Spanner 图使用入门

1. 简介

Spanner Graph 将专用图数据库功能与 Spanner(Google Cloud 的永远在线、全局一致且规模近乎无限的数据库)相结合。

Spanner Graph 支持与 ISO GQL(图查询语言)标准兼容的图查询接口。借助关系模型和图模型之间的互操作性,您可以将成熟的 SQL 功能与 GQL 中的图模式匹配的表达能力相结合。您可以使用声明式架构将表映射到图表,而无需进行数据迁移,从而将图表引入到表格数据集。这样,您就可以延迟绑定(即推迟)数据模型选择,并针对要完成的每项作业使用最佳查询语言。

在本实验中,您将详细了解如何使用预先填充的数据集设置 Spanner 图数据库、使用 GQL 查询图,以及通过结合使用 GQL 和 SQL 同时访问图数据和关系数据。

构建内容

在本实验中,您将执行以下操作:

  • 创建 Spanner 实例。
  • 设置一个包含财经图表架构和预先填充的数据集的数据库。
  • 发出 GQL 查询,并将 GQL 与 SQL 结合使用。

学习内容

  • 如何设置 Spanner 实例。
  • 如何使用 gcloud spanner samples init finance-graph 命令设置示例 Spanner Graph 数据库。
  • 如何在数据库概览页面中查看图架构。
  • 如何使用 GQL 编写多跳路径查询。
  • 如何使用 GQL 编写更复杂的查询。
  • 如何将 GQL 与 SQL 结合使用。

所需条件

  • 与结算账号关联的 Google Cloud 项目。
  • 网络浏览器,例如 ChromeFirefox

2. 设置和要求

创建 GCP 项目

登录 Google Cloud 控制台,然后创建一个新项目或重复使用现有项目。如果您还没有 Gmail 或 Google Workspace 账号,则必须创建一个

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  • 项目名称是此项目参与者的显示名称。它是 Google API 尚未使用的字符串。您可以随时对其进行更新。
  • 项目 ID 在所有 Google Cloud 项目中是唯一的,并且是不可变的(一经设置便无法更改)。Cloud 控制台会自动生成一个唯一字符串;通常情况下,您无需关注该字符串。在大多数 Codelab 中,您都需要引用项目 ID(通常用 PROJECT_ID 标识)。如果您不喜欢生成的 ID,可以再随机生成一个 ID。或者,您也可以尝试自己的项目 ID,看看是否可用。完成此步骤后便无法更改该 ID,并且此 ID 在项目期间会一直保留。
  • 此外,还有第三个值,即部分 API 使用的项目编号,供您参考。如需详细了解所有这三个值,请参阅文档

结算设置

接下来,您需要按照结算管理用户指南中的说明操作,并在 Cloud 控制台中启用结算功能。Google Cloud 新用户符合参与 300 美元免费试用计划的条件。为避免产生超出本教程范围的结算费用,您可以在本 Codelab 结束后按照“第 9 步 清理”关闭 Spanner 实例。

启动 Cloud Shell

虽然可以通过笔记本电脑对 Google Cloud 进行远程操作,但在此 Codelab 中,您将使用 Google Cloud Shell,这是一个在云端运行的命令行环境。

Google Cloud 控制台 中,点击右上角工具栏中的 Cloud Shell 图标:

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预配和连接到环境应该只需要片刻时间。完成后,您应该会看到如下内容:

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这个虚拟机已加载了您需要的所有开发工具。它提供了一个持久的 5 GB 主目录,并且在 Google Cloud 中运行,大大增强了网络性能和身份验证功能。您在此 Codelab 中的所有工作都可以在浏览器中完成。您无需安装任何程序。

3. 创建 Spanner 实例

在 Spanner 中,实例是托管一个或多个 Spanner 数据库的计算和存储资源集群。您至少需要 1 个实例来托管此 Codelab 的 Spanner 数据库。

检查 gcloud SDK 版本

在创建实例之前,请确保 Google Cloud Shell 中的 gcloud SDK 已更新到所需版本 - gcloud SDK 493.0.0。您可以通过以下命令查找 gcloud SDK 版本。

$ gcloud version | grep Google

以下是输出示例:

Google Cloud SDK 489.0.0

如果您使用的版本低于所需的 493.0.0 版本(上例中的 489.0.0),则需要运行以下命令升级 Google Cloud SDK:

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

启用 Spanner API

在 Cloud Shell 中,确保项目 ID 已设置。使用以下第一个命令查找当前配置的项目 ID。如果结果与预期不符,请使用下面的第二个命令设置正确的结果。

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

将默认区域配置为 us-central1。您可以随意将其更改为 Spanner 区域配置支持的其他区域。

gcloud config set compute/region us-central1

启用 Spanner API:

gcloud services enable spanner.googleapis.com

创建 Spanner 实例

在本部分中,您将创建免费试用实例预配实例。在本 Codelab 中,使用的 Spanner 图实例 ID 为 graph-demo,使用 export 命令行设置为 SPANNER_INSTANCE_ID 变量。(可选)您可以选择自己的实例 ID 名称。

创建 Spanner 免费试用实例

拥有 Google 账号且项目中已启用 Cloud Billing 的任何用户都可以试用 90 天的 Spanner 免费试用实例。除非您选择将免费试用实例升级为付费实例,否则我们不会向您收费。免费试用实例支持 Spanner Graph。如果符合条件,请打开 Cloud Shell 并运行以下命令,创建免费试用实例:

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"

命令输出:

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

创建预配的 Spanner 实例

如果您不符合使用免费试用实例的条件,可以为此 Codelab 设置一个包含 1 个节点的预配 Spanner 实例。Spanner Graph 提供企业版或企业 Plus 版。如需在企业版或企业 Plus 版中创建实例,请打开 Cloud Shell 并运行以下命令:

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

命令输出

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

4. 自动创建 Spanner 数据库

检查 gcloud SDK 版本

在创建数据库之前,请确保 Google Cloud Shell 中的 gcloud SDK 已更新到所需版本 - gcloud SDK 484.0.0。您可以通过运行以下命令查看 gcloud SDK 版本。

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

如果版本低于所需的 484.0.0(例如,上述输出为 483.0.0),您需要复制并运行以下命令进行升级。

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

创建实例和数据库

实例运行后,您就可以创建数据库了。Spanner 允许在单个实例上创建多个数据库。

您可以在数据库中定义架构。您还可以控制哪些人有权访问数据库、设置自定义加密、配置优化器以及设置保留期限。

数据库将在上一步中 ID 为 SPANNER_INSTANCE_ID 的实例中创建。

如果您尚未设置 SPANNER_INSTANCE_ID 变量,请使用以下命令行进行设置。

export SPANNER_INSTANCE_ID={your_instance_id}

使用以下 Google Cloud Shell gcloud 命令行工具,创建一个包含金融图表架构和预先填充的金融数据集的 Spanner 数据库。

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

命令输出

$ 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.

spanner samples CLI

gcloud spanner samples init finance-graph 命令是以下操作的封装容器:

  • 在实例中创建名为“finance-graph-db”的数据库。
  • 在数据库中创建财经图表架构。该架构包含银行账户、贷款等实体的节点定义,以及它们之间的关系边定义。您将能够在第 6 步中检查数据库架构。
  • 将数千个图节点和边插入数据库。

如何处理错误

无法插入数据

如果该工具在完成时显示错误消息 Failed to insert data for the graph database,您可以按照可选的“第 5 步”页面中的说明手动创建数据库,然后插入数据。

后续步骤

如果数据库自动创建成功,您可以跳过下一部分(可选),直接前往“探索图架构”(第 6 步)。

5. (可选)手动创建 Spanner 数据库

实例运行后,您可以手动创建数据库。

您可以在数据库中定义架构。您还可以控制哪些人有权访问数据库、设置自定义加密、配置优化器以及设置保留期限。

数据库将在上一步中创建的 ID 为 SPANNER_INSTANCE_ID 的实例中创建。

如果您尚未设置 SPANNER_INSTANCE_ID 变量,请使用以下命令行进行设置。

export SPANNER_INSTANCE_ID={your_instance_id}

如需创建数据库,请使用 gcloud 命令行工具:

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

命令输出

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

使用图表创建架构

如需设置架构,请前往 Spanner Studio 并使用编辑器:

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对于架构,请将以下 DDL 复制并粘贴到 Spanner Studio 编辑器中。

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
  );

然后,点击 RUN 按钮,等待几秒钟以便系统创建架构。

您可能想知道每个 CREATE 语句的含义,尤其是 CREATE PROPERTY GRAPH 语句的含义。我们将在下一步(第 6 步)中检查架构。

加载数据

现在,您需要将一些财经图表数据插入数据库。

Spanner Graph 会根据输入表创建图表,因此图表的数据基于输入表中的数据,不会出现数据重复。同样,输入表中的数据更改也会自动反映在图模型中。这样可以避免进行复杂的 ETL 以与其他数据源同步。

您可以使用熟悉的 SQL INSERT 语句将数据插入输入表中。

在 Spanner Studio 中打开一个新标签页,然后复制并粘贴以下插入语句,然后点击 RUN 按钮。INSERT 语句会将数千个节点和边缘填充到数据库中。由于文本量较大,因此复制过程可能需要几秒钟的时间。

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.");

摘要

在此步骤中,您创建了一个包含图架构和预填充图数据的 Spanner 数据库。

后续步骤

接下来,您将探索图架构

6. 探索图架构

查看图表架构

在 Cloud 控制台中,前往 Spanner 实例,然后点击 finance-graph-db 数据库。在此概览页面中,点击“显示等效 DDL”按钮(位于页面底部),以显示数据库架构。

26837c6140a6667f.png

检查架构时,您会首先看到包含 CREATE TABLE 语句的多个关系表,如下面的屏幕截图所示:

  • Account 表,其中包含银行账户相关数据
  • AccountAudits 表,用于跟踪银行账户的审核
  • AccountRepayLoan 表,用于跟踪通过银行账户进行的贷款还款。
  • AccountTransferAccount 表,用于跟踪银行账户之间的转账。
  • Loan 表,其中包含有关客户贷款的数据
  • Person 表,其中包含以人员为模型的银行客户的数据
  • PersonOwnAccount 表,用于跟踪拥有银行账户的人员之间的关系

3cd4ea803709467.png

向下滚动架构 DDL,您会看到 CREATE PROPERTY GRAPH FinGraph 语句,我们在其中根据上面的 SQL 表定义了图架构。我们将在下一部分介绍图架构。

e7fec3b329fb95da.png

了解图架构

借助 Spanner Graph,您可以使用 CREATE PROPERTY GRAPH 语句根据表创建图。用于创建图表的表格称为输入表格。创建图表时不会出现数据重复。

Spanner Graph 支持属性图数据模型,其中节点和边带有标签和属性注解。在此金融图表架构中,我们根据之前定义的关系型输入表创建了 3 种类型的节点和 3 种类型的边。

30ef4fa5b6b29bd9.png

节点

我们根据 3 个输入表定义了 3 种类型的节点:

  1. Person 节点(基于 Person 表)
  2. Account 节点(基于“Account”表)
  3. Loan 节点(基于“Loan”表)
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)
  )
 ...

节点表中的每一行对应图表模型中的一个节点。每个节点都有一个标签(例如 AccountPerson),用于表示该节点。您将在下一页中使用标签查询节点类型。

默认情况下,系统会在创建图表时将输入表的所有列添加为节点属性。例如,Account 表的 idcreate_timeis_blockedtype 列是 Account 节点的属性。不过,您可以使用 ALL COLUMNS EXCEPT 语法(如此处所述)将列从图模型中排除。

边缘亮化

我们定义了节点之间的 3 种类型的边:

  1. AccountRepayLoan 边,基于 AccountRepayLoan 表,将 Account 节点连接到 Loan 节点。
  2. AccountTransferAccount 边,基于 AccountTransferAccount 表,将 Account 节点连接到另一个 Account 节点。
  3. PersonOwnAccount 边,基于 PersonOwnAccount 表,将 Person 节点连接到 Account 节点。
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)
  );

将表映射到边需要定义源键和目标键。这些键可在边与源节点和目标节点之间建立关系。

例如,每个 PersonOwnAccount 边都会将 Person(源)节点连接到 Account(目标)节点。

  • 边的 SOURCE 节点是 Person 节点,其 id 与边 id 相同。
  • 边的 DESTINATION 节点是 Account 节点,其 id 与边 account_id 相同。
   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)

每个边都有一个标签(例如 RepaysOwns),表示边的类型。与图节点类似,默认情况下,系统会将输入表的所有列添加为边属性。

详细了解架构

您可以点击此处,详细了解图架构的一般概念,例如标签、属性以及与输入表的关系。

您可以详细了解如何定义节点定义边

摘要

在此步骤中,您已经掌握了金融图表架构的输入表以及图表节点和边类型。

后续步骤

接下来,您将对财务场景运行查询,以发掘图数据的潜力。

7. 使用 GQL 查询图

什么是 GQL 中的图查询遍历

图数据表示为由边连接的节点。图表查询会浏览这些连接,根据指定条件从一个节点跳转到另一个节点。在图查询中,“跳跃”是指沿着连接边从一个节点遍历到另一个节点。它表示遍历过程中的单个步骤。

例如,在下面的图表遍历中,Person (Bob)、Account (18) 和 Loan (27) 之间有 2 个跳转。

6398be1677919d93.png

在 Spanner Studio 中运行查询

在此步骤中,您将运行多个 GQL 查询,了解图表查询语义如何支持对财经图表数据进行分析。

对于每个查询,您都可以在 Spanner Studio 中创建一个新的编辑器(例如“Editor 1”)来运行。

85130e5d40737852.png

查询 1 - 基本节点和边模式匹配

您可以运行以下查询,从名为“Jacoby”的个人节点开始遍历,查找该个人拥有的账号,然后查看该账号偿还的贷款。这是 2 跳图表查询遍历:

  • 第 1 个跃点:Person 节点通过 Owns 边缘到达 Account 节点
  • 第 2 个跃点:Account 节点通过 Repays 边缘到达 Loan 节点

我们匹配节点和边类型的方式是根据其标签(例如以下查询中的 :Person:Owns:Account 部分)进行的。

结果会返回账号 ID、还款信息和贷款信息,并按贷款还款日期排序

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;

下图有助于直观呈现该查询如何获取“Jacoby”名下已偿还贷款的所有账号。(查询结果可能与图表中显示的结果不同。)

8165a85878d957ef.png

在编辑器中运行查询应该会返回如下结果。结果表明,“Jacoby”只有一个账号(ID 为 569)和一笔贷款(ID 为 110),但这笔贷款有多个还款。

6321db0b18694fba.png

查询 2 - 量化路径遍历并返回图元素

以下查询会匹配从包含 id=75 的来源账号开始,在 3 到 6 跳内到达包含 id=199 的目标账号的所有账号转账。{3,6} 语法用于表示 src_accntdst_accnt 之间量化的 3 到 6 跳路径遍历。

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;

直观地说,您可以将量化边缘遍历视为如下所示:它从 src_account 节点开始,提取介于 3 到 6 跳之间的所有可能的账号转移路径,以到达 dst_account

例如,下方底部突出显示的路径是 6 跳查询。

51b1064a707727bd.png

运行此查询应该会产生以下结果:

1cbcb60ad921ebbf.png

您可以使用 TO_JSON 函数以 JSON 格式返回图元素,就像上面返回 transfers 边一样。节点和边缘返回的 JSON 对象包含其 identifierpropertieslabels。此外,返回的边 JSON 对象还将包含 source_node_identifierdestination_node_identifier

在此查询中,结果会返回转接边跳数,以及每个匹配路径中的转接边,并采用 JSON 格式和 TO_JSON(transfer) AS transfer_edges

返回的 transfer_edges 是一个 JSON 数组对象。它是 JSON 数组类型,因为来源账号和目标账号之间的每个匹配路径中都可能有多个转移边。

数组中的每个元素都是一条,包含已连接节点的 labelssource_node_identifierdestination_node_identifier,以及边 properties 数据(例如 amountcreate_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": "..."
  }
]

查询 2 会在指定的跃点范围内查找从 src_accntdst_accnt 到达的所有三条路径。每个路径包含不同的跳数,即 4、5 和 6。

如果您想查找这两个节点之间的最短路径,可以使用路径搜索前缀 MATCH ANY SHORTEST 进行修改。以下查询会查找这两个账号之间在 3 到 6 跳内存在的任何最短路径。

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;

比较这两个查询的结果,您会发现查询 2 会返回所有可能的 3 条路径,而查询 3(此查询)只会返回 1 条结果,即 4 跳的最短路径。

66a5f6eac2b0978d.png

运行该查询应该会产生以下结果。

4c070e69fa83ee.png

查询 4 - 通过线性组合串联的图查询

您可以使用 NEXT 关键字将图查询块串联起来,以识别更复杂的关系。

在以下查询中,您需要了解客户账号的资金流动情况,以便根据合规性分析要求查找可疑的大量资金流入或流出。

为此,您首先使用 MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) 在第 1 个查询块中查找“Bisla”拥有的所有银行账户。

然后,在 NEXT 后面的第二个代码块中,计算自“2020-01-01”起向每个账号转入的总金额。

然后,您将相同的逻辑应用于第三个分块查询中的支出金额。最后,您需要计算最后一个分块中每个账号的入账金额与出账金额的比率。

对于您需要在 NEXT 关键字之后访问的中间查询结果,您需要在前一个代码块的末尾返回它们。例如,第一个代码块会返回匹配的 accnt,以便第二个代码块可以查询转入这些账号的入账转移。

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;

下图直观地展示了查询的遍历路径。

2155849dc5008fd.png

运行该查询应该会产生以下结果:

ff7f0a1cb2ad877d.png

探索更多图查询

您可以在用户指南中找到与此 Codelab 架构兼容的多个图查询示例。

如需探索图查询语法,您可以点击此处阅读 GoogleSQL 图查询语言参考文档。

摘要

在此步骤中,您已运行许多 GQL 图查询并了解了它们的语义。

后续步骤

接下来,您将运行将 GQL 和 SQL 结合使用的查询。

8. 同时查询图表和表

在 Spanner Studio 中运行查询

在此步骤中,您将运行与 SQL 表互操作的图查询,以将 Spanner 的图模型与其关系模型相关联。

对于每个查询,您都可以在 Spanner Studio 中创建一个新的编辑器来运行。

85130e5d40737852.png

运行 SQL 互操作查询

在 Spanner Graph 中,SQL 和 GQL 是完全互操作的。您可以使用 GRAPH_TABLE 运算符组合使用 GQL 和 SQL。在运算符中,您可以像上一部分中所述那样编写 GQL。然后,您可以通过 RETURN 语句将结果连接回 SQL 查询部分。

例如,您可以将 GQL 和 SQL 结合使用,查找从可疑账号收到电汇的账号的审核信息。

defc99e2d5e1398e.png

查看以下查询,GRAPH_TABLE 运算符中的 GQL 查询会通过 Transfers 边从可疑账号遍历 1 或 2 跳,然后返回所覆盖账号的唯一 ID。然后,该查询会与 AccountAudits 表联接,以查找这些账号的审核信息。

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

运行该查询会产生如下结果。

87aa00d2f968ab4e.png

如需详细了解如何使用 GRAPH_TABLE 运算符组合图表查询和 SQL 查询,请参阅用户指南

后续步骤

接下来,您可以清理 Codelab。

9. 清理(可选)

如需进行清理,只需进入 Cloud 控制台的 Spanner 部分,然后删除我们在 Codelab 中创建的 graph-demo 实例即可。

9352e2267c5f6fd0.png

10. 恭喜!

恭喜,您已成功创建图架构并使用 Spanner Graph 运行图查询。

传统的 SQL 查询不足以揭示数据中的关联,因为数据变得越来越复杂,关系网络也越来越复杂。Spanner Graph 提供任务关键型图数据模型,具有强大的图查询语法、几乎无限的容量和 99.999% 的可用性。

现在,您已经熟悉了 Spanner Graph 的概念,不妨立即试用您的架构和数据!

后续操作

如需详细了解 Spanner Graph,请参阅我们的用户指南