File uploaded to the account."), (218,"2021-05-16 10:08:04", "Account password reset requested."), (619,"2020-09-02 18:20:40", "Subscription cancelled."), (206,"2020-04-18 21:30:38", "File uploaded to the account."), (290,"2021-07-08 07:46:39", "Data import completed."), (285,"2021-09-28 19:07:26", "Privacy settings updated."), (453,"2021-05-02 20:50:37", "Referral link shared."), (275,"2021-10-27 19:20:27", "Account locked due to multiple failed login attempts."), (3,"2021-12-20 05:03:37", "Account locked due to multiple failed login attempts."), (573,"2020-09-27 14:11:48", "Login attempt from unrecognized device."), (381,"2020-05-26 05:40:25", "Referral link shared."), (275,"2020-03-18 20:25:31", "Privacy settings updated."), (282,"2020-07-06 09:11:40", "Subscription renewed."), (213,"2021-07-18 02:30:49", "Data import completed."), (44,"2021-08-04 13:37:56", "Account deleted by user."), (173,"2020-09-13 12:52:45", "Account recovery email updated."), (504,"2020-03-11 02:54:59", "Suspicious activity detected from new location."), (416,"2020-11-01 11:14:00", "Profile picture updated."), (306,"2021-05-09 19:19:25", "Profile picture updated."), (212,"2021-06-10 12:03:57", "Subscription renewed."), (186,"2020-10-15 01:02:40", "Device unlinked from the account."), (229,"2020-05-09 05:14:39", "Account details viewed by user."), (450,"2020-06-28 04:46:57", "Account subscription upgraded."), (218,"2021-10-31 11:12:28", "Subscription renewed."), (312,"2021-11-01 17:31:13", "Profile picture updated."), (518,"2021-04-04 22:32:05", "Account password reset requested."), (353,"2020-07-01 14:00:06", "User logged in successfully."), (306,"2021-07-08 07:38:32", "Account password updated."), (153,"2021-12-10 04:16:02", "Notification preferences changed."), (562,"2021-06-01 15:55:25", "API key revoked."), (207,"2020-02-11 12:08:16", "Account password reset requested."), (597,"2020-05-30 13:42:10", "File downloaded from the account."), (518,"2021-02-04 02:08:40", "Subscription renewed."), (96,"2020-10-12 13:38:21", "Payment method added."), (489,"2021-04-14 08:05:29", "Two-factor authentication enabled."), (442,"2020-06-13 00:22:31", "Account recovery email updated."), (275,"2020-05-18 10:17:59", "File uploaded to the account."), (353,"2021-05-23 20:48:25", "Payment method removed."), (206,"2021-07-01 04:44:06", "Two-factor authentication enabled."), (528,"2021-08-12 05:52:10", "Payment method removed.");

Resumo

Nesta etapa, você criou o banco de dados do Spanner com um esquema de gráfico e dados de gráfico pré-preenchidos.

A seguir

A seguir, você vai conhecer o esquema do gráfico.

6. Como analisar o esquema do gráfico

Mostrar esquema do gráfico

No console do Cloud, navegue até a instância do Spanner e clique no banco de dados finance-graph-db. Nesta página de visão geral, clique no botão "Mostrar DDL equivalente" (na parte de baixo da página) para mostrar o esquema do banco de dados.

Ao inspecionar o esquema, você vai encontrar várias tabelas relacionais com instruções CREATE TABLE, também capturadas na captura de tela abaixo:

• Tabela Account, que contém dados sobre contas bancárias
• Tabela AccountAudits, que rastreia auditorias de contas bancárias
• Tabela AccountRepayLoan, que rastreia os pagamentos de empréstimos feitos de contas bancárias.
• tabela AccountTransferAccount, que rastreia transferências de dinheiro entre contas bancárias.
• Tabela Loan, que contém dados sobre empréstimos de clientes
• Tabela Person, que contém dados sobre clientes bancários modelados como pessoas
• Tabela PersonOwnAccount, que rastreia a relação entre as pessoas que possuem contas bancárias

Role para baixo na DDL do esquema e você vai encontrar a instrução CREATE PROPERTY GRAPH FinGraph em que definimos o esquema do gráfico com base nas tabelas SQL acima. Vamos explicar o esquema do gráfico na próxima seção.

Entender o esquema do gráfico

O Spanner Graph permite criar um gráfico usando tabelas com a instrução CREATE PROPERTY GRAPH. As tabelas usadas para criar gráficos são chamadas de tabelas de entrada. Não há duplicação de dados ao criar um gráfico.

O Spanner Graph oferece suporte ao modelo de dados de gráfico de propriedades com nós e arestas anotados com rótulos e propriedades. Neste esquema de gráfico financeiro, criamos três tipos de nós e três tipos de arestas com base nas tabelas de entrada relacional definidas anteriormente.

Nós

Definimos três tipos de nós com base em três tabelas de entrada:

1. Nó Person, com base na tabela "Pessoa"
2. Nó Account, com base na tabela "Conta"
3. Nó Loan, com base na tabela de empréstimos

CREATE PROPERTY GRAPH FinGraph
  NODE TABLES (
    Account
      KEY (id)
      LABEL Account
      PROPERTIES (create_time, id, is_blocked, type),
    Loan
      KEY (id)
      LABEL Loan
      PROPERTIES (balance, create_time, id, interest_rate,loan_amount),
    Person
      KEY (id)
      LABEL Person
      PROPERTIES (id, name)
  )
 ...

Cada linha nas tabelas de nó é associada a um nó no modelo de gráfico. Cada nó tem um rótulo, como Account e Person, que o representa. Você vai usar rótulos para consultar tipos de nó na próxima página.

Por padrão, todas as colunas da tabela de entrada no momento da criação do gráfico são incluídas como propriedades de nó. Por exemplo, as colunas id, create_time, is_blocked e type da tabela Account são propriedades do nó Account. No entanto, as colunas podem ser excluídas do modelo de gráfico usando a sintaxe ALL COLUMNS EXCEPT, explicada aqui.

Observação:

No esquema criado manualmente da etapa 5, as entradas da tabela de nós consistem apenas em nomes de tabelas (por exemplo, Account, Node).

Em comparação, o esquema DDL do gráfico na página de visão geral do banco de dados é expandido para incluir LABEL, KEY e PROPERTIES para as definições de nó e aresta.

Ambas as representações são semanticamente equivalentes. A definição expandida melhora a compreensão do esquema completo.

Bordas

Definimos três tipos de arestas entre nós:

1. Aresta AccountRepayLoan, com base na tabela AccountRepayLoan, que conecta o nó Account ao nó Loan.
2. Borda AccountTransferAccount, com base na tabela AccountTransferAccount, que conecta o nó Account a outro nó Account.
3. Aresta PersonOwnAccount, com base na tabela PersonOwnAccount, que conecta o nó Person ao nó 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)
  );

O mapeamento de uma tabela para bordas precisa definir as chaves de origem e destino. Essas chaves estabelecem a relação entre a aresta e os nós de origem e destino.

Por exemplo, cada borda PersonOwnAccount conecta um Person (origem) a um nó Account (destino).

• O nó SOURCE de uma aresta é um nó Person cujo id é igual ao id da aresta.
• O nó DESTINATION de uma aresta é um nó Account cujo id é igual ao account_id da aresta.

   PersonOwnAccount
     KEY (id, account_id)
     SOURCE KEY (id) REFERENCES Person (id)
     DESTINATION KEY (account_id) REFERENCES Account (id)
     LABEL Owns
     PROPERTIES (account_id, create_time, id)

Cada aresta tem um rótulo, como Repays e Owns, que representa o tipo de aresta. Assim como nos nós do gráfico, todas as colunas da tabela de entrada são incluídas como propriedades de borda por padrão.

Mais informações sobre o esquema

Saiba mais sobre os conceitos gerais do esquema de gráfico, como rótulo, propriedades e relação com tabelas de entrada aqui.

Saiba mais sobre como definir um nó e como definir uma aresta.

Resumo

Nesta etapa, você aprendeu sobre as tabelas de entrada e os tipos de nó e aresta do esquema do gráfico financeiro.

A seguir

Em seguida, você vai executar consultas de cenários financeiros para descobrir o potencial dos dados do gráfico.

7. Consultar o gráfico usando o GQL

O que é a travessia de consulta de gráfico no GQL

Os dados do gráfico são representados como nós conectados por bordas. Uma consulta de gráfico navega por essas conexões, pulando de nó para nó com base nos critérios especificados. Em uma consulta de gráfico, um "hop" se refere à travessia de um nó para outro ao longo de uma aresta de conexão. Ele significa uma única etapa no processo de travessia.

Por exemplo, na travessia de gráfico abaixo, há dois saltos entre a pessoa (Bob), a conta (18) e o empréstimo (27).

Executar consultas no Spanner Studio

Nesta etapa, você vai executar várias consultas GQL para entender como a semântica da consulta de gráfico permite a análise de dados de gráfico financeiro.

Para cada consulta, é possível criar um editor, como "Editor 1", no Spanner Studio para execução.

Consulta 1: correspondência de padrões de nó e aresta básicos

Você pode executar a consulta abaixo para percorrer um nó de pessoa chamado Jacoby, encontrar as contas pertencentes a essa pessoa e descobrir os empréstimos reembolsados pela conta. Esta é uma travessia de consulta de gráfico de dois saltos:

• Primeiro salto: do nó Person para o nó Account pela borda Owns
• 2º salto: do nó Account para o nó Loan pela borda Repays

A forma como fazemos a correspondência entre os tipos de nó e aresta é baseada nos rótulos, como as partes :Person, :Owns e :Account na consulta abaixo.

O resultado retorna o ID da conta, as informações de reembolso e do empréstimo, ordenados pela data de reembolso do empréstimo

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;

Observação:se você analisar a seção "Explorar o esquema de gráfico" (etapa 5), verá que cada nó e aresta definidos no esquema tem um LABEL associado.

Saiba mais sobre como a sintaxe de consulta corresponde aos nós e arestas nos respectivos links.

O diagrama abaixo ajuda a visualizar como a consulta pode buscar todas as contas de Jacoby que fizeram reembolsos de empréstimos. O resultado da consulta pode ser diferente do que o diagrama sugere.

A execução da consulta no editor deve retornar resultados como os abaixo. O resultado mostra que "Jacoby" tem apenas uma conta (ID 569) e um empréstimo (ID 110), mas há vários reembolsos entre eles.

Consulta 2: percorrer caminho quantificado e retornar elementos do gráfico

A consulta a seguir corresponde a todas as transferências de dinheiro da conta que começam em uma conta de origem com id=75 dentro de 3 a 6 saltos para chegar a uma conta de destino com id=199. A sintaxe {3,6} é usada para representar uma travessia de caminho quantificada de 3 a 6 saltos entre 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;

Visualmente, você pode pensar na travessia de borda quantificada da seguinte maneira: ela começa em um nó src_account e busca todos os possíveis caminhos de transferência de conta entre 3 e 6 saltos para chegar a dst_account.

O caminho destacado na parte de baixo abaixo, por exemplo, é uma consulta de seis saltos.

A execução dessa consulta deve gerar os seguintes resultados:

Observação:leia mais sobre o padrão de borda quantificado aqui.

Os elementos do gráfico podem ser retornados no formato JSON usando a função TO_JSON, já que as arestas transfers são retornadas acima. Os objetos JSON retornados para o nó e a aresta incluem identifier, properties e labels. Além disso, os objetos JSON retornados para arestas também incluem source_node_identifier e destination_node_identifier.

Nesta consulta, o resultado retorna o número de saltos de borda de transferência e as bordas de transferência em cada caminho correspondente no formato JSON com TO_JSON(transfer) AS transfer_edges.

O transfer_edges retornado é um objeto de matriz JSON. Ele é do tipo matriz JSON porque pode haver várias arestas de transferência em cada caminho correspondente entre a conta de origem e a de destino.

Cada elemento da matriz é uma aresta, contendo labels, source_node_identifier e destination_node_identifier de nós conectados e dados de properties de aresta, como 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": "..."
  }
]

Observação:o identificador no elemento de gráfico JSON é opaco, não tem significado semântico e está vinculado a um único escopo de execução de consulta. Ele não pode ser reutilizado em consultas subsequentes.

Consulta 3: pesquisa de caminho mais curto

A consulta 2 encontra os três caminhos de src_accnt e dst_accnt dentro do intervalo de saltos especificado. Cada caminho consiste em um número distinto de saltos, ou seja, quatro, cinco e seis.

Se você quiser encontrar o caminho mais curto entre esses dois nós, modifique-o usando o prefixo de pesquisa de caminho MATCH ANY SHORTEST. A consulta abaixo encontra qualquer caminho mais curto entre essas duas contas em 3 a 6 saltos.

GRAPH FinGraph
MATCH ANY SHORTEST
  (src_accnt:Account {id:75} )-[transfers:Transfers]->{3,6}
  (dst_accnt:Account {id:199})
RETURN
  ARRAY_LENGTH(transfers) AS num_hops,
  TO_JSON(transfers) AS transfer_edges;

Ao comparar os resultados das duas consultas, você vai descobrir que a consulta 2 retorna todos os três caminhos possíveis, enquanto a consulta 3 (esta consulta) retorna apenas um resultado, que é o caminho mais curto de quatro saltos.

A execução da consulta deve gerar o resultado a seguir.

Consulta 4: consultas de gráfico conectadas por composição linear

Relações mais complicadas podem ser identificadas usando a palavra-chave NEXT para encadear blocos de consultas de gráfico.

Na consulta abaixo, você quer entender o fluxo de dinheiro das contas de clientes para procurar entradas ou saídas grandes suspeitas como parte dos requisitos de análise de compliance.

Para fazer isso, primeiro encontre todas as contas bancárias de Bisla no primeiro bloco de consulta com MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).

Em seguida, no segundo bloco após NEXT, você calcula o total de transferências para cada conta desde "2020-01-01".

Depois disso, aplique a mesma lógica para os valores de saída na consulta do terceiro bloco. Por fim, você calcula a proporção dos valores de entrada e saída para cada conta no último bloco.

Para resultados de consulta intermediários que você precisa acessar após a palavra-chave NEXT, é necessário retorná-los no final do bloco anterior. Por exemplo, o accnt correspondente é retornado no primeiro bloco para que o segundo bloco possa consultar as transferências de entrada para essas contas.

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;

O diagrama abaixo mostra o que a consulta percorre.

A execução da consulta deve gerar o seguinte resultado:

Conheça mais consultas de gráfico

Confira vários exemplos de consultas de gráfico compatíveis com o esquema deste codelab no guia do usuário.

Para conferir a sintaxe de consulta de gráfico, leia as referências da linguagem de consulta de gráfico do GoogleSQL aqui.

Resumo

Nesta etapa, você executou várias consultas de gráfico GQL e entendeu a semântica delas.

A seguir

Em seguida, você vai executar consultas que combinam GQL e SQL.

8. Consultar gráfico e tabelas juntos

Executar consultas no Spanner Studio

Nesta etapa, você vai executar consultas de gráfico que interagem com tabelas SQL para conectar o modelo de gráfico do Spanner ao modelo relacional.

Para cada consulta, é possível criar um novo editor no Spanner Studio para executar.

Executar consulta interoperável do SQL

No Spanner Graph, SQL e GQL são totalmente interoperáveis. Você combina o GQL e o SQL usando o operador GRAPH_TABLE. No operador, você pode escrever GQL como na seção anterior. Em seguida, conecte os resultados à parte da consulta SQL usando a instrução RETURN.

Por exemplo, você pode combinar GQL e SQL para encontrar informações de auditoria de contas que receberam transferências bancárias de uma conta suspeita.

Na consulta a seguir, a consulta do GQL no operador GRAPH_TABLE percorre um ou dois saltos de uma conta suspeita pela borda Transfers e retorna IDs distintos das contas alcançadas. Em seguida, a consulta é mesclada com a tabela AccountAudits para encontrar informações de auditoria dessas contas.

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

A execução da consulta vai gerar resultados como os mostrados abaixo.

Leia mais sobre o operador GRAPH_TABLE para combinar a consulta de gráfico e SQL no guia do usuário.

A seguir

Em seguida, você pode limpar o codelab.

9. Limpeza (opcional)

Para limpar, acesse a seção Spanner do Console do Cloud e exclua a instância graph-demo que criamos no codelab.

10. Parabéns!

Parabéns! Você criou um esquema de gráfico e executou consultas de gráfico com o Spanner Graph.

A consulta SQL tradicional não é suficiente para descobrir conexões em dados que se tornaram cada vez mais complexos com redes intrincadas de relacionamentos. O Spanner Graph oferece um modelo de dados de gráfico de missão crítica com uma sintaxe de consulta de gráfico poderosa, capacidade praticamente ilimitada e disponibilidade de 99,999%.

Agora que você já conhece os conceitos do Spanner Graph, teste seu esquema e dados hoje mesmo.

A seguir

Saiba mais sobre o Spanner Graph no nosso guia do usuário.