Primeiros passos com o gráfico do Spanner

1. Introdução

O Spanner Graph une recursos de bancos de dados de gráficos personalizados com o Spanner, o banco de dados escalonável do Google Cloud, escalonável, com consistência global e praticamente ilimitado.

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

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

O que você vai criar

Como parte deste laboratório, você vai:

• Criar uma instância do Spanner.
• Configurar um banco de dados com um esquema de gráfico financeiro e conjuntos de dados pré-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 gráficos de amostra do Spanner.
• Como exibir o esquema do gráfico na página de visão geral do banco de dados.
• Como escrever consultas de caminhos de vários saltos usando GQL.
• Como escrever consultas mais complexas usando GQL.
• Como combinar GQL e 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: ignore esta etapa se já tiver um projeto do GCP com 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, você vai precisar seguir o guia do usuário sobre gerenciamento de faturamento e ativar o faturamento no console do Cloud. Novos usuários do Google Cloud estão qualificados para o programa de US$300 de teste sem custo financeiro. Para evitar cobranças posteriores a este tutorial, encerre a instância do Spanner ao 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 já tiver uma instância do Spanner para fins de teste no 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 serviço. Você precisará de pelo menos uma instância para hospedar um banco de dados do Spanner neste codelab.

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 esperado, o segundo comando abaixo definirá o correto.

gcloud config get-value project

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

Configure sua região padrão como us-central1. Se quiser, mude para outra região compatível com as 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 de gráfico do Spanner usado é graph-demo, definido como uma variável SPANNER_INSTANCE_ID na linha de comando export. Também é possível 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 de 90 dias do Spanner está disponível para qualquer pessoa com uma Conta do Google e o Cloud Billing ativado no projeto. Você não será cobrado, a menos que faça upgrade da instância de teste sem custo financeiro para uma instância paga. Se você tiver qualificação, crie uma instância de teste sem custo financeiro abrindo 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 \
  --instance-type=free-instance \
  --description="Spanner Graph demo"

Observação:esse comando usa regional-us-central1 como a região. Selecione uma região diferente com base nas configurações de região disponíveis para a instância de teste sem custo financeiro do Spanner. Leia mais sobre como criar uma instância de teste sem custo financeiro aqui.

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 optar por não usar uma instância de teste sem custo financeiro, poderá configurar uma instância provisionada de um nó do Spanner para este codelab. Para fazer isso, 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

Observação:esse comando usa regional-us-central1 como a região. Selecione 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 estiver interessado no processo manual, vá para a próxima Etapa 5).

Verificar a versão do SDK da gcloud

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

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Se a versão for anterior ao 484.0.0 exigido (por exemplo, a saída 483.0.0 acima), será necessário 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 vão passar pelo upgrade por motivos de segurança.

Criando instância e banco de dados

Quando sua 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. Você também pode controlar quem tem acesso ao banco de dados, definir criptografia personalizada, configurar o otimizador e definir o período de armazenamento.

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.

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 desse tipo pré-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 instantes.

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 instância.
• Criação de um esquema de gráfico de finanças no banco de dados. O esquema contém definições de nós para entidades como contas bancárias, empréstimos etc., além da definição de borda para relações entre elas. Você poderá examinar o esquema do banco de dados na Etapa 6).
• Inserção de milhares de nós de gráfico e bordas no banco de dados.

Como lidar com erros

Falha ao inserir os dados

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

A seguir

Se a criação automática do banco de dados for bem-sucedida, pule a próxima seção opcional e acesse diretamente "Como 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 sua instância estiver em execução, será possível criar o banco de dados manualmente.

O banco de dados é onde você define o esquema. Você também pode controlar quem tem acesso ao banco de dados, definir criptografia personalizada, configurar o otimizador e definir o período de armazenamento.

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.

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 um gráfico

Para configurar o esquema, navegue até o Spanner Studio e use o Editor:

Para o esquema, copie e cole a 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 em sequência, o que pode levar alguns instantes.

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

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

Carregue os dados

Agora, você irá inserir alguns dados de gráficos financeiros em seu banco de dados.

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

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

Resumo

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

A seguir

A seguir, você vai conhecer o esquema de gráfico

6. explorar o esquema de gráfico

Mostrar esquema de gráfico

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

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

• Tabela Account, que contém dados sobre contas bancárias
• Tabela AccountAudits, que acompanha auditorias de contas bancárias
• A tabela AccountRepayLoan, que acompanha as quitações de empréstimo feitas por contas bancárias.
• A tabela AccountTransferAccount, que rastreia transferências de dinheiro entre contas bancárias.
• Tabela Loan, que contém dados sobre empréstimos aos clientes
• A tabela Person, que contém dados sobre clientes bancários estimados como pessoas.
• Tabela PersonOwnAccount, que rastreia a relação entre as pessoas proprietárias de contas bancárias

Role para baixo no esquema DDL e você verá 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

Com o gráfico do Spanner, é possível criar um gráfico com base em tabelas usando 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 gráfico do Spanner oferece suporte ao modelo de dados do gráfico de propriedades com nós e bordas anotadas com rótulos e propriedades. Neste esquema de gráfico de finanças, criamos três tipos de nós e três tipos de bordas com base nas tabelas de entrada relacionais definidas anteriormente.

Nós

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

1. Nó Person, com base na tabela Person
2. Nó Account, com base na tabela Conta
3. Nó Loan, com base na tabela "Empréstimo"

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 nós é mapeada para um nó no modelo de gráfico. Cada nó tem um rótulo, como Account e Person, que o representa. Você usará rótulos para consultar tipos de nós na próxima página.

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

Observação:

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

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

As duas representações são semanticamente equivalentes. A definição expandida melhora a compreensão do esquema completo.

Bordas

Definimos três tipos de arestas entre os nós:

1. Borda AccountRepayLoan, com base na tabela AccountRepayLoan, conectando o nó Account ao nó Loan.
2. Borda AccountTransferAccount, com base na tabela AccountTransferAccount, conectando Account nó a outro nó Account.
3. Borda PersonOwnAccount, com base na tabela PersonOwnAccount, conectando 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 as bordas precisa definir as chaves de origem e destino. Essas chaves estabelecem a relação entre a borda 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 Person, em que id é igual à aresta id.
• O nó DESTINATION de uma aresta é Account, em que id é igual à aresta account_id.

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

Cada borda tem um rótulo, como Repays e Owns, que representa o tipo de borda. Assim como os 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.

Leia mais sobre como definir um nó e como definir uma borda.

Resumo

Nesta etapa, você entendeu as tabelas de entrada e os tipos de nó do gráfico e borda do esquema do gráfico de finanças.

A seguir

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

7. Consultar o grafo usando GQL

O que é a travessia de consultas de gráficos em GQL

Os dados do gráfico são representados como nós conectados por arestas. Uma consulta de gráfico navega por essas conexões, pulando de nó em nó com base nos critérios especificados. Em uma consulta de gráfico, um "salto" refere-se à transferência de um nó a outro ao longo de uma borda de conexão. Significa uma única etapa no processo de travessia.

Por exemplo, na travessia de gráficos abaixo, há dois saltos entre Pessoa (Bob), Conta (18) e Empréstimo (27).

Executar consultas no Spanner Studio

Nesta etapa, você executará várias consultas GQL para entender como a semântica de consulta de gráficos permite a análise de dados de gráficos financeiros.

Para cada consulta, você pode criar um novo editor, como o "Editor 1" no Spanner Studio para serem executados.

Consulta 1: correspondência básica de nó e padrão de borda

Execute a consulta abaixo para percorrer um nó de pessoa chamado Jacoby, encontrar as contas de propriedade da pessoa e descobrir os empréstimos pagos por ela. Esta é uma travessia de consultas de gráficos de dois saltos:

• 1o salto: nó Person para nó Account pela borda Owns
• 2o salto: nó Account para o nó Loan pela borda Repays

A forma como combinamos os tipos de nó e borda é baseada nos rótulos deles, como as partes :Person, :Owns e :Account na consulta abaixo.

O resultado retorna o ID da conta, as informações de quitação e os dados do empréstimo, ordenados por data de quitação 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:em "Analisar o esquema do gráfico" (Etapa 5), cada nó e cada borda definidos no esquema têm uma LABEL associada a eles.

Leia mais sobre como a sintaxe da consulta corresponde a nós e bordas nos respectivos links.

O diagrama abaixo ajuda a visualizar como a consulta pode buscar todas as contas de propriedade de "Jacoby" que quitaram o empréstimo. O resultado da consulta pode ser diferente do que o diagrama sugere.

A execução da consulta no editor vai retornar resultados como o mostrado abaixo. O resultado diz que "Jacoby" tem apenas uma conta (ID 569) e um empréstimo (ID 110), mas há vários pagamentos entre eles.

Consulta 2: travessia de caminhos quantificadas e elementos do gráfico de retorno

A consulta a seguir corresponde todas as transferências de dinheiro de uma conta de origem com id=75 em 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 caminhos quantificados 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;

De forma visual, pense na travessia de borda quantificada como abaixo: ela começa em um nó src_account e busca todos os caminhos de transferência de conta possíveis entre três a seis saltos, para chegar a dst_account.

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

A execução dessa consulta vai produzir os seguintes resultados:

Observação:leia mais sobre o padrão de borda quantificado neste link.

Elementos de gráfico podem ser retornados no formato JSON usando a função TO_JSON, já que as bordas transfers são retornadas acima. Os objetos JSON retornados para o nó e a borda incluem identifier, properties e labels. Além disso, os objetos JSON retornados para bordas também vão incluir source_node_identifier e destination_node_identifier.

Nessa consulta, o resultado retorna o número de saltos de borda de transferência e as arestas 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 de matriz JSON, porque pode haver várias bordas de transferência em cada caminho correspondente entre as contas de origem e de destino.

Cada elemento da matriz é uma borda, que contém labels, source_node_identifier e destination_node_identifier de nós conectados e dados properties de borda, 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 gráfico JSON é opaco, não tem significado semântico e está vinculado a um único escopo de execução de consulta. Ela não pode ser reutilizada 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 o caminho mais curto entre essas duas contas em três a seis 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 3 caminhos possíveis, enquanto a Consulta 3 (esta consulta) retorna apenas 1 resultado, que é o caminho mais curto de 4 saltos.

A execução da consulta deve gerar o resultado a seguir.

Consulta 4: gráficos de consultas encadeadas 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 financeiro das contas de clientes para procurar entradas ou saídas grandes suspeitas como parte dos requisitos da análise de conformidade.

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

Em seguida, no segundo bloco, após NEXT, calcule o total de transferências em cada conta desde "01/01/2020".

Depois disso, você aplica a mesma lógica para valores de saída na terceira consulta de bloco. Por fim, você calcula a proporção entre os valores de entrada e saída de cada conta no último bloco.

Para resultados de consulta intermediários que você precisa acessar depois da palavra-chave NEXT, é necessário retorná-los ao 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 visualiza o que a consulta percorre.

A execução da consulta vai produzir o seguinte resultado:

Conferir mais consultas de gráfico

Há vários exemplos de consulta de gráfico compatíveis com o esquema deste codelab no guia do usuário.

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

Resumo

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

A seguir

Em seguida, você executará consultas que combinam GQL e SQL.

8. Consultar gráficos e tabelas juntos

Executar consultas no Spanner Studio

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

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

Executar consulta interoperável SQL

No Spanner Graph, SQL e GQL são totalmente interoperáveis. Combine GQL e SQL usando o operador GRAPH_TABLE. Dentro do operador, é possível escrever GQL como na seção anterior. Em seguida, é possível conectar 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 eletrônicas de uma conta suspeita.

Na consulta a seguir, a consulta GQL no operador GRAPH_TABLE transfere 1 ou 2 saltos de uma conta suspeita pela borda Transfers e depois 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 produzirá resultados como abaixo.

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

A seguir

Em seguida, limpe 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 gráfico e executou consultas com o gráfico do Spanner.

A consulta SQL tradicional é insuficiente para descobrir conexões em dados que se tornaram cada vez mais complexas com redes intrincadas de relações. O Spanner Graph oferece um modelo essencial de dados gráficos com uma sintaxe eficiente de consulta de gráficos, capacidade praticamente ilimitada e 99,999% de disponibilidade.

Agora que você está mais familiarizado com os conceitos do gráfico do Spanner, teste seu esquema e dados hoje mesmo.

A seguir

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