Начало работы с Spanner Graph

1. Введение

Spanner Graph объединяет возможности специализированных графовых баз данных с Spanner , постоянно доступной, глобально согласованной и практически неограниченно масштабируемой базой данных от Google Cloud.

Spanner Graph поддерживает интерфейс запросов к графам, совместимый со стандартами ISO GQL (Graph Query Language). Благодаря совместимости между реляционными и графовыми моделями, вы можете объединить хорошо зарекомендовавшие себя возможности SQL с выразительностью сопоставления шаблонов графов из GQL. Таблицы могут быть сопоставлены с графами с использованием декларативной схемы без миграции данных, что позволяет преобразовывать графы в табличные наборы данных. Таким образом, вы можете откладывать выбор модели данных и использовать наиболее подходящий язык запросов для каждой выполняемой задачи.

В этой лабораторной работе вы пошагово научитесь настраивать базу данных Spanner Graph, используя предварительно заполненный набор данных, выполнять запросы к графу с помощью GQL и одновременно получать доступ к данным графа и реляционным данным, комбинируя GQL и SQL.

Что вы построите

В рамках этой лабораторной работы вы:

• Создайте экземпляр Spanner.
• Создайте базу данных со схемой финансового графа и предварительно заполненными наборами данных.
• Выполняйте GQL-запросы и объединяйте GQL и SQL.

Что вы узнаете

• Как настроить экземпляр Spanner.
• Как использовать команду gcloud spanner samples init finance-graph для настройки примера базы данных Spanner Graph.
• Как просмотреть схему графа на странице обзора базы данных.
• Как писать запросы с несколькими переходами с использованием GQL.
• Как писать более сложные запросы с использованием GQL.
• Как объединить GQL и SQL.

Что вам понадобится

• Проект Google Cloud, подключенный к платежному аккаунту.
• Веб-браузер, например Chrome или Firefox .

2. Настройка и требования

Примечание: Этот шаг можно пропустить, если у вас уже есть проект GCP с включенной функцией выставления счетов.

Создайте проект GCP

Войдите в консоль Google Cloud и создайте новый проект или используйте существующий. Если у вас еще нет учетной записи Gmail или Google Workspace, вам необходимо ее создать .

• Название проекта — это отображаемое имя участников данного проекта. Это строка символов, не используемая API Google. Вы всегда можете его изменить.
• Идентификатор проекта уникален для всех проектов Google Cloud и является неизменяемым (его нельзя изменить после установки). Консоль Cloud автоматически генерирует уникальную строку; обычно вам неважно, какая она. В большинстве практических заданий вам потребуется указать идентификатор вашего проекта (обычно обозначается как PROJECT_ID ). Если сгенерированный идентификатор вас не устраивает, вы можете сгенерировать другой случайный идентификатор. В качестве альтернативы вы можете попробовать свой собственный и посмотреть, доступен ли он. После этого шага его нельзя изменить, и он сохраняется на протяжении всего проекта.
• К вашему сведению, существует третье значение — номер проекта , которое используется некоторыми API. Подробнее обо всех трех значениях можно узнать в документации .

Внимание: Идентификатор проекта является уникальным во всем мире и не может быть использован кем-либо еще после того, как вы его выбрали. Вы являетесь единственным пользователем этого идентификатора. Даже если проект будет удален, идентификатор нельзя будет использовать снова.

Примечание: Если вы используете учетную запись Gmail, вы можете оставить значение по умолчанию « Без организации» . Если вы используете учетную запись Google Workspace, выберите местоположение, которое подходит для вашей организации.

Настройка выставления счетов

Далее вам необходимо следовать руководству пользователя по управлению выставлением счетов и включить выставление счетов в консоли Cloud . Новые пользователи Google Cloud имеют право на бесплатную пробную версию стоимостью 300 долларов США . Чтобы избежать дополнительных расходов после завершения этого руководства, вы можете выключить экземпляр Spanner в конце выполнения задания, следуя шагу 9 «Очистка».

Запустить Cloud Shell

Хотя Google Cloud можно управлять удаленно с ноутбука, в этом практическом занятии вы будете использовать Google Cloud Shell — среду командной строки, работающую в облаке.

В консоли Google Cloud нажмите на значок Cloud Shell на панели инструментов в правом верхнем углу:

Подготовка и подключение к среде займут всего несколько минут. После завершения вы должны увидеть что-то подобное:

Эта виртуальная машина содержит все необходимые инструменты разработки. Она предоставляет постоянный домашний каталог объемом 5 ГБ и работает в облаке Google, что значительно повышает производительность сети и аутентификацию. Вся работа в этом практическом задании может выполняться в браузере. Вам не нужно ничего устанавливать.

3. Создайте экземпляр Spanner.

Примечание: Вы можете пропустить этот шаг, если у вас уже есть экземпляр Spanner для тестирования в вашем проекте. Вы можете проверить это, перейдя по этой ссылке в консоли.

В Spanner экземпляр — это кластер вычислительных и дисковых ресурсов, на котором размещается одна или несколько баз данных Spanner. Для выполнения этого практического задания вам потребуется как минимум один экземпляр для размещения базы данных Spanner.

Проверьте версию SDK gcloud.

Перед созданием экземпляра убедитесь, что SDK gcloud в Google Cloud Shell обновлен до необходимой версии — gcloud SDK 493.0.0 . Версию SDK gcloud можно узнать, выполнив следующую команду.

$ gcloud version | grep Google

Вот пример выходных данных:

Google Cloud SDK 489.0.0

Если используемая вами версия старше требуемой 493.0.0 ( 489.0.0 в предыдущем примере), вам необходимо обновить Google Cloud SDK, выполнив следующую команду:

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

Примечание: Предыдущая команда в целях безопасности предоставляет исчерпывающий список пакетов, подлежащих обновлению.

Включите API Spanner

Внутри Cloud Shell убедитесь, что идентификатор вашего проекта настроен. Используйте первую команду ниже, чтобы найти текущий настроенный идентификатор проекта. Если результат не соответствует ожиданиям, вторая команда ниже установит правильный идентификатор.

gcloud config get-value project

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

Установите регион по умолчанию на us-central1 . При желании вы можете изменить его на другой регион, поддерживаемый региональными настройками Spanner.

gcloud config set compute/region us-central1

Включите API Spanner:

gcloud services enable spanner.googleapis.com

Создайте экземпляр Spanner.

В этом разделе вы создадите либо бесплатный пробный экземпляр , либо экземпляр с выделенными ресурсами . В ходе этого практического занятия в качестве идентификатора экземпляра Spanner Graph используется graph-demo , который задается как переменная SPANNER_INSTANCE_ID с помощью команды export . При желании вы можете выбрать собственное имя идентификатора экземпляра.

Создайте бесплатный пробный экземпляр Spanner.

Бесплатная 90-дневная пробная версия Spanner доступна всем пользователям с учетной записью Google, у которых включена функция Cloud Billing в проекте. Плата взимается только в том случае, если вы решите перейти с бесплатной пробной версии на платную. Бесплатная пробная версия поддерживает Spanner Graph. Если вы соответствуете условиям, создайте бесплатную пробную версию, открыв Cloud Shell и выполнив следующую команду:

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"

Примечание: В этой команде в качестве региона используется regional-us-central1 . Вы можете выбрать другой регион в зависимости от настроек региона, доступных для бесплатной пробной версии Spanner . Подробнее о создании бесплатной пробной версии можно прочитать здесь .

Вывод команды:

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

Создайте выделенный экземпляр Spanner.

Если у вас нет возможности использовать бесплатную пробную версию, вы можете настроить выделенный экземпляр Spanner с одним узлом для этого практического занятия. Spanner Graph доступен в версиях Enterprise или Enterprise Plus. Чтобы создать экземпляр в версии Enterprise или Enterprise Plus, откройте Cloud Shell и выполните следующую команду:

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

Примечание: В этой команде в качестве региона используется regional-us-central1 . Вы можете выбрать другой регион в зависимости от настроек региона, доступных для экземпляра Spanner .

Вывод команды:

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

4. Автоматическое создание базы данных Spanner.

Примечание: В следующих инструкциях для настройки базы данных и заполнения данных используется команда gcloud . Если вас интересует ручной процесс, перейдите к шагу 5.

Проверьте версию SDK gcloud.

Перед созданием базы данных убедитесь, что SDK gcloud в Google Cloud Shell обновлен до необходимой версии — gcloud SDK 484.0.0 . Вы можете узнать версию вашего SDK gcloud, выполнив следующую команду.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Если версия ниже требуемой 484.0.0 (например, указанная выше 483.0.0 ), необходимо обновить ее, скопировав и выполнив следующую команду.

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

Примечание: Приведенная выше команда в целях безопасности перечисляет все пакеты, подлежащие обновлению.

Создание экземпляра и базы данных

После запуска экземпляра вы можете создать базу данных. Spanner позволяет использовать несколько баз данных на одном экземпляре.

В базе данных вы определяете свою схему. Вы также можете контролировать доступ к базе данных, настраивать пользовательское шифрование, конфигурировать оптимизатор и устанавливать период хранения.

База данных будет создана в экземпляре с идентификатором SPANNER_INSTANCE_ID созданном на предыдущем шаге.

Если вы еще не настроили переменную SPANNER_INSTANCE_ID , используйте приведенную ниже командную строку для ее настройки.

export SPANNER_INSTANCE_ID={your_instance_id}

Используйте приведенный ниже инструмент командной строки Google Cloud Shell gcloud , чтобы создать базу данных Spanner со схемой финансового графа и предварительно заполненным набором данных по финансам.

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

Вывод команды:

$ 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.

Примечание: Создание базы данных может занять несколько минут.

spanner samples CLI

Команда gcloud spanner samples init finance-graph представляет собой оболочку для следующих действий:

• Создание базы данных с именем "finance-graph-db" в вашем экземпляре.
• Создание схемы финансового графа в базе данных. Схема содержит определения узлов для таких сущностей, как банковские счета, кредиты и т. д., а также определения ребер для связей между ними. Вы сможете изучить схему базы данных на шаге 6.
• Вставка нескольких тысяч узлов и ребер графа в базу данных.

Как обрабатывать ошибки

Не удалось ввести данные.

Если инструмент завершает работу с сообщением об ошибке « Failed to insert data for the graph database , вы можете перейти к необязательному шагу 5), чтобы вручную создать базу данных, а затем вставить в нее данные.

Далее

Если автоматическое создание базы данных прошло успешно, вы можете пропустить следующий необязательный раздел и сразу перейти к разделу «Изучение схемы графа» (Шаг 6).

5. (Необязательно) Создайте базу данных Spanner вручную.

Примечание: Если вы уже использовали gcloud spanner samples для создания базы данных finance-graph-db на предыдущем шаге, вы можете пропустить этот шаг.

После запуска экземпляра вы можете создать базу данных вручную.

В базе данных вы определяете свою схему. Вы также можете контролировать доступ к базе данных, настраивать пользовательское шифрование, конфигурировать оптимизатор и устанавливать период хранения.

База данных будет создана в экземпляре с идентификатором SPANNER_INSTANCE_ID на предыдущих этапах.

Если вы еще не настроили переменную SPANNER_INSTANCE_ID , используйте приведенную ниже командную строку для ее настройки.

export SPANNER_INSTANCE_ID={your_instance_id}

Для создания базы данных используйте инструмент командной строки gcloud:

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

Вывод команды:

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

Создайте схему с помощью графа.

Для настройки схемы перейдите в Spanner Studio и воспользуйтесь редактором:

Для создания схемы скопируйте и вставьте приведенный ниже DDL-скрипт в редактор 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
  );

Примечание: Каждый оператор CREATE выполняется последовательно, поэтому это может занять несколько минут.

Затем нажмите кнопку RUN и подождите несколько секунд, пока будет создана ваша схема.

Возможно, вас заинтересует значение каждого оператора CREATE , особенно оператора CREATE PROPERTY GRAPH . Мы рассмотрим схему на следующем шаге (шаг 6).

Загрузите данные

Теперь вам потребуется вставить в свою базу данных данные финансовых графиков.

Spanner Graph создает графы на основе входных таблиц, поэтому данные графа базируются на данных из входных таблиц, без дублирования данных. Аналогичным образом, изменения данных во входных таблицах автоматически отражаются в модели графа. Это позволяет избежать сложных процессов ETL для синхронизации с другими источниками данных.

Для вставки данных во входные таблицы можно использовать привычные операторы SQL INSERT .

Откройте новую вкладку в Spanner Studio, скопируйте и вставьте следующие операторы INSERT и нажмите кнопку RUN . Операторы INSERT добавят тысячи узлов и ребер в вашу базу данных. Учитывая объем текста, копирование может занять несколько секунд.

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 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08:33:18.515",false,"corporate account"),(126,"2020-12-15 19:09:35.512",false,"prepaid card"),(127,"2020-12-16 08:36:23.124",false,"brokerage account"),(128,"2020-12-17 12:07:26.547",false,"foreign currency"),(129,"2020-12-18 13:42:59.981",false,"merchant account"),(130,"2020-12-19 05:47:14.714",false,"retirement account"),(131,"2020-12-20 19:50:44.173",false,"trust account"),(132,"2020-12-22 01:44:50.711",false,"corporate account"),(133,"2020-12-23 02:31:46.849",false,"foreign currency"),(134,"2020-12-23 10:07:28.308",false,"merchant account"),(135,"2020-12-23 23:06:04.601",true,"retirement account"),(136,"2020-12-24 01:27:15.123",false,"credit card"),(137,"2020-12-24 03:01:42.112",false,"trust account"),(138,"2020-12-24 23:57:34.334",false,"debit card"),(139,"2020-12-25 05:47:40.479",false,"merchant account"),(140,"2020-12-27 23:42:26.114",false,"escrow account"),(141,"2020-12-28 17:26:15.005",true,"brokerage account"),(142,"2020-12-29 07:23:26.859",false,"retirement 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23:06:15.22",false,"certificate of deposit"),(161,"2021-01-13 12:55:15.875",false,"merchant account"),(162,"2021-01-14 11:49:16.404",false,"trust account"),(163,"2021-01-15 08:45:39.804",false,"trust account"),(164,"2021-01-15 12:32:10.173",false,"corporate account"),(165,"2021-01-15 21:58:24.792",false,"certificate of deposit"),(166,"2021-01-18 04:16:58.326",false,"internet account"),(167,"2021-01-20 13:13:02.317",false,"merchant account"),(168,"2021-01-21 15:02:01.15",false,"escrow account"),(169,"2021-01-22 04:57:00.671",false,"merchant account"),(170,"2021-01-22 15:33:06.555",false,"prepaid card"),(171,"2021-01-24 05:32:17.593",false,"trust account"),(172,"2021-01-24 19:32:00.247",false,"foreign currency"),(173,"2021-01-24 23:53:26.247",false,"corporate account"),(174,"2021-01-25 11:48:11.678",false,"escrow account"),(175,"2021-01-26 18:31:53.951",false,"debit card"),(176,"2021-01-27 22:33:15.477",false,"corporate account"),(177,"2021-01-29 18:06:11.236",false,"certificate of 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10:34:54", "Two-factor authentication enabled."), (186,"2021-06-18 10:18:16", "Account password reset successfully."), (453,"2021-09-09 09:10:46", "Support ticket closed."), (404,"2020-02-17 04:34:58", "Login attempt from unrecognized device."), (206,"2021-08-22 09:01:55", "Security question updated."), (153,"2020-05-04 08:51:37", "Account recovery email updated."), (391,"2021-05-15 00:15:56", "Account unlocked by system administrator."), (608,"2021-10-22 03:23:17", "Failed login attempt using incorrect password from IP address [ip address removed]."), (427,"2021-02-21 21:59:25", "API key revoked."), (455,"2020-11-30 08:52:46", "Payment method added."), (650,"2021-12-18 14:29:06", "Account successfully created."), (129,"2020-02-13 00:37:57", "Account password reset requested."), (453,"2021-03-15 18:39:15", "Notification preferences changed."), (489,"2020-09-09 23:52:09", "Account deleted by user."), (464,"2021-01-05 15:35:25", "Profile picture updated."), (554,"2021-07-12 00:42:50", "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.");

Краткое содержание

На этом шаге вы создали базу данных Spanner со схемой графа и предварительно заполненными данными графа.

Далее

Далее вы изучите схему графа.

6. Изучение схемы графа

Просмотреть схему графа

В консоли Cloud перейдите к экземпляру Spanner и щелкните базу данных finance-graph-db . На этой странице обзора нажмите кнопку «Показать эквивалентные DDL» (в нижней части страницы), чтобы отобразить схему базы данных.

При изучении схемы вы сначала увидите ряд реляционных таблиц с операторами CREATE TABLE , которые также показаны на скриншоте ниже:

• Таблица Account , содержащая данные о банковских счетах.
• Таблица AccountAudits отслеживает аудит банковских счетов.
• Таблица AccountRepayLoan отслеживает выплаты по кредитам, осуществляемые с банковских счетов.
• Таблица AccountTransferAccount , которая отслеживает денежные переводы между банковскими счетами.
• Таблица Loan , содержащая данные о кредитах клиентов.
• Таблица Person , содержащая данные о клиентах банка, представленных в виде физических лиц.
• Таблица PersonOwnAccount отслеживает взаимосвязь между лицами, владеющими банковскими счетами.

Прокрутите вниз DDL-скрипт схемы, и вы увидите оператор CREATE PROPERTY GRAPH FinGraph где мы определяем схему графа на основе таблиц SQL, указанных выше. Мы объясним схему графа в следующем разделе.

Разберитесь в схеме графа.

Spanner Graph позволяет создавать графики на основе таблиц с помощью оператора CREATE PROPERTY GRAPH . Таблицы, используемые для создания графиков, называются входными таблицами. При создании графика дублирование данных отсутствует.

Spanner Graph поддерживает модель данных графа свойств с узлами и ребрами, аннотированными метками и свойствами. В этой схеме финансового графа мы создали 3 типа узлов и 3 типа ребер на основе ранее определенных реляционных входных таблиц.

Узлы

Мы определяем 3 типа узлов на основе 3 входных таблиц:

1. Узел Person , основанный на таблице «Человек».
2. Узел Account , основанный на таблице учетных записей.
3. Узел Loan , основанный на таблице займов.

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)
  )
 ...

Каждая строка в таблицах узлов соответствует узлу в графовой модели. Каждый узел имеет метку, например, Account » или Person , которая представляет этот узел. На следующей странице вы будете использовать метки для запроса типов узлов.

По умолчанию все столбцы входной таблицы, созданной во время построения графа, включаются в качестве свойств узлов. Например, столбцы id , create_time , is_blocked и type таблицы Account являются свойствами узла Account . Однако столбцы можно исключить из модели графа, используя синтаксис ALL COLUMNS EXCEPT , который описан здесь .

Примечание:

В схеме, созданной вручную на шаге 5), входные данные для таблиц узлов состоят исключительно из имен таблиц (например, Account , Node ).

В отличие от этого, схема DDL графа со страницы обзора базы данных расширена и включает в себя LABEL , KEY и PROPERTIES для определения узлов и ребер.

Оба представления семантически эквивалентны. Расширенное определение улучшает понимание всей схемы.

Края

Мы определяем 3 типа ребер между узлами:

1. Ребро AccountRepayLoan , основанное на таблице AccountRepayLoan , соединяет узел Account с узлом Loan .
2. Ребро AccountTransferAccount , основанное на таблице AccountTransferAccount , соединяет узел Account с другим узлом Account .
3. Ребро PersonOwnAccount , основанное на таблице PersonOwnAccount , соединяет узел Person с узлом 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)
  );

Для сопоставления таблицы с ребрами необходимо определить ключи источника и назначения. Эти ключи устанавливают связь между ребром и узлами источника и назначения.

Например, каждое ребро PersonOwnAccount соединяет Person (источник) с узлом Account (получатель).

• Узел SOURCE ребра — это узел Person , id которого совпадает с id ребра.
• Узел DESTINATION ребра — это узел Account , id которого совпадает с идентификатором account_id ребра.

   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)

Каждое ребро имеет метку, например, Repays и Owns , которая обозначает тип ребра. Аналогично узлам графа, все столбцы входной таблицы по умолчанию включаются в качестве свойств ребра.

Подробнее о схеме

Подробнее об общих концепциях схемы графа, таких как метки, свойства и связь с входными таблицами, можно узнать здесь .

Вы можете узнать больше об определении узла и определении ребра .

Краткое содержание

На этом этапе вы освоили входные таблицы, а также типы узлов и ребер схемы финансового графа.

Далее

Далее вы выполните запросы к финансовым сценариям, чтобы раскрыть потенциал графовых данных.

7. Выполните запрос к графу с помощью GQL.

Что такое обход графового запроса в GQL?

Данные в графе представлены в виде узлов, соединенных ребрами. Запрос к графу перемещается по этим соединениям, переходя от узла к узлу на основе заданных критериев. В запросе к графу «переход» означает перемещение от одного узла к другому вдоль соединяющего ребра. Он обозначает один шаг в процессе обхода.

Например, в приведенном ниже обходе графа между Person ( Bob ), Account ( 18 ) и Loan ( 27 ) есть 2 перехода.

Выполняйте запросы в Spanner Studio.

На этом этапе вы выполните несколько GQL-запросов, чтобы понять, как семантика запросов к графам позволяет анализировать данные финансовых графов.

Для каждого запроса можно создать новый редактор, например, "Редактор 1", в Spanner Studio для запуска.

Запрос 1 - Базовое сопоставление шаблонов узлов и ребер

Вы можете выполнить приведенный ниже запрос, чтобы, начиная с узла " Jacoby ", найти принадлежащие этому человеку счета, а затем узнать, какие займы были погашены с этого счета. Это двухэтапный обход графа:

• Первый переход: от узла Person к узлу Account " через ребро " Owns
• Второй переход: от узла Account к узлу Loan через узел Repays .

Способ сопоставления типов узлов и ребер основан на их метках, таких как части :Person , :Owns и :Account в приведенном ниже запросе.

В результате возвращается идентификатор счета, информация о погашении и информация о кредите, отсортированные по дате погашения кредита.

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;

Примечание: Если вы бегло взглянете на раздел «Изучение схемы графа» (Шаг 5), то увидите, что каждому узлу и ребру, определенным в схеме, присвоена LABEL ).

Более подробную информацию о том, как синтаксис запросов сопоставляет узлы и ребра, вы можете найти по соответствующим ссылкам.

Приведенная ниже диаграмма помогает визуализировать, как запрос может получить все счета, принадлежащие « Джакоби », которые произвели выплаты по кредиту. (Результат запроса может отличаться от того, что показано на диаграмме.)

Выполнение запроса в редакторе должно вернуть результаты, подобные приведенным ниже. Результат показывает, что у "Джейкоби" только один счет (id 569 ) и один кредит (id 110 ), но между ними существует несколько платежей.

Запрос 2 - Количественно измеренные элементы графа обхода пути и возврата

Следующий запрос сопоставляет все денежные переводы со счетов, начиная с исходного счета с id=75 в пределах 3–6 переходов , до целевого счета с id=199 Синтаксис {3,6} используется для представления количественного пути обхода от 3 до 6 переходов между src_accnt и 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;

Визуально, обход ребер можно представить следующим образом: он начинается с узла src_account и получает все возможные пути передачи учетных записей между 3 и 6 переходами , чтобы достичь dst_account .

Например, выделенный внизу путь представляет собой запрос с шестью переходами.

Выполнение этого запроса должно дать следующие результаты:

Примечание: Подробнее о количественной оценке краевых паттернов можно прочитать здесь .

Элементы графа могут быть возвращены в формате JSON с помощью функции TO_JSON , как и ребра transfers данных, которые возвращаются выше. Возвращаемые объекты JSON для узла и ребра включают их identifier , properties и labels . Кроме того, возвращаемые объекты JSON для ребер также будут включать source_node_identifier и destination_node_identifier .

В этом запросе результат возвращает количество переходов по передаточным ребрам и передаточные ребра в каждом найденном пути в формате JSON с помощью TO_JSON(transfer) AS transfer_edges .

Возвращаемый объект transfer_edges представляет собой массив JSON. Он имеет тип массива JSON, поскольку в каждом сопоставленном пути между исходной и целевой учетной записью может быть несколько ребер передачи.

Каждый элемент массива представляет собой ребро , содержащее labels , идентификаторы source_node_identifier и destination_node_identifier подключенных узлов, а также данные properties ребра, такие как amount и 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": "..."
  }
]

Примечание: Идентификатор в элементе JSON-графа является непрозрачным, не имеет семантического значения и привязан к области выполнения одного запроса. Его нельзя использовать повторно в последующих запросах.

Запрос 3 - Поиск кратчайшего пути

Запрос 2 находит все три пути от src_accnt и dst_accnt в пределах указанного диапазона переходов. Каждый путь состоит из разного количества переходов, а именно четырех, пяти и шести.

Если вы хотите найти кратчайший путь между этими двумя узлами, вы можете изменить запрос, используя префикс поиска пути MATCH ANY SHORTEST . Приведенный ниже запрос находит любой кратчайший путь между этими двумя учетными записями в пределах от 3 до 6 переходов .

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;

Сравнив результаты обоих запросов, вы обнаружите, что запрос 2 возвращает все возможные 3 пути, тогда как запрос 3 (этот запрос) возвращает только 1 результат, который представляет собой кратчайший путь из 4 переходов .

Выполнение запроса должно дать следующий результат.

Запрос 4 — Графовые запросы, объединенные линейной композицией.

Более сложные взаимосвязи можно выявить, используя ключевое слово NEXT для объединения блоков запросов к графу.

В приведенном ниже запросе вам необходимо понять движение денежных средств на счетах клиентов, чтобы выявить подозрительные крупные притоки или оттоки средств в рамках требований к анализу соответствия нормативным требованиям.

Для этого сначала найдите все банковские счета, принадлежащие " Бислу ", в первом блоке запроса с помощью MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) .

Затем во втором блоке после NEXT вы рассчитываете общую сумму переводов на каждый счет, начиная с "2020-01-01".

После этого вы применяете ту же логику к исходящим суммам в третьем блоке запроса. Наконец, в последнем блоке вы вычисляете соотношение входящих и исходящих сумм для каждого счета.

Для промежуточных результатов запроса, к которым необходимо получить доступ после ключевого слова NEXT , их следует возвращать в конце предыдущего блока. Например, соответствующий accnt возвращается в первом блоке, чтобы второй блок мог запросить входящие переводы на эти счета.

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;

Приведенная ниже диаграмма наглядно демонстрирует, что именно обрабатывается в результате выполнения запроса.

Выполнение запроса должно дать следующий результат:

Изучите другие запросы к графам.

В руководстве пользователя вы найдете ряд примеров запросов к графам, совместимых со схемой этого практического занятия.

Чтобы изучить синтаксис запросов к графам, вы можете ознакомиться со справочной информацией по языку запросов к графам GoogleSQL здесь .

Краткое содержание

На этом этапе вы выполнили множество запросов GQL к графу и поняли их семантику.

Далее

Далее вы выполните запросы, которые объединяют GQL и SQL.

8. Граф запросов и таблицы вместе.

Выполняйте запросы в Spanner Studio.

На этом этапе вы будете выполнять запросы к графу, взаимодействующие с таблицами SQL, чтобы связать графовую модель Spanner с ее реляционной моделью.

Для каждого запроса вы можете создать новый редактор в Spanner Studio для запуска.

Выполнить SQL-запрос, совместимый с SQL

В Spanner Graph SQL и GQL полностью совместимы. Объединение GQL и SQL осуществляется с помощью оператора GRAPH_TABLE . Внутри оператора можно писать GQL-запросы, как в предыдущем разделе. Затем результаты можно связать с частью SQL-запроса с помощью оператора RETURN .

Например, вы можете объединить GQL и SQL, чтобы найти информацию об аудите счетов, на которые были осуществлены банковские переводы с подозрительного счета.

Рассмотрим следующий запрос: GQL-запрос в операторе GRAPH_TABLE проходит 1 или 2 шага от подозрительной учетной записи через ребро Transfers , а затем возвращает уникальные идентификаторы достигнутых учетных записей. Затем запрос объединяется с таблицей AccountAudits для получения информации об аудите этих учетных записей.

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

Выполнение запроса даст результаты, подобные приведенным ниже.

Более подробную информацию об операторе GRAPH_TABLE для объединения графа и SQL-запроса можно найти в руководстве пользователя .

Далее

Далее можно заняться очисткой кода.

9. Уборка (необязательно)

Для очистки просто зайдите в раздел Spanner в Cloud Console и удалите экземпляр graph-demo который мы создали в практическом задании.

10. Поздравляем!

Поздравляем, вы успешно создали схему графа и выполнили запросы к графу с помощью Spanner Graph.

Традиционные SQL-запросы недостаточны для выявления связей в данных, которые становятся все более сложными и содержат запутанные сети взаимоотношений. Spanner Graph предоставляет критически важную модель данных на основе графов с мощным синтаксисом запросов к графам, практически неограниченной емкостью и доступностью 99,999%.

Теперь, когда вы лучше знакомы с концепциями Spanner Graph, попробуйте применить свою схему и данные уже сегодня!

Что дальше?

Узнайте больше о Spanner Graph в нашем руководстве пользователя .