このページは Cloud Translation API によって翻訳されました。

Spanner グラフを使ってみる

1. はじめに

Spanner Graph は、目的に特化したグラフデータベース機能を Spanner と統合します。Spanner は、Google Cloud の常時稼働で、グローバルな整合性を備え、事実上無制限のスケーラブルなデータベースです。

Spanner Graph は、ISO GQL（グラフクエリ言語）標準と互換性のあるグラフクエリインターフェースをサポートしています。リレーショナルモデルとグラフモデルの相互運用性により、定評のある SQL 機能と GQL のグラフパターンマッチングの表現力を組み合わせることができます。宣言型スキーマを使用してテーブルをグラフにマッピングでき、データを移行することなく、表形式のデータセットにグラフを出力できます。これにより、データモデルの選択をレイトバインド（つまり延期）し、実行するジョブごとに最適なクエリ言語を使用できます。

このラボでは、事前入力されたデータセットを使用して Spanner グラフデータベースを設定し、GQL を使用してグラフに対してクエリを実行し、GQL と SQL を組み合わせてグラフとリレーショナルデータの両方にアクセスする方法を学習します。

作成するアプリの概要

このラボでは、次の作業を行います。

Spanner インスタンスを作成する
財務グラフスキーマと事前入力されたデータセットを使用してデータベースを設定します。
GQL クエリを発行し、GQL と SQL を組み合わせる

学習内容

Spanner インスタンスを設定する方法。
gcloud spanner samples init finance-graph コマンドを使用してサンプルの Spanner グラフデータベースを設定する方法。
データベースの概要ページでグラフスキーマを表示する方法。
GQL を使用して複数ホップパスのクエリを記述する方法。
GQL を使用してより複雑なクエリを作成する方法。
GQL と SQL を組み合わせる方法。

必要なもの

請求先アカウントに接続されている Google Cloud プロジェクト。
ウェブブラウザ（Chrome、Firefox など）

2. 設定と要件

GCP プロジェクトを作成する

Google Cloud Console にログインして、プロジェクトを新規作成するか、既存のプロジェクトを再利用します。Gmail アカウントも Google Workspace アカウントもまだお持ちでない場合は、アカウントを作成してください。

プロジェクト名は、このプロジェクトの参加者に表示される名称です。Google API では使用されない文字列です。いつでも更新できます。
プロジェクト ID は、すべての Google Cloud プロジェクトにおいて一意でなければならず、不変です（設定後は変更できません）。Cloud コンソールでは一意の文字列が自動生成されます。通常は、この内容を意識する必要はありません。ほとんどの Codelab では、プロジェクト ID（通常は PROJECT_ID と識別されます）を参照する必要があります。生成された ID が好みではない場合は、ランダムに別の ID を生成できます。または、ご自身で試して、利用可能かどうかを確認することもできます。このステップ以降は変更できず、プロジェクトを通して同じ ID になります。
なお、3 つ目の値として、一部の API が使用するプロジェクト番号があります。これら 3 つの値について詳しくは、こちらのドキュメントをご覧ください。

お支払い情報の設定

次に、ユーザーガイド「請求の管理」に沿って、Cloud コンソールで課金を有効にする必要があります。Google Cloud の新規ユーザーは、300 米ドル分の無料トライアルプログラムをご利用いただけます。このチュートリアルの終了後に課金が発生しないようにするには、Codelab の最後に「ステップ 9 クリーンアップ」に沿って Spanner インスタンスをシャットダウンします。

Cloud Shell の起動

Google Cloud はノートパソコンからリモートで操作できますが、この Codelab では、Google Cloud Shell（Cloud 上で動作するコマンドライン環境）を使用します。

Google Cloud Console で、右上のツールバーにある Cloud Shell アイコンをクリックします。

プロビジョニングと環境への接続にはそれほど時間はかかりません。完了すると、次のように表示されます。

この仮想マシンには、必要な開発ツールがすべて用意されています。永続的なホームディレクトリが 5 GB 用意されており、Google Cloud で稼働します。そのため、ネットワークのパフォーマンスと認証機能が大幅に向上しています。この Codelab での作業はすべて、ブラウザ内から実行できます。インストールは不要です。

3. Spanner インスタンスを作成する

Spanner におけるインスタンスとは、1 つ以上の Spanner データベースをホストするコンピューティングリソースとストレージリソースのクラスタのことです。この Codelab では、Spanner データベースをホストするために少なくとも 1 つのインスタンスが必要です。

Spanner API を有効にする

Cloud Shell 内で、プロジェクト ID が設定されていることを確認します。以下の最初のコマンドを使用して、現在構成されているプロジェクト ID を確認します。結果が想定外の場合は、以下の 2 番目のコマンドによって正しい結果が設定されます。

gcloud config get-value project

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

デフォルトリージョンを us-central1 に構成します。Spanner のリージョン構成でサポートされている別のリージョンに自由に変更してください。

gcloud config set compute/region us-central1

Spanner API を有効にします。

gcloud services enable spanner.googleapis.com

Spanner インスタンスを作成する

このセクションでは、無料トライアルインスタンスまたはプロビジョニングされたインスタンスを作成します。この Codelab 全体を通して、使用される Spanner グラフインスタンス ID は graph-demo です。これは、export コマンドラインで SPANNER_INSTANCE_ID 変数として設定されます。必要に応じて、独自のインスタンス ID 名を選択できます。

無料トライアルの Spanner インスタンスを作成する

Spanner の 90 日間の無料トライアルインスタンスは、Google アカウントをお持ちで、プロジェクトで Cloud Billing が有効になっているすべてのユーザーが利用できます。無料トライアルインスタンスを有料インスタンスにアップグレードしない限り、料金は発生しません。利用資格がある場合は、Cloud Shell を開いて無料トライアルインスタンスを作成し、次のコマンドを実行します。

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"

コマンド出力:

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

プロビジョニングされた Spanner インスタンスを作成する

無料トライアルインスタンスを使用しない場合は、この Codelab 用に 1 ノードのプロビジョニングされた Spanner インスタンスを設定できます。そのためには、Cloud Shell を開いて次のコマンドを実行します。

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

コマンド出力:

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

4. Spanner データベースを自動的に作成する

gcloud SDK のバージョンを確認する

データベースを作成する前に、Google Cloud Shell の gcloud SDK が必要なバージョン（gcloud SDK 484.0.0）に更新されていることを確認してください。gcloud SDK のバージョンを確認するには、次のコマンドを実行します。

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

バージョンが必須の 484.0.0（上記の出力 483.0.0 など）よりも低い場合は、次のコマンドをコピーして実行してアップグレードする必要があります。

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

インスタンスとデータベースを作成しています

インスタンスを実行したら、データベースを作成できます。Spanner では、1 つのインスタンスで複数のデータベースを使用できます。

データベースはスキーマを定義する場所です。また、データベースにアクセスできるユーザーの制御、カスタム暗号化の設定、オプティマイザーの構成、保持期間の設定を行うこともできます。

データベースは、前のステップの ID SPANNER_INSTANCE_ID のインスタンス内に作成されます。

SPANNER_INSTANCE_ID 変数をまだ設定していない場合は、以下のコマンドラインを使用して設定します。

export SPANNER_INSTANCE_ID={your_instance_id}

以下の Google Cloud Shell gcloud コマンドラインツールを使用して、財務グラフスキーマと事前入力された財務データセットを持つ Spanner データベースを作成します。

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

コマンド出力:

$ gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
Checking instance 'graph-demo'
Downloading files for the finance-graph sample app
Downloading ../finance-graph/finance-graph-schema.sdl
Downloading ../finance-graph/finance-graph-inserts.sql
Initializing database 'finance-graph-db' for sample app 'finance-graph'
Creating database 'finance-graph-db'...done.                                                                                                  
Populating graph data into `finance-graph-db`...done.                                                                                         
|
  Initialization done for your Spanner Graph database.

`spanner samples` CLI

gcloud spanner samples init finance-graph コマンドは、次のアクションのラッパーです。

「finance-graph-db」という名前のデータベースの作成作成されます。
データベースに財務グラフスキーマを作成します。スキーマには、銀行口座やローンなどのエンティティのノード定義と、エンティティ間の関係のエッジ定義が含まれます。データベーススキーマはステップ 6 で調べることができます）。
数千のグラフノードとエッジのデータベースへの挿入。

エラーの処理方法

データを挿入できませんでした

ツールにエラーメッセージ Failed to insert data for the graph database が表示された場合は、オプションのステップ 5）ページの手順に沿って手動でデータベースを作成し、データを挿入できます。

次のステップ

データベースの自動作成に成功したら、次のオプションのセクションをスキップして、「グラフスキーマの確認」に直接進むことができます。（ステップ 6）。

5. （省略可）Spanner データベースを手動で作成する

インスタンスを実行したら、データベースを手動で作成できます。

データベースは、前のステップで ID SPANNER_INSTANCE_ID のインスタンス内に作成されます。

SPANNER_INSTANCE_ID 変数をまだ設定していない場合は、以下のコマンドラインを使用して設定します。

export SPANNER_INSTANCE_ID={your_instance_id}

データベースを作成するには、gcloud コマンドラインツールを使用します。

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

コマンド出力:

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

グラフを使用してスキーマを作成する

スキーマを設定するには、Spanner Studio に移動してエディタを使用します。

スキーマについては、以下の DDL をコピーして Spanner Studio エディタに貼り付けます。

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
  );

次に、[RUN] ボタンをクリックし、スキーマが作成されるまで数秒待ちます。

各 CREATE ステートメント、特に CREATE PROPERTY GRAPH ステートメントの意味が気になる方もいらっしゃるかもしれません。次のステップ 6 でスキーマを調べます）。

データを読み込む

ここで、データベースに財務グラフデータを挿入する必要があります。

Spanner Graph は入力テーブルからグラフを作成するため、グラフのデータは入力テーブルのデータに基づいて作成され、データの重複はありません。同様に、入力テーブルのデータ変更は自動的にグラフモデルに反映されます。これにより、他のデータソースと同期する際に複雑な ETL を回避できます。

使い慣れた SQL INSERT ステートメントを使用して、入力テーブルにデータを挿入できます。

Spanner Studio で新しいタブを開き、次の挿入ステートメントをコピーして貼り付け、[RUN] ボタンをクリックします。INSERT ステートメントにより、何千ものノードとエッジがデータベースに取り込まれます。テキストの量によっては、コピーに数秒かかることがあります。

INSERT OR IGNORE INTO Account (id, create_time, is_blocked, type) VALUES (1,"2020-01-10 06:22:20.222",false,"brokerage account"),(2,"2020-01-27 17:55:09.206",false,"prepaid card"),(3,"2020-02-18 05:44:20.655",false,"brokerage account"),(4,"2020-02-29 08:49:53.902",false,"debit card"),(5,"2020-03-02 12:47:18.726",false,"brokerage account"),(6,"2020-03-21 15:25:34.327",false,"custodial account"),(7,"2020-04-13 17:53:48.932",false,"brokerage account"),(8,"2020-04-14 20:08:15.427",true,"trust account"),(9,"2020-04-20 06:20:25.717",false,"certificate of deposit"),(10,"2020-04-25 17:12:17.773",false,"debit card"),(11,"2020-05-01 12:42:05.751",false,"escrow account"),(12,"2020-05-07 09:31:24.731",false,"corporate account"),(13,"2020-05-12 02:54:39.38",false,"prepaid card"),(14,"2020-05-12 07:20:33.922",false,"escrow account"),(15,"2020-05-17 23:48:13.525",false,"certificate of deposit"),(16,"2020-05-22 13:25:24.547",false,"escrow account"),(17,"2020-05-24 23:04:09.662",false,"debit card"),(18,"2020-05-25 13:28:18.687",false,"prepaid card"),(19,"2020-05-26 08:20:41.462",false,"brokerage account"),(20,"2020-05-26 21:45:21.362",false,"internet account"),(21,"2020-05-29 11:12:33.826",false,"certificate of deposit"),(22,"2020-06-02 23:51:28.653",false,"trust account"),(23,"2020-06-10 23:13:28.056",false,"debit card"),(24,"2020-06-13 07:03:04.044",false,"prepaid card"),(25,"2020-06-18 00:04:22.973",false,"debit card"),(26,"2020-06-20 02:42:12.633",false,"foreign currency"),(27,"2020-06-27 03:53:28.622",false,"internet account"),(28,"2020-07-04 05:56:27.958",false,"prepaid card"),(29,"2020-07-05 22:59:05.522",false,"foreign currency"),(30,"2020-07-06 16:40:38.026",false,"corporate account"),(31,"2020-07-07 22:50:08.234",false,"prepaid card"),(32,"2020-07-08 02:44:39.09",false,"trust account"),(33,"2020-07-14 10:52:04.924",false,"debit card"),(34,"2020-07-17 02:39:41.539",false,"trust account"),(35,"2020-07-18 13:55:27.536",false,"credit card"),(36,"2020-07-19 18:34:04.354",false,"custodial account"),(37,"2020-07-20 04:59:56.786",false,"custodial account"),(38,"2020-07-27 12:05:32.638",false,"debit card"),(39,"2020-07-30 04:39:01.645",false,"retirement account"),(40,"2020-07-31 11:38:18.198",false,"retirement account"),(41,"2020-08-02 09:08:22.656",false,"foreign currency"),(42,"2020-08-02 11:50:21.996",false,"debit card"),(43,"2020-08-06 05:31:50.574",false,"foreign currency"),(44,"2020-08-08 19:05:07.512",false,"brokerage account"),(45,"2020-08-09 21:46:34.8",false,"prepaid card"),(46,"2020-08-09 22:53:40.287",false,"custodial account"),(47,"2020-08-10 07:35:44.962",false,"prepaid card"),(48,"2020-08-10 09:44:04.774",true,"certificate of deposit"),(49,"2020-08-11 03:40:41.045",false,"custodial account"),(50,"2020-08-11 07:31:33.655",false,"retirement account"),(51,"2020-08-12 19:49:11.684",false,"escrow account"),(52,"2020-08-12 21:26:22.15",false,"foreign currency"),(53,"2020-08-15 08:39:41.839",false,"foreign currency"),(54,"2020-08-15 11:15:30.647",false,"custodial account"),(55,"2020-08-15 16:01:36.985",false,"brokerage account"),(56,"2020-08-24 06:00:08.942",false,"retirement account"),(57,"2020-08-25 21:45:39.75",false,"foreign currency"),(58,"2020-08-29 16:24:18.633",false,"brokerage account"),(59,"2020-08-30 22:31:59.522",true,"certificate of deposit"),(60,"2020-08-31 01:11:41.554",false,"trust account"),(61,"2020-09-03 11:10:31.293",false,"internet account"),(62,"2020-09-03 21:45:38.601",false,"brokerage account"),(63,"2020-09-06 02:58:04.078",false,"foreign currency"),(64,"2020-09-09 20:20:39.17",false,"prepaid card"),(65,"2020-09-12 22:03:48.188",false,"prepaid card"),(66,"2020-09-18 03:49:33.735",false,"trust account"),(67,"2020-09-18 23:43:57.301",false,"foreign currency"),(68,"2020-09-20 01:00:25.7",false,"certificate of deposit"),(69,"2020-09-22 06:55:49.873",false,"credit card"),(70,"2020-09-23 14:55:42.597",false,"certificate of deposit"),(71,"2020-09-25 11:14:17.006",false,"custodial account"),(72,"2020-09-25 17:42:44.351",false,"retirement account"),(73,"2020-09-25 20:02:14.781",false,"debit card"),(74,"2020-09-26 02:11:28.268",false,"credit card"),(75,"2020-09-26 15:16:16.604",false,"escrow account"),(76,"2020-09-26 23:27:19.193",false,"debit card"),(77,"2020-09-28 19:51:20.008",false,"certificate of deposit"),(78,"2020-09-29 00:13:01.697",false,"certificate of deposit"),(79,"2020-09-30 17:41:16.516",false,"trust account"),(80,"2020-10-03 19:42:27.803",false,"debit card"),(81,"2020-10-04 22:54:00.124",false,"debit card"),(82,"2020-10-06 12:22:20.764",false,"brokerage account"),(83,"2020-10-06 14:35:38.915",false,"merchant account"),(84,"2020-10-06 20:32:54.987",true,"trust account"),(85,"2020-10-09 11:11:21.638",false,"retirement account"),(86,"2020-10-15 16:05:12.846",false,"foreign currency"),(87,"2020-10-15 20:43:04.559",false,"certificate of deposit"),(88,"2020-10-22 05:03:40.496",false,"merchant account"),(89,"2020-10-22 23:54:54.151",false,"certificate of 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"User logged in successfully."), (229,"2021-02-07 21:25:24", "Profile picture updated."), (301,"2020-05-16 13:22:18", "Data import completed."), (282,"2020-03-27 08:10:51", "Support ticket closed."), (438,"2020-12-09 17:56:16", "API key generated."), (375,"2021-08-24 21:12:00", "User logged in successfully."), (75,"2021-10-04 00:55:23", "Subscription renewed."), (688,"2020-02-25 22:27:13", "Payment method removed."), (683,"2020-05-04 13:50:30", "Device unlinked from the account."), (353,"2020-02-11 21:40:06", "Billing information updated."), (96,"2020-08-15 04:10:06", "Login attempt from unrecognized device."), (617,"2020-06-08 19:07:19", "Failed login attempt using incorrect password from IP address [ip address removed]."), (451,"2020-06-09 13:00:48", "Account password reset successfully."), (392,"2021-04-02 12:05:56", "User logged in successfully."), (688,"2021-10-01 14:32:51", "API key revoked."), (617,"2020-08-11 09:23:39", "Account locked due to multiple failed login attempts."), (392,"2021-10-15 17:09:39", "Account permissions modified."), (196,"2020-01-27 20:05:26", "Account unlocked by system administrator."), (130,"2020-07-05 20:04:29", "File uploaded to the account."), (123,"2021-11-13 13:55:12", "Billing information updated."), (153,"2020-10-07 10:10:29", "File uploaded to the account."), (518,"2020-08-18 15:05:17", "Account password reset successfully."), (225,"2021-06-22 13:13:52", "Account unlocked by system administrator."), (123,"2021-02-17 23:57:05", "API key generated."), (8,"2020-05-26 14:33:07", "Subscription renewed."), (229,"2021-07-26 08:40:50", "Data import completed."), (247,"2021-03-13 23:46:57", "Referral link shared."), (621,"2021-08-02 19:40:15", "Subscription renewed."), (4,"2020-01-14 11:59:52", "Two-factor authentication enabled."), (153,"2020-12-13 18:58:38", "Account deleted by user."), (562,"2021-04-01 16:16:58", "Account successfully created."), (392,"2020-12-18 19:07:27", "Successful login from new IP address."), (573,"2020-04-01 06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset successfully."), (3,"2020-03-29 00:27:36", "Account password reset successfully."), (489,"2020-02-29 23:54:59", "Account password updated."), (621,"2021-06-15 07:33:20", "Account details viewed by user."), (212,"2020-01-16 02:15:04", "Successful login from new IP address."), (645,"2020-06-25 10:59:08", "Account deleted by user."), (48,"2020-08-22 06:21:04", "Support ticket closed."), (213,"2021-10-13 19:32:02", "Account password reset successfully."), (290,"2020-09-16 09:20:21", "Account permissions modified."), (693,"2021-08-02 12:08:43", "Billing information updated."), (505,"2021-08-29 00:05:24", "Data import completed."), (602,"2020-04-20 00:52:09", "Data import completed."), (213,"2020-08-14 00:25:44", "Data export requested."), (247,"2021-01-06 08:56:08", "Profile picture updated."), (117,"2021-10-08 15:20:14", "Payment method added."), (75,"2020-12-07 05:42:09", "API key revoked."), (196,"2020-09-10 22:24:16", "Suspicious activity detected from new location."), (13,"2020-02-18 00:41:02", "Account recovery email updated."), (455,"2021-05-15 17:20:35", "Account locked due to multiple failed login attempts."), (575,"2021-04-23 00:10:22", "Payment method added."), (562,"2021-09-04 20:30:50", "Account locked due to multiple failed login attempts."), (285,"2020-02-28 18:37:10", "Suspicious activity detected from new location."), (393,"2021-01-02 11:08:14", "Account temporarily suspended."), (641,"2021-08-23 18:55:47", "Account details viewed by user."), (186,"2020-03-07 09:03:05", "File downloaded from the account."), (528,"2021-10-08 06:15:33", "User logged in successfully."), (450,"2020-07-25 12:27:14", "Suspicious activity detected from new location."), (453,"2021-03-07 15:57:55", "Account details viewed by user."), (123,"2020-02-23 12:40:05", "API key generated."), (696,"2020-08-25 06:04:33", "Two-factor authentication disabled."), (416,"2021-06-22 12:48:01", "Account successfully created."), (597,"2020-03-21 11:30:56", "Two-factor authentication enabled."), (196,"2021-04-06 22:35:06", "File uploaded to the account."), (173,"2021-09-04 00:57:52", "Account successfully created."), (590,"2020-03-01 02:56:54", "Billing information updated."), (225,"2021-10-15 07:34:01", "Security question updated."), (693,"2021-11-14 18:03:39", "File downloaded from the account."), (146,"2020-10-14 03:41:20", "Payment method removed."), (577,"2020-01-22 16:46:18", "Suspicious activity detected from new location."), (545,"2020-01-30 23:00:29", "Subscription cancelled."), (504,"2021-06-17 10:57:26", "Data import completed."), (228,"2020-06-05 05:42:53", "Account successfully created."), (405,"2021-04-14 08:41:16", "API key revoked."), (301,"2020-06-14 18:29:04", "Login attempt from unrecognized device."), (375,"2021-05-27 13:06:27", "Security question updated."), (186,"2021-09-04 17:18:21", "Account password updated."), (475,"2020-05-11 08:50:01", "Security question updated."), (504,"2020-08-12 00:24:22", "Subscription cancelled."), (582,"2021-02-02 12:10:03", "Successful login from new IP address."), (392,"2020-10-15 13:16:42", "Account subscription upgraded."), (475,"2021-11-30 03:54:07", "New device linked to the account."), (381,"2020-07-25 22:45:45", "Two-factor authentication disabled."), (130,"2020-10-17 12:38:07", "Account unlocked by system administrator."), (285,"2020-12-23 04:59:09", "Account temporarily suspended."), (501,"2021-05-15 21:58:05", "Billing information updated."), (301,"2020-05-16 03:38:05", "Account password updated."), (504,"2020-07-14 18:53:49", "API key revoked."), (404,"2021-09-04 13:38:11", "Billing information updated."), (696,"2020-02-16 16:14:12", "Login attempt from unrecognized device."), (153,"2020-05-07 05:14:19", "Payment method added."), (590,"2020-09-23 16:58:49", "API key revoked."), (453,"2020-12-06 06:59:15", "Device unlinked from the account."), (453,"2020-04-25 16:07:55", "Data export requested."), (602,"2020-02-23 02:34:53", "Support ticket created."), (404,"2021-05-29 09:08:03", "Account password reset successfully."), (163,"2020-05-03 11:35:26", "Suspicious activity detected from new location."), (207,"2021-08-24 17:55:30", "Subscription cancelled."), (455,"2021-08-17 02:37:09", "Account details viewed by user."), (453,"2021-09-04 20:44:33", "Account locked due to multiple failed login attempts."), (520,"2020-08-07 18:45:09", "Support ticket closed."), (392,"2021-12-16 05:13:11", "API key revoked."), (212,"2020-03-08 15:17:22", "User logged out successfully."), (641,"2021-01-04 21:45:14", "Profile picture updated."), (213,"2020-10-19 19:01:08", "Notification preferences changed."), (393,"2021-08-22 17:30:48", "Account password reset requested."), (577,"2021-03-02 10:29:48", "Support ticket created."), (13,"2020-09-05 17:36:02", "API key generated."), (694,"2021-07-11 03:48:13", "Successful login from new IP address."), (442,"2021-03-04 15:54:53", "Security question updated."), (4,"2020-09-05 15:19:58", "Support ticket closed."), (590,"2021-11-14 16:36:14", "Device unlinked from the account."), (528,"2021-06-30 15:43:15", "Login attempt from unrecognized device."), (688,"2021-04-28 16:58:35", "Failed login attempt using incorrect password from IP address [ip address removed]."), (545,"2020-08-01 10:56:52", "Billing information updated."), (282,"2020-08-30 00:51:45", "Privacy settings updated."), (123,"2020-09-21 13:09:39", "Account details viewed by user."), (617,"2020-07-30 02:19:52", "Account unlocked by system administrator."), (163,"2020-10-23 08:21:23", "Account password reset successfully."), (446,"2020-01-14 12:47:36", "Device unlinked from the account."), (282,"2020-04-10 12:01:11", "Data import completed."), (163,"2021-12-10 17:29:15", "Account details viewed by user."), (207,"2021-02-03 04:52:45", "Account permissions modified."), (163,"2020-05-17 02:30:41", "Account password reset successfully."), (393,"2020-03-25 05:02:37", "Account details viewed by user."), (146,"2021-11-22 08:36:02", "Account password reset successfully."), (489,"2020-06-16 10:18:46", "Account password updated."), (489,"2020-04-27 01:14:43", "API key revoked."), (694,"2021-03-09 16:22:12", "User logged in successfully."), (693,"2021-09-23 19:58:58", "New device linked to the account."), (171,"2021-02-10 12:41:49", "Account recovery email updated."), (218,"2020-12-22 16:02:56", "Account locked due to multiple failed login attempts."), (206,"2020-08-10 13:13:11", "Payment method removed."), (621,"2020-07-14 11:43:52", "File uploaded to the account."), (218,"2021-05-16 10:08:04", "Account password reset requested."), (619,"2020-09-02 18:20:40", "Subscription cancelled."), (206,"2020-04-18 21:30:38", "File uploaded to the account."), (290,"2021-07-08 07:46:39", "Data import completed."), (285,"2021-09-28 19:07:26", "Privacy settings updated."), (453,"2021-05-02 20:50:37", "Referral link shared."), (275,"2021-10-27 19:20:27", "Account locked due to multiple failed login attempts."), (3,"2021-12-20 05:03:37", "Account locked due to multiple failed login attempts."), (573,"2020-09-27 14:11:48", "Login attempt from unrecognized device."), (381,"2020-05-26 05:40:25", "Referral link shared."), (275,"2020-03-18 20:25:31", "Privacy settings updated."), (282,"2020-07-06 09:11:40", "Subscription renewed."), (213,"2021-07-18 02:30:49", "Data import completed."), (44,"2021-08-04 13:37:56", "Account deleted by user."), (173,"2020-09-13 12:52:45", "Account recovery email updated."), (504,"2020-03-11 02:54:59", "Suspicious activity detected from new location."), (416,"2020-11-01 11:14:00", "Profile picture updated."), (306,"2021-05-09 19:19:25", "Profile picture updated."), (212,"2021-06-10 12:03:57", "Subscription renewed."), (186,"2020-10-15 01:02:40", "Device unlinked from the account."), (229,"2020-05-09 05:14:39", "Account details viewed by user."), (450,"2020-06-28 04:46:57", "Account subscription upgraded."), (218,"2021-10-31 11:12:28", "Subscription renewed."), (312,"2021-11-01 17:31:13", "Profile picture updated."), (518,"2021-04-04 22:32:05", "Account password reset requested."), (353,"2020-07-01 14:00:06", "User logged in successfully."), (306,"2021-07-08 07:38:32", "Account password updated."), (153,"2021-12-10 04:16:02", "Notification preferences changed."), (562,"2021-06-01 15:55:25", "API key revoked."), (207,"2020-02-11 12:08:16", "Account password reset requested."), (597,"2020-05-30 13:42:10", "File downloaded from the account."), (518,"2021-02-04 02:08:40", "Subscription renewed."), (96,"2020-10-12 13:38:21", "Payment method added."), (489,"2021-04-14 08:05:29", "Two-factor authentication enabled."), (442,"2020-06-13 00:22:31", "Account recovery email updated."), (275,"2020-05-18 10:17:59", "File uploaded to the account."), (353,"2021-05-23 20:48:25", "Payment method removed."), (206,"2021-07-01 04:44:06", "Two-factor authentication enabled."), (528,"2021-08-12 05:52:10", "Payment method removed.");

概要

このステップでは、グラフスキーマと事前入力されたグラフデータを使用して Spanner データベースを作成しました。

次のステップ

次に、グラフスキーマを確認します。

6. グラフスキーマの確認

グラフスキーマを表示

Cloud コンソールで Spanner インスタンスに移動し、finance-graph-db データベースをクリックします。この概要ページで [Show Equivalent DDL] をクリックします] ボタン（ページの下部にある）をクリックして、データベーススキーマを表示します。

スキーマを調べると、次のスクリーンショットにも CREATE TABLE ステートメントを含むリレーショナルテーブルがいくつか表示されます。

Account テーブル。銀行口座に関するデータが含まれています。
AccountAudits テーブル。銀行口座の監査を追跡します。
AccountRepayLoan テーブル。銀行口座からのローンの返済を追跡します。
AccountTransferAccount テーブル。銀行口座間の送金を追跡します。
Loan テーブル。顧客ローンに関するデータが含まれています。
Person テーブル。個人としてモデル化された銀行の顧客に関するデータが含まれています。
PersonOwnAccount テーブル。銀行口座を所有する人物の関係を追跡します。

スキーマ DDL を下にスクロールすると、上記の SQL テーブルに基づいてグラフスキーマを定義している CREATE PROPERTY GRAPH FinGraph ステートメントが表示されます。グラフのスキーマについては次のセクションで説明します。

グラフスキーマを理解する

Spanner Graph では、CREATE PROPERTY GRAPH ステートメントを使用してテーブルからグラフを作成できます。グラフの作成に使用されるテーブルは、入力テーブルと呼ばれます。グラフの作成時にデータが重複することはありません。

Spanner Graph は、ラベルとプロパティでアノテーションが付けられたノードとエッジを持つプロパティグラフデータモデルをサポートしています。この財務グラフスキーマでは、前に定義したリレーショナル入力テーブルに基づいて、3 種類のノードと 3 種類のエッジを作成しました。

ノード

3 つの入力テーブルに基づいて、3 種類のノードを定義します。

Person テーブルに基づく Person ノード
アカウント表に基づく Account ノード
Loan テーブルに基づく Loan ノード

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)
  )
 ...

ノードテーブルの各行は、グラフモデル内のノードにマッピングされます。各ノードには、ノードを表す Account や Person などのラベルがあります。次のページでは、ラベルを使用してノードタイプをクエリします。

デフォルトでは、グラフ作成時に入力テーブルのすべての列がノードプロパティとして含まれます。たとえば、Account テーブルの id、create_time、is_blocked、type 列は Account ノードのプロパティです。ただし、ALL COLUMNS EXCEPT 構文を使用することで、グラフモデルから列を除外できます。これについては、こちらで説明しています。

エッジ

ノード間のエッジには次の 3 種類があります。

AccountRepayLoan のエッジ。AccountRepayLoan テーブルに基づいて、Account ノードを Loan ノードに接続しています。
AccountTransferAccount テーブルに基づく AccountTransferAccount エッジ。Account ノードを別の Account ノードに接続しています。
PersonOwnAccount のエッジ。PersonOwnAccount テーブルに基づいて、Person ノードを Account ノードに接続しています。

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)
  );

テーブルをエッジにマッピングするには、ソースキーと宛先キーを定義する必要があります。これらの鍵は、エッジと、ソースノードおよび宛先ノードとの間の関係を確立します。

たとえば、各 PersonOwnAccount エッジは Person（ソース）を Account（宛先）ノードに接続します。

エッジの SOURCE ノードは、id がエッジ id と同じ Person ノードです。
エッジの DESTINATION ノードは、id がエッジ account_id と同じ Account ノードです。

   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)

各エッジには、エッジタイプを表す Repays や Owns などのラベルがあります。グラフノードと同様に、デフォルトで入力テーブルのすべての列がエッジプロパティとして含まれます。

スキーマの詳細

ラベル、プロパティ、入力テーブルとの関係など、グラフスキーマの一般的なコンセプトについて詳しくは、こちらをご覧ください。

詳細については、ノードの定義とエッジの定義をご覧ください。

概要

このステップでは、入力テーブル、財務グラフスキーマのグラフノードとエッジタイプを理解しました。

次のステップ

次に、財務シナリオのクエリを実行して、グラフデータの可能性を明らかにします。

7. GQL を使用してグラフをクエリする

GQL のグラフクエリ走査とは

グラフデータは、エッジで接続されたノードとして表されます。グラフクエリはこれらの接続をナビゲートし、指定された基準に基づいてノード間をホッピングします。グラフクエリでの「ホップ」は接続エッジに沿って、あるノードから別のノードに移動することを意味します。これは、走査プロセスの 1 つのステップを意味します。

たとえば、以下のグラフ走査では、ユーザー（Bob）、口座（18）、ローン（27）の間に 2 つのホップがあります。

Spanner Studio でクエリを実行する

このステップでは、グラフクエリのセマンティクスが財務グラフデータの分析にどのように役立つかを理解するために、複数の GQL クエリを実行します。

クエリごとに「エディタ 1」などの新しいエディタを作成できます。実行する必要があります。

クエリ 1 - 基本的なノードとエッジのパターンマッチング

以下のクエリを実行すると、「Jacoby」という名前のユーザーノードからこの人物が所有する口座を見つけ、その口座で返済されたローンを確認できます。これは 2 ホップのグラフクエリ走査です。

1 番目のホップ: Person ノードから Account ノードへ（Owns エッジ経由）
2 番目のホップ: Account ノードから Loan ノードへ（Repays エッジ経由）

ノードタイプとエッジタイプをマッチングする方法は、以下のクエリの :Person、:Owns、:Account の部分など、ラベルに基づいて決まります。

結果では、アカウント ID、返済情報、ローン情報がローンの返済日順で返されます。

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;

以下の図は、「Jacoby」が所有するすべてのアカウントをこのクエリで取得する方法を示しています。支援します（クエリ結果は、図とは異なる場合があります）。

エディタでクエリを実行すると、次のような結果が返されます。結果を見ると、「Jacoby」はには、口座が 1 つ（ID 569）とローン（ID 110）が 1 つしかありませんが、複数の返済があります。

クエリ 2 - 定量化されたパストラバーサルとリターングラフ要素

次のクエリは、3 ～ 6 ホップ以内に id=75 の移行元アカウントから開始され、id=199 の移行先アカウントに到達するすべての送金を照合します。{3,6} 構文は、src_accnt と dst_accnt の間の 3 ～ 6 ホップのパストラバーサルを定量的に表すために使用されます。

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;

視覚的には、定量化されたエッジトラバーサルは次のように考えることができます。src_account ノードから始まり、dst_account に到達するために可能なアカウント移行パス（3 ～ 6 ホップ）をすべて取得します。

たとえば、下でハイライト表示されたパスは 6 ホップのクエリです。

このクエリを実行すると、次の結果が得られます。

transfers エッジは上記で返されるため、グラフ要素は TO_JSON 関数を使用して JSON 形式で返すことができます。node と Edge に対して返される JSON オブジェクトには、identifier、properties、labels が含まれます。また、エッジに対して返される JSON オブジェクトにも source_node_identifier と destination_node_identifier が含まれます。

このクエリでは、一致した各パスの転送エッジホップ数と転送エッジが、TO_JSON(transfer) AS transfer_edges を含む JSON 形式で返されます。

返される transfer_edges は JSON 配列オブジェクトです。移行元のアカウントと移行先のアカウントの間の一致したパスごとに複数の転送エッジが存在する可能性があるため、JSON 配列型です。

配列の各要素は、接続されたノードの labels、source_node_identifier、destination_node_identifier と、amount や create_time などのエッジ properties データを含むエッジです。

# 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": "..."
  }
]

クエリ 3 - 最短パス検索

クエリ 2 では、指定されたホップ範囲内で src_accnt と dst_accnt から 3 つのパスがすべて検出されます。各パスは、4、5、6 の個別のホップ数で構成されています。

この 2 つのノード間の最短パスを見つけるには、パス検索接頭辞 MATCH ANY SHORTEST を使用して変更します。以下のクエリは、この 2 つのアカウント間で 3 ～ 6 ホップ以内の最短パスを検索します。

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;

両方のクエリの結果を比較すると、クエリ 2 では可能な 3 つのパスがすべて返され、クエリ 3（このクエリ）では結果が 1 つしか返されません。これは、4 ホップの最短パスです。

このクエリを実行すると、次の結果が得られます。

クエリ 4 - 線形合成で連結されたクエリをグラフ化する

NEXT キーワードを使用してグラフクエリのブロックを連結することで、より複雑な関係を特定できます。

以下のクエリでは、コンプライアンス分析要件の一環として、顧客アカウントのマネーフローを把握して、不審な大規模な流入または流出を探します。

そのためには、まず「Bisla」が所有する銀行口座をすべて見つけます。最初のクエリブロックで、MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) を指定します。

次に、NEXT の後の 2 番目のブロックでは、「2020-01-01」以降の各口座への送金の合計額を計算します。

その後、3 番目のブロッククエリで、出金額に同じロジックを適用します。最後に、最後のブロックの各アカウントについて、流入額と流出額の比率を計算します。

NEXT キーワードの後でアクセスする必要がある中間クエリ結果の場合は、前のブロックの最後に返す必要があります。たとえば、一致した accnt が最初のブロックで返されるため、2 番目のブロックでは、これらの口座への流入送金をクエリできます。

GRAPH FinGraph
MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)
RETURN accnt

NEXT

MATCH (accnt)<-[inflow:Transfers]-(:Account)
WHERE inflow.amount > 100
  AND inflow.create_time > TIMESTAMP("2020-1-1")
RETURN accnt, SUM(inflow.amount) AS total_inflow_amounts
GROUP BY accnt

NEXT

MATCH (accnt) -[outflow:Transfers]->(:Account)
WHERE outflow.amount > 100
  AND outflow.create_time > TIMESTAMP("2020-1-1")
RETURN accnt, total_inflow_amounts, SUM(outflow.amount) AS total_outflow_amounts
GROUP BY accnt, total_inflow_amounts

NEXT

LET money_flow_ratio = total_inflow_amounts / total_outflow_amounts
RETURN accnt.id, money_flow_ratio
ORDER BY money_flow_ratio DESC;

下の図は、クエリが走査する対象を示しています。

このクエリを実行すると、次の結果が得られます。

他のグラフクエリを見る

この Codelab のスキーマに対応しているグラフクエリの例は、ユーザーガイドで確認できます。

グラフクエリの構文については、こちらで GoogleSQL グラフクエリ言語のリファレンスをご覧ください。

概要

このステップでは、多数の GQL グラフクエリを実行し、そのセマンティクスを理解しました。

次のステップ

次に、GQL と SQL を組み合わせたクエリを実行します。

8. グラフとテーブルをクエリする

Spanner Studio でクエリを実行する

このステップでは、SQL テーブルと相互運用するグラフクエリを実行して、Spanner のグラフモデルをリレーショナルモデルに接続します。

クエリごとに、Spanner Studio で新しいエディタを作成して実行できます。

SQL の相互運用可能なクエリを実行する

Spanner Graph では、SQL と GQL が完全に相互運用可能です。GRAPH_TABLE 演算子を使用して GQL と SQL を組み合わせます。演算子内には、前のセクションのように GQL を記述できます。その後、RETURN ステートメントを使用して、結果を SQL クエリ部分に接続できます。

たとえば、GQL と SQL を組み合わせて、不審な口座からの電信送金を受けたアカウントの監査情報を見つけることができます。

次のクエリを見ると、GRAPH_TABLE 演算子の GQL クエリは、不審なアカウントから 1 つまたは 2 つのホップを Transfers エッジ経由で走査し、到達したアカウントの個別の ID を返します。その後、このクエリは AccountAudits テーブルと結合され、これらのアカウントの監査情報を検索します。

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

このクエリを実行すると、次のような結果が得られます。

グラフと SQL クエリを組み合わせる GRAPH_TABLE 演算子について詳しくは、ユーザーガイドをご覧ください。

次のステップ

次に、Codelab をクリーンアップします。

9. クリーンアップ（省略可）

クリーンアップするには、Cloud コンソールの Spanner セクションに移動し、Codelab で作成した graph-demo インスタンスを削除します。

10. 完了

これで、グラフスキーマを作成し、Spanner Graph を使用してグラフクエリを実行できました。

複雑な関係のネットワークによってますます複雑になってきているデータのつながりを明らかにするには、従来の SQL クエリでは不十分です。Spanner Graph は、強力なグラフクエリ構文、事実上無制限の容量、99.999% の可用性を備えたミッションクリティカルなグラフデータモデルを提供します。

Spanner Graph のコンセプトについて理解を深めたところで、今すぐスキーマとデータを試してみましょう。

次のステップ

Spanner Graph の詳細については、ユーザーガイドをご覧ください。

Spanner グラフを使ってみる

1. はじめに

作成するアプリの概要

学習内容

必要なもの

2. 設定と要件

GCP プロジェクトを作成する

お支払い情報の設定

Cloud Shell の起動

3. Spanner インスタンスを作成する

Spanner API を有効にする

Spanner インスタンスを作成する

無料トライアルの Spanner インスタンスを作成する

プロビジョニングされた Spanner インスタンスを作成する

4. Spanner データベースを自動的に作成する

gcloud SDK のバージョンを確認する

インスタンスとデータベースを作成しています

spanner samples CLI

エラーの処理方法

データを挿入できませんでした

次のステップ

5. （省略可）Spanner データベースを手動で作成する

グラフを使用してスキーマを作成する

データを読み込む

概要

次のステップ

6. グラフスキーマの確認

グラフスキーマを表示

グラフスキーマを理解する

ノード

エッジ

スキーマの詳細

概要

次のステップ

7. GQL を使用してグラフをクエリする

GQL のグラフクエリ走査とは

Spanner Studio でクエリを実行する

クエリ 1 - 基本的なノードとエッジのパターン マッチング

クエリ 2 - 定量化されたパス トラバーサルとリターングラフ要素

クエリ 3 - 最短パス検索

クエリ 4 - 線形合成で連結されたクエリをグラフ化する

他のグラフクエリを見る

概要

次のステップ

8. グラフとテーブルをクエリする

Spanner Studio でクエリを実行する

SQL の相互運用可能なクエリを実行する

次のステップ

9. クリーンアップ（省略可）

10. 完了

次のステップ

`spanner samples` CLI

クエリ 1 - 基本的なノードとエッジのパターンマッチング

クエリ 2 - 定量化されたパストラバーサルとリターングラフ要素