1. 简介
Spanner Graph 将专门构建的图数据库功能与 Spanner 结合在一起。Spanner 是 Google Cloud 始终开启、全球一致且几乎可以无限扩缩的数据库。
Spanner Graph 支持与 ISO GQL（图查询语言）标准兼容的图查询接口。通过关系型模型和图表模型之间的互操作性，您可以将成熟的 SQL 功能与 GQL 的图表模式匹配的表现力相结合。可以使用声明式架构将表映射到图表，而无需迁移数据，从而将图表引入表格数据集。因此，您可以在后期绑定（即推迟）数据模型选择，并为要完成的每项作业使用最佳查询语言。
在本实验中，您将介绍如何使用预填充的数据集设置 Spanner 图数据库、使用 GQL 查询图，以及通过结合使用 GQL 和 SQL 来同时访问图数据和关系型数据。
构建内容
在本实验中，您将：
- 创建 Spanner 实例。
- 设置具有财务图表架构和预先填充数据集的数据库。
- 发出 GQL 查询，并将 GQL 和 SQL 结合在一起。
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 图数据库。 - 如何在数据库概览页面中查看图表架构。
- 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 和 SQL 结合使用。
所需条件
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。
- 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“管理结算”用户指南中的说明进行操作，并在 Cloud 控制台中启用结算功能。Google Cloud 新用户符合参与 300 美元的免费试用计划的条件。为避免在本教程之外产生费用，您可以在 Codelab 结束时按照“第 9 步：清理”中的说明关停 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。
在 Google Cloud 控制台 中，点击右上角工具栏中的 Cloud Shell 图标：
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：
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的集群。在此 Codelab 中，您至少需要 1 个实例来托管 Spanner 数据库。
启用 Spanner API
在 Cloud Shell 中，确保已设置项目 ID。使用下面的第一条命令查找当前配置的项目 ID。如果结果不符合预期，下面的第二个命令会设置正确的命令。
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
将默认区域配置为 us-central1。您可以随时将其更改为 Spanner 单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或预配实例。在整个 Codelab 中，使用的 Spanner 图谱实例 ID 为 graph-demo，并通过 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。
创建免费试用 Spanner 实例
拥有 Google 账号并在项目中启用了 Cloud Billing 的任何人均可使用 Spanner 90 天免费试用实例。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。如果符合条件，请打开 Cloud Shell 并运行以下命令来创建免费试用实例：
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
如果您选择不使用免费试用实例，则可以为此 Codelab 设置一个具有 1 个节点的预配 Spanner 实例。为此，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
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
查看 gcloud SDK 版本
创建数据库之前，请确保 Google Cloud Shell 中的 gcloud SDK 已更新至所需的版本 - gcloud SDK 484.0.0。您可以通过运行以下命令来查看 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
正在创建实例和数据库
实例运行后，您就可以创建数据库了。Spanner 允许在单个实例上使用多个数据库。
数据库是您定义架构的地方。您还可以控制谁有权访问数据库、设置自定义加密、配置优化工具以及设置保留期限。
系统将在上一步的 ID 为 SPANNER_INSTANCE_ID 的实例中创建数据库。
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}
使用下面的 Google Cloud Shell gcloud 命令行工具，创建一个具有财务图表架构和预先填充的财经数据集的 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 命令是执行以下操作的封装容器：
- 创建名为“finance-graph-db”的数据库实例。
- 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，以及这些实体之间的关系的边缘定义。您可以在第 6 步中检查数据库架构。
- 在数据库中插入数千个图表节点和边。
如何处理错误
未能插入数据
如果工具完成操作并显示错误消息 Failed to insert data for the graph database，您可以按照可选的“第 5 步）页面操作，手动创建数据库，然后插入数据。
后续步骤
如果成功自动创建数据库，您可以跳过下一个可选部分，直接前往“探索图表架构”（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。
数据库是您定义架构的地方。您还可以控制谁有权访问数据库、设置自定义加密、配置优化工具以及设置保留期限。
系统将在之前的步骤中创建 ID 为 SPANNER_INSTANCE_ID 的实例中的数据库。
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：
对于架构，请复制下面的 DDL 并将其粘贴到 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 按钮并等待几秒钟，以便系统创建您的架构。
您可能想知道每个 CREATE 语句的含义，特别是 CREATE PROPERTY GRAPH 语句的含义。我们将在下一步 6 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 基于输入表创建图表，因此图表的数据基于输入表中的数据，没有数据重复。同样，输入表中的数据更改也会自动反映在图表模型中。这样可以避免因与其他数据源同步而进行复杂的 ETL。
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，并点击 RUN 按钮。INSERT 语句将在您的数据库中填充数千个节点和边。由于文字量较大，复制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 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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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，您已使用图表架构和预先填充的图表数据创建了 Spanner 数据库。
后续步骤
接下来，您将探索图表架构
6. 探索图架构
查看图表架构
在 Cloud 控制台中，导航到 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）显示数据库架构。
检查架构时，您首先会看到多个包含 CREATE TABLE 语句的关系型表，如下面的屏幕截图所示：
Account表，包含有关银行账户的数据AccountAudits表，用于跟踪银行账户审核AccountRepayLoan表，用于跟踪从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，包含有关客户贷款的数据Person表，包含建模为个人的银行客户的数据PersonOwnAccount表，用于跟踪银行账户所有者之间的关系
向下滚动架构 DDL，您会看到 CREATE PROPERTY GRAPH FinGraph 语句，其中我们根据上面的 SQL 表定义图架构。我们将在下一部分中介绍图表架构。
了解图表架构
Spanner Graph 允许您使用 CREATE PROPERTY GRAPH 语句基于表创建图。用于创建图表的表格称为“输入表格”。创建图表时，没有数据重复。
Spanner Graph 支持使用标签和属性对节点和边进行注释的属性图数据模型。在此财经图表架构中，我们根据之前定义的关系输入表创建了 3 种类型的节点和 3 种边。
节点
我们根据 3 个输入表定义了 3 种类型的节点：
- 基于“人员”表的
Person个节点 - 基于“账号”表格的“
Account”节点 Loan个节点（基于贷款表）
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)
)
...
节点表中的每一行都映射到图模型中的一个节点。每个节点都有一个标签，例如表示该节点的 Account 和 Person。在接下来的页面中，您将使用标签查询节点类型。
默认情况下，创建图表时输入表的所有列都会作为节点属性包含在内。例如，Account 表的 id、create_time、is_blocked 和 type 列是 Account 节点的属性。不过，您可以使用 ALL COLUMNS EXCEPT 语法从图表模型中排除列，详见此处。
边缘亮化
我们定义节点之间的 3 种边：
AccountRepayLoan边缘（基于“AccountRepayLoan”表），将Account节点连接到Loan个节点。AccountTransferAccount边缘（基于AccountTransferAccount表），将Account节点连接到另一个Account节点。PersonOwnAccount边缘（基于“PersonOwnAccount”表），将Person节点连接到Account个节点。
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)
);
将表映射到边缘需要定义源键和目标键。这些密钥会在边缘与源节点和目标节点之间建立关系。
例如，每个 PersonOwnAccount 边缘将 Person（来源）连接到 Account（目标）节点。
- 边缘的
SOURCE节点是Person节点，其id与边缘id相同。 - 边缘的
DESTINATION节点是Account节点，其id与边缘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)
每条边都有一个标签（例如 Repays 和 Owns），用于表示边缘类型。与图表节点类似，默认情况下，输入表的所有列都包含为边缘属性。
详细了解架构
您可以点击此处详细了解图表架构的一般概念，例如标签、属性以及与输入表的关系。
摘要
在此步骤中，您已经了解了输入表以及财经图表架构的图表节点和边类型。
后续步骤
接下来，您将运行财务场景查询，以发掘图表数据的潜力。
7. 使用 GQL 查询图表
什么是 GQL 中的图形查询遍历
图表数据表示为由边连接的节点。图表查询会导航这些连接，并根据指定条件在节点之间跳转。在图表查询中，一个“跃点”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一个步骤。
例如，在下面的图表遍历中，人物 (Bob)、账号 (18) 和贷款 (27) 之间存在 2 次跃点。
在 Spanner Studio 中运行查询
在此步骤中，您将运行多个 GQL 查询，以了解如何借助图表查询语义来分析金融图表数据。
对于每个查询，您都可以创建新的编辑器，例如“编辑者 1”运行。
查询 1 - 基本节点和边缘模式匹配
您可以运行以下查询，从名为“Jacoby”的人员节点中遍历，找到该人员拥有的账号，然后找到该账号偿还的贷款。这是一个两跳图查询遍历：
- 第 1 个跃点：通过
Owns边缘从Person节点到Account节点 - 第 2 个跃点：通过
Repays边缘从Account节点到Loan节点
我们匹配节点和边缘类型的方式基于它们的标签，例如以下查询中的 :Person、:Owns 和 :Account 部分。
结果会返回账号 ID、偿还信息和贷款信息，并按还贷日期排序
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查询如何提取“Jacoby”拥有的所有账号有偿还贷款的客户。（查询结果可能与图表显示的内容不同。）
在编辑器中运行查询应返回如下所示的结果。结果显示“Jacoby”只有一个账号（ID 为 569）和一个贷款（ID 110），但它们之间存在多次还款。
查询 2 - 量化路径遍历并返回图表元素
以下查询会匹配从在 3 到 6 个跃点内有 id=75 的来源账号发起的所有账号转账，以达到具有 id=199 的目标账号。{3,6} 语法用于表示 src_accnt 和 dst_accnt 之间的量化的 3 到 6 个跃点路径遍历。
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;
从直观上看，您可以将量化边缘遍历想象成这样：它从 src_account 节点开始，并提取 3 到 6 个跃点之间所有可能的账号转移路径，直到达到 dst_account。
例如，下面突出显示的路径是一个 6 跃点查询。
运行此查询应会产生以下结果：
您可以使用 TO_JSON 函数以 JSON 格式返回图元素，因为上面返回的是 transfers 边。为节点和边缘返回的 JSON 对象包括其 identifier、properties 和 labels。此外，返回的边缘 JSON 对象也将包含 source_node_identifier 和 destination_node_identifier。
在此查询中，结果会返回传输边缘跃点数以及每个匹配路径中的传输边缘（采用 JSON 格式），并包含 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，因为在源账号和目标账号之间的每个匹配的路径中可以有多个转移边缘。
数组的每个元素都是一个边缘，其中包含已连接节点的 labels、source_node_identifier 和 destination_node_identifier，以及边缘 properties 数据（例如 amount 和 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": "..."
}
]
查询 3 - 最短路径搜索
查询 2 在指定的跃点范围内查找 src_accnt 和 dst_accnt 中的所有三个路径。每个路径均包含不同数量的跃点，即 4、5 和 6。
如果要查找这两个节点之间的最短路径，您可以使用路径搜索前缀 MATCH ANY SHORTEST 进行修改。以下查询查找这两个账号之间 3 到 6 个跃点之间的最短路径。
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;
比较两个查询的结果后，您会发现查询 2 返回所有可能的 3 条路径，而查询 3（此查询）仅返回 1 条结果，是 4 个跃点的最短路径。
运行查询应会产生以下结果。
查询 4 - 绘制按线性组合链接的查询
使用 NEXT 关键字将多个图表查询链接在一起，可以识别更复杂的关系。
在以下查询中，您想要了解客户账号的资金流动情况，以根据合规性分析要求查找可疑的大量流入或流出。
为此，您首先需要找到“Bisla”拥有的所有银行账户在第 1 个查询块中，使用 MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)。
然后，在 NEXT 后面的第二个代码块中，计算自“2020-01-01”以来向每个账号转入的总金额。
之后，您可以在第三个屏蔽查询中对传出金额应用相同的逻辑。最后，您需要计算最后一个屏蔽中每个账号的流入金额与流出金额之比。
对于您需要在 NEXT 关键字之后访问的中间查询结果，需要在前一个代码块的末尾返回这些结果。例如，第一个代码块中会返回匹配的 accnt，以便第二个代码块可以查询流入这些账号的流入款项。
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;
下图直观呈现了查询遍历的内容。
运行查询应会产生以下结果：
探索更多图表查询
您可以在用户指南中找到许多与此 Codelab 的架构兼容的图查询示例。
如需了解图表查询语法，您可以点击此处阅读 GoogleSQL 图表查询语言参考文档。
摘要
在此步骤中，您已经运行了很多 GQL 图查询并已理解其语义。
后续步骤
接下来，您将运行结合使用 GQL 和 SQL 的查询。
8. 同时查询图表和表格
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连接起来。
对于每个查询，您都可以在 Spanner Studio 中创建一个新编辑器来运行。
运行 SQL 可互操作查询
在 Spanner 图中，SQL 和 GQL 完全可互操作。您可以使用 GRAPH_TABLE 运算符来结合使用 GQL 和 SQL。在运算符中，您可以如上一部分所述编写 GQL。然后，您可以通过 RETURN 语句将结果连接回 SQL 查询部分。
例如，您可以结合使用 GQL 和 SQL 来查找接收了可疑账号的电汇的账号的审核信息。
查看以下查询，GRAPH_TABLE 运算符中的 GQL 查询通过 Transfers 边缘遍历可疑账号的 1 个或 2 个跃点，然后返回所到达账号的不同 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
运行查询将产生如下结果。
如需详细了解用于将图和 SQL 查询组合的 GRAPH_TABLE 运算符，请参阅用户指南。
后续步骤
接下来，您可以清理此 Codelab。
9. 清理（可选）
如需进行清理，只需进入 Cloud 控制台的 Spanner 部分，然后删除我们在此 Codelab 中创建的 graph-demo 实例即可。
10. 恭喜！
恭喜，您已成功创建图架构并使用 Spanner Graph 运行图查询。
由于数据的关系网络日益复杂，传统的 SQL 查询不足以发现数据中的连接。Spanner Graph 提供任务关键型图数据模型，它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，您已对 Spanner 图概念有了更深入的了解，不妨立即试用您的架构和数据！
后续操作
如需详细了解 Spanner 图，请参阅我们的用户指南。