Начало работы с Spanner Graph

1. Введение

Spanner Graph объединяет возможности специально созданной графовой базы данных со Spanner , постоянно доступной, глобально согласованной и практически неограниченной масштабируемой базой данных Google Cloud.

Spanner Graph поддерживает интерфейс запросов к графам, совместимый со стандартами ISO GQL (язык запросов к графикам). Благодаря совместимости между реляционными и графовыми моделями вы можете объединить хорошо зарекомендовавшие себя возможности SQL с выразительностью сопоставления шаблонов графов из GQL. Таблицы можно сопоставить с графиками с использованием декларативной схемы без миграции данных, что превращает графики в табличные наборы данных. Благодаря этому вы можете позднее связать (т. е. отложить) выбор модели данных и использовать лучший язык запросов для каждой выполняемой работы.

В ходе этой лабораторной работы вы настроите базу данных Spanner Graph с использованием предварительно заполненного набора данных, выполните запросы к графу с помощью GQL и получите совместный доступ как к графовым, так и к реляционным данным путем объединения GQL и SQL.

Что ты построишь

В рамках этой лабораторной работы вы:

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

Что вы узнаете

• Как настроить экземпляр Spanner.
• Как использовать команду gcloud spanner samples init finance-graph для настройки образца базы данных Spanner Graph.
• Как просмотреть схему графа на странице обзора базы данных.
• Как писать запросы с несколькими путями 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. Вы можете пропустить этот шаг, если у вас уже есть проект GCP с включенной оплатой.

Создать проект GCP

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

• Имя проекта — это отображаемое имя для участников этого проекта. Это строка символов, не используемая API Google. Вы всегда можете обновить его.
• Идентификатор проекта уникален для всех проектов Google Cloud и является неизменяемым (невозможно изменить после его установки). Cloud Console автоматически генерирует уникальную строку; обычно тебя не волнует, что это такое. В большинстве лабораторий кода вам потребуется указать идентификатор проекта (обычно идентифицируемый как PROJECT_ID ). Если вам не нравится сгенерированный идентификатор, вы можете создать другой случайный идентификатор. Альтернативно, вы можете попробовать свой собственный и посмотреть, доступен ли он. Его нельзя изменить после этого шага и он сохраняется на протяжении всего проекта.
• К вашему сведению, есть третье значение — номер проекта , которое используют некоторые API. Подробнее обо всех трех этих значениях читайте в документации .

Внимание: Идентификатор проекта является глобально уникальным и не может быть использован кем-либо еще после того, как вы его выбрали. Вы единственный пользователь с этим идентификатором. Даже если проект будет удален, идентификатор нельзя будет использовать снова.

Примечание. Если вы используете учетную запись Gmail, вы можете оставить для местоположения по умолчанию значение «Нет организации» . Если вы используете учетную запись Google Workspace, выберите местоположение, подходящее для вашей организации.

Настройка платежных данных

Далее вам нужно будет следовать руководству пользователя по управлению выставлением счетов и включить выставление счетов в Cloud Console . Новые пользователи Google Cloud имеют право на участие в программе бесплатной пробной версии стоимостью 300 долларов США . Чтобы избежать выставления счетов за пределами этого руководства, вы можете закрыть экземпляр Spanner в конце лаборатории кода, выполнив «Шаг 9 Очистка».

Запустить Cloud Shell

Хотя Google Cloud можно управлять удаленно с вашего ноутбука, в этой лаборатории вы будете использовать Google Cloud Shell , среду командной строки, работающую в облаке.

В Google Cloud Console щелкните значок Cloud Shell на верхней правой панели инструментов:

Подготовка и подключение к среде займет всего несколько минут. Когда все будет готово, вы должны увидеть что-то вроде этого:

Эта виртуальная машина оснащена всеми необходимыми инструментами разработки. Он предлагает постоянный домашний каталог объемом 5 ГБ и работает в Google Cloud, что значительно повышает производительность сети и аутентификацию. Всю работу в этой лаборатории кода можно выполнять в браузере. Вам не нужно ничего устанавливать.

3. Создайте экземпляр Spanner.

Примечание. Вы можете пропустить этот шаг, если в вашем проекте уже есть экземпляр Spanner для целей тестирования. Вы можете проверить, перейдя по этой ссылке на консоль.

В Spanner экземпляр — это кластер вычислительных ресурсов и ресурсов хранения, на котором размещена одна или несколько баз данных Spanner. Вам понадобится как минимум 1 экземпляр для размещения базы данных Spanner для этой лаборатории кода.

Проверьте версию gcloud SDK

Прежде чем создавать экземпляр, убедитесь, что gcloud SDK в Google Cloud Shell обновлен до необходимой версии — gcloud SDK 493.0.0 . Вы можете найти свою версию gcloud SDK, выполнив следующую команду.

$ gcloud version | grep Google

Вот пример вывода:

Google Cloud SDK 489.0.0

Если используемая вами версия более ранняя, чем требуемая версия 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 содержит исчерпывающий список пакетов, подлежащих обновлению, по соображениям безопасности.

Включить API-интерфейс Spanner

В Cloud Shell убедитесь, что идентификатор вашего проекта настроен. Используйте первую команду ниже, чтобы найти текущий настроенный идентификатор проекта. Если результат не ожидается, вторая команда ниже устанавливает правильный.

gcloud config get-value project

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

Настройте регион по умолчанию us-central1 . Не стесняйтесь изменить это на другой регион, поддерживаемый региональными конфигурациями Spanner.

gcloud config set compute/region us-central1

Включите Spanner API:

gcloud services enable spanner.googleapis.com

Создайте экземпляр Spanner

В этом разделе вы создадите либо бесплатный пробный экземпляр , либо подготовленный экземпляр . В этой лаборатории кода используется идентификатор экземпляра Spanner Graph graph-demo , установленный как переменная SPANNER_INSTANCE_ID с помощью командной строки export . При желании вы можете выбрать собственное имя идентификатора экземпляра.

Создайте бесплатный пробный экземпляр Spanner

90-дневный бесплатный пробный экземпляр Spanner доступен всем, у кого есть учетная запись Google и в проекте включена облачная оплата. С вас не будет взиматься плата, если вы не решите обновить бесплатный пробный экземпляр до платного. Spanner Graph поддерживается в бесплатной пробной версии. Если это возможно, создайте бесплатный пробный экземпляр, 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. Эта команда использует regional-us-central1 в качестве региона. Вы можете выбрать другой регион на основе конфигураций региона, доступных для бесплатной пробной версии Spanner . Подробнее о том, как создать бесплатный пробный экземпляр, читайте 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 подготовленный экземпляр Spanner

Если вы не имеете права использовать бесплатный пробный экземпляр, вы можете настроить подготовленный экземпляр Spanner с 1 узлом для этой лаборатории кода. Spanner Graph доступен в редакциях 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. Эта команда использует regional-us-central1 в качестве региона. Вы можете выбрать другой регион на основе конфигураций 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 используется команда gcloud для настройки базы данных и заполнения данных. Если вас интересует ручной процесс, перейдите к следующему шагу 5).

Проверьте версию gcloud SDK

Прежде чем создавать базу данных, убедитесь, что gcloud SDK в Google Cloud Shell обновлен до необходимой версии — gcloud SDK 484.0.0 . Вы можете узнать версию gcloud SDK, выполнив приведенную ниже команду.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Если версия ниже требуемой 484.0.0 (например, приведенный выше вывод 483.0.0 ), вам необходимо выполнить обновление, скопировав и выполнив приведенную ниже 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 содержит исчерпывающий список пакетов, подлежащих обновлению, по соображениям безопасности.

Создание экземпляра и базы данных

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

База данных — это место, где вы определяете свою схему. Вы также можете контролировать, кто имеет доступ к базе данных, настраивать собственное шифрование, настраивать оптимизатор и устанавливать период хранения.

База данных будет создана в экземпляре с идентификатором SPANNER_INSTANCE_ID предыдущего шага.

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

export SPANNER_INSTANCE_ID={your_instance_id}

Используйте инструмент командной строки Google Cloud Shell gcloud указанный ниже, чтобы создать базу данных Spanner со схемой финансового графика и предварительно заполненным набором финансовых данных.

 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 определение границ 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 вставить данные

Если инструмент завершает работу с сообщением об ошибке Failed to insert data for the graph database , вы можете перейти на дополнительную страницу Шаг 5), чтобы вручную создать базу данных, а затем вставить данные.

Дальше

Вы можете пропустить следующий необязательный раздел, если автоматическое создание базы данных завершилось успешно, и сразу перейти к «Изучению схемы графа» (шаг 6).

5. (Необязательно) Создайте базу данных Spanner вручную.

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

После запуска экземпляра вы можете создать базу данных вручную.

База данных — это место, где вы определяете свою схему. Вы также можете контролировать, кто имеет доступ к базе данных, настраивать собственное шифрование, настраивать оптимизатор и устанавливать период хранения.

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

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

export SPANNER_INSTANCE_ID={your_instance_id}

Чтобы создать базу 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 графиком

Чтобы настроить схему, перейдите в Spanner Studio и используйте редактор:

Для схемы скопируйте и вставьте приведенный ниже DDL 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 секунд.

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

Вы можете задаться вопросом о значении каждого оператора CREATE , особенно оператора CREATE PROPERTY GRAPH . Мы проверим схему на следующем шаге 6).

Загрузите данные

Теперь вам нужно вставить некоторые данные финансового графика в вашу базу данных.

Spanner Graph создает графики на основе входных таблиц, поэтому данные графика основаны на данных из входных таблиц без дублирования данных. Аналогично, изменения данных во входных таблицах автоматически отражаются в графовой модели. Это позволяет избежать сложного ETL для синхронизации с другими источниками данных.

Вы можете использовать знакомые инструкции SQL INSERT для вставки данных во входные таблицы.

Откройте новую вкладку в Spanner Studio, затем скопируйте и вставьте следующие операторы вставки и нажмите кнопку RUN . Операторы INSERT заполнят тысячи узлов и ребер в вашей базе 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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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 этапе вы создали базу данных Spanner со схемой графа и предварительно заполненными данными графика.

Дальше

Далее вы изучите схему графа

6. Изучение схемы графа

Посмотреть схему графика

В Cloud Console перейдите к экземпляру Spanner и щелкните базу данныхfinance finance-graph-db . На этой обзорной странице нажмите кнопку «Показать эквивалент DDL» (внизу страницы), чтобы отобразить схему базы данных.

При проверке схемы вы сначала увидите несколько реляционных таблиц с операторами CREATE TABLE , которые также показаны на снимке экрана ниже:

• Таблица Account , содержащая данные о банковских счетах.
• Таблица AccountAudits , в которой отслеживаются проверки банковских счетов.
• Таблица AccountRepayLoan , в которой отслеживаются выплаты по кредитам, произведенные с банковских счетов.
• Таблица AccountTransferAccount , которая отслеживает денежные переводы между банковскими счетами.
• Таблица Loan , содержащая данные о кредитах клиентов.
• Таблица Person , содержащая данные о банковских клиентах, смоделированных как лица.
• Таблица PersonOwnAccount , в которой отслеживаются взаимоотношения лиц, владеющих банковскими счетами.

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

Понимание схемы графа

Spanner Graph позволяет создавать графики из 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, помеченными метками и свойствами. В этой схеме финансового графа мы создали 3 типа узлов и 3 типа ребер на основе определенных ранее реляционных входных таблиц.

Узлы

Мы определяем 3 типа узлов на основе 3 входных таблиц:

1. Узел Person на основе таблицы Person
2. Узел Account на основе таблицы учетных записей.
3. Узел Loan на основе таблицы ссуд

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 графовой модели. У каждого узла есть метка, например Account и Person , представляющая узел. На следующей странице вы будете использовать метки для запроса типов узлов.

По умолчанию все столбцы входной таблицы во время создания графика включаются как свойства узла. 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 объясняется здесь .

Примечание:

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

Для сравнения, схема DDL графа со страницы обзора базы данных расширена и включает LABEL , KEY и PROPERTIES для определений узлов и ребер.

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

Края

Мы определяем 3 типа ребер между узлами:

1. Ребро AccountRepayLoan , основанное на таблице AccountRepayLoan , соединяющее узел Account с узлом Loan .
2. Ребро AccountTransferAccount на основе таблицы AccountTransferAccount , соединяющее узел Account с другим узлом Account .
3. Ребро PersonOwnAccount на основе таблицы PersonOwnAccount , соединяющее 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 краями 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 (назначение).

• 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)

У каждого ребра есть метка, например Repays и Owns , обозначающая тип ребра. Подобно узлам графа, все столбцы входной таблицы по умолчанию включены как свойства ребер.

Подробнее о схеме

Вы можете узнать больше об общих понятиях схемы графа, таких как метка, свойства и связь с входными таблицами, здесь .

Вы можете узнать больше об определении узла и ребра .

Краткое содержание

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

Дальше

Далее вы выполните запросы финансовых сценариев, чтобы раскрыть потенциал графических данных.

7. Запросите график с помощью GQL.

Что такое обход графических запросов в GQL

Данные графа представлены в виде узлов, соединенных ребрами. Запрос графа проходит через эти соединения, переходя от узла к узлу в соответствии с указанными критериями. В запросе графа «прыжком» называется перемещение от одного узла к другому вдоль соединительного ребра. Это означает один шаг в процессе обхода.

Например, при обходе графа ниже есть 2 перехода между Человеком ( Bob ), Счетом ( 18 ) и Ссудой ( 27 ).

Запуск запросов в Spanner Studio

На этом этапе вы запустите несколько запросов GQL, чтобы понять, как семантика запросов к графам позволяет анализировать данные финансовых графиков.

Для каждого запроса вы можете создать для запуска новый редактор, например «Редактор 1», в Spanner Studio.

Запрос 1. Сопоставление базового узла и шаблона ребра

Вы можете запустить приведенный ниже запрос, чтобы перейти от узла человека с именем « Джакоби », найти счета, принадлежащие этому человеку, а затем обнаружить кредиты, погашенные этим счетом. Это обход запроса графа с двумя переходами:

• 1-й переход: узел Person к узлу Account через границу « Owns
• 2-й переход: узел Account к Loan через ребро Repays

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

Результат возвращает идентификатор учетной записи, информацию о погашении и информацию о кредите, упорядоченные 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 быстро просмотрите «Изучение схемы графа» (шаг 5), то увидите, что с каждым узлом и ребром, определенными в схеме, связана LABEL .

Вы можете узнать больше о том, как синтаксис запроса сопоставляет узлы и ребра в соответствующих ссылках.

Диаграмма ниже помогает визуализировать, как запрос может получить все счета, принадлежащие « Jacoby », 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 «Джакоби» есть только один счет (id 569 ) и один кредит (id 110 ), но между ними есть несколько погашений.

Запрос 2. Количественная оценка обхода пути и возврат элементов графа

Следующий запрос сопоставляет все денежные переводы на счет, начиная с исходного счета с id=75 в течение 3–6 прыжков , и заканчивая счетом назначения с id=199 . Синтаксис {3,6} используется для представления количественного прохождения пути 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 вы можете представить себе количественный обход ребер, как показано ниже: он начинается с узла src_account и выбирает все возможные пути передачи учетной записи между 3 и 6 переходами , чтобы достичь dst_account .

Например, выделенный путь внизу ниже представляет собой запрос с 6 переходами.

Выполнение этого запроса должно дать следующие результаты:

Примечание. Подробнее о количественном шаблоне краев можно прочитать здесь .

Элементы графа можно вернуть в формате JSON с помощью функции TO_JSON , поскольку ребра transfers возвращаются выше. Возвращенные 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 ребра передачи и ребра передачи в каждом сопоставленном пути в формате JSON с TO_JSON(transfer) AS transfer_edges .

Возвращенный transfer_edges представляет собой объект массива 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 , 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 графа JSON непрозрачен, не несет никакого семантического значения и привязан к одной области выполнения запроса. Его нельзя повторно использовать 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 определенного количества переходов, а именно четырех, пяти и шести.

Если вы хотите найти кратчайший путь между этими двумя узлами, вы можете изменить его, используя для этого 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;

Сравните результаты обоих запросов и вы обнаружите, что запрос 2 возвращает все возможные 3 пути, тогда как запрос 3 (этот запрос) возвращает только 1 результат, который является кратчайшим путем из 4 прыжков .

Выполнение запроса должно дать следующий результат.

Запрос 4. Запросы к графику, связанные линейной композицией.

Более сложные отношения можно определить, используя ключевое слово NEXT для объединения блоков запросов к графу.

В приведенном ниже запросе вы хотите понять денежный поток по счетам клиентов, чтобы выявить подозрительный крупный приток или отток в рамках требований анализа соответствия.

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

Затем во втором блоке после NEXT вы рассчитываете общие суммы переводов на каждый счет с «01.01.2020».

После этого вы применяете ту же логику для исходящих сумм в третьем запросе блока. Наконец, вы рассчитываете соотношение сумм притока и суммы оттока для каждого счета в последнем блоке.

Для промежуточных результатов запроса, к которым вам нужен доступ после ключевого слова NEXT , вам необходимо вернуть их в конце предыдущего блока. Например, соответствующий accnt возвращается в первом блоке, чтобы второй блок мог запросить приток переводов 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;

На диаграмме ниже показано, что проходит запрос.

Выполнение запроса должно дать следующий результат:

Узнайте больше о графических запросах

В руководстве пользователя вы можете найти ряд примеров запросов к графам, совместимых со схемой этой кодлаба.

Чтобы изучить синтаксис запросов к графам, вы можете прочитать справочники по языку запросов к графам GoogleSQL здесь .

Краткое содержание

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

Дальше

Далее вы выполните запросы, объединяющие GQL и SQL.

8. Совместный запрос графа и таблиц

Запуск запросов в Spanner Studio

На этом этапе вы запустите графовые запросы, которые взаимодействуют с таблицами SQL, чтобы соединить графовую модель Spanner с ее реляционной моделью.

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

Запуск совместимого запроса SQL

В Spanner Graph SQL и GQL полностью совместимы. Вы объединяете GQL и SQL с помощью оператора GRAPH_TABLE . Внутри оператора вы можете написать GQL, как описано в предыдущем разделе. Затем вы можете подключить результаты обратно к части запроса SQL с помощью оператора RETURN .

Например, вы можете объединить GQL и SQL, чтобы найти информацию аудита учетных записей, которые получили банковские переводы с подозрительной учетной записи.

Если посмотреть на следующий запрос, то запрос GQL в операторе GRAPH_TABLE проходит 1 или 2 перехода от подозрительной учетной записи через границу Transfers , а затем возвращает отдельные идентификаторы достигнутых учетных записей. Затем запрос объединяется с таблицей AccountAudits , чтобы найти информацию аудита 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, как показано ниже.

Подробнее об операторе GRAPH_TABLE для объединения графика и SQL-запроса можно прочитать в руководстве пользователя .

Дальше

Далее вы можете очистить кодовую лабораторию.

9. Уборка (по желанию)

Чтобы очистить, просто зайдите в раздел Spanner облачной консоли и удалите graph-demo который мы создали в лаборатории кода.

10. Поздравляем!

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

Традиционного SQL-запроса недостаточно для обнаружения связей в данных, которые становятся все более сложными из-за сложной сети связей. Spanner Graph предоставляет критически важную графовую модель данных с мощным синтаксисом графических запросов, практически безграничной емкостью и доступностью на уровне 99,999%.

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

Что дальше?

Узнайте больше о Spanner Graph в нашем руководстве пользователя .