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と、Google Cloud の常時稼働でグローバルな整合性を備え、規模の制限が事実上存在しないデータベースである Spanner を統合します。

Spanner Graph は、ISO GQL（Graph Query Language）標準に準拠した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、確立された 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、データを移行せずにテーブルをグラフにマッピングできるため、グラフを表形式のデータセットに組み込むことができます。これにより、データモデルの選択の遅延結合（延期）が可能になり、実行する各ジョブに最適なクエリ言語を使用できるようになります。

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 Graph データベースを設定し、GQL を使用してグラフをクエリします。また、GQL と SQL を組み合わせて、グラフデータとリレーショナルデータの両方にアクセスします。

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 を組み合わせます。

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 Graph 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 を使用してマルチホップパスクエリを作成する方法。
GQL を使用して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、請求の管理に関するユーザーガイドに沿って、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を終了した後に課金が発生しないようにするには、Codelab の最後にある「ステップ 9 クリーンアップ」の手順に沿って 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 では、インスタンスは、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です。この Codelab では、Spanner データベースをホストするインスタンスが 1 つ以上必要になります。

gcloud SDK のバージョンを確認する

インスタンスを作成する前に、Google Cloud Shell の gcloud SDK が必要なバージョン（gcloud SDK 493.0.0）に更新されていることを確認します。gcloud SDK のバージョンは、次のコマンドで確認できます。

$ gcloud version | grep Google

出力例を次に示します。

Google Cloud SDK 489.0.0

使用しているバージョンが、必要な 493.0.0 バージョン（上の例の 489.0.0）より前の場合は、次のコマンドを実行して Google Cloud SDK を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

Spanner API を有効にする

Cloud Shell 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。結果が期待どおりでない場合は、次の 2 番目のコマンドで正しい結果を設定します。

gcloud config get-value project

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

デフォルトのリージョンを us-central1 に構成します。これは、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変更できます。

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 では、使用される Spanner Graph インスタンス ID は graph-demo です。これは、export コマンドラインを使用して 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、プロジェクトで Cloud Billing が有効になっている Google アカウントをお持ちの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、請求されることはありません。Spanner Graph は無料トライアルインスタンスでサポートされています。対象となる場合は、Cloud Shell を開いて次のコマンドを実行して、無料トライアルインスタンスを作成します。

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の使用資格がない場合は、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。Spanner Graph は、Enterprise または Enterprise Plus のエディションで利用できます。Enterprise エディションまたは Enterprise Plus エディションでインスタンスを作成するには、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
  --edition=ENTERPRISE

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ます。gcloud SDK のバージョンは、次のコマンドを実行して確認できます。

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

バージョンが必要な 484.0.0 より低い場合（上記の出力 483.0.0 など）、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の作成

インスタンスが実行されたら、データベースを作成できます。Spanner では、1 つのインスタンスに複数のデータベースを配置できます。

データベースでは、スキーマを定義します。また、データベースにアクセスできるユーザーを制御したり、カスタム暗号化を設定したり、オプティマイザーを構成したり、保持期間を設定したりすることもできます。

データベースは、前の手順の ID SPANNER_INSTANCE_ID のインスタンスに作成されます。

SPANNER_INSTANCE_ID 変数をまだ設定していない場合は、次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含む 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。

インスタンスに「finance-graph-db」という名前のデータベースを作成します。
データベースに財務グラフスキーマを作成する。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、それらの関係のエッジ定義が含まれています。データベーススキーマはステップ 6 で確認できます）。
数千個のグラフノードとエッジをデータベースに挿入する。

エラーの処理方法

データを挿入できませんでした

ツールがエラーメッセージ Failed to insert data for the graph database で終了した場合は、省略可能なステップ 5）のページに沿ってデータベースを手動で作成し、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が成功した場合は、次のオプションセクションをスキップして、直接「グラフスキーマの探索」に進みます（ステップ 6）。

5. （省略可）Spanner データベースを手動で作成する

インスタンスの実行が完了したら、データベースを手動で作成できます。

データベースは、前の手順で ID が SPANNER_INSTANCE_ID のインスタンスに作成されます。

SPANNER_INSTANCE_ID 変数をまだ設定していない場合は、次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について疑問に思われるかもしれません。スキーマは次のステップ 6 で確認します。

データを読み込む

次に、財務グラフのデータをデータベースに挿入します。

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おり、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グラフモデルに自動的に反映されます。これにより、他のデータソースとの同期のための複雑な 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、数千ものノードとエッジがデータベースに入力されます。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 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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

この手順では、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、グラフスキーマについて説明します。

6. グラフスキーマの確認

グラフスキーマを表示する

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、ページの下部にある [同等な DDL を表示] ボタンをクリックして、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、まず CREATE TABLE ステートメントを含む複数のリレーショナルテーブルが表示されます。これは以下のスクリーンショットにも示されています。

Account テーブル（銀行口座に関するデータを含む）
AccountAudits テーブル: 銀行口座の監査を追跡します。
AccountRepayLoan テーブル: 銀行口座から行われた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（顧客のローンに関するデータが含まれる）
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ます。
PersonOwnAccount テーブル: 銀行口座を所有する人の関連性を記録します。

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する CREATE PROPERTY GRAPH FinGraph ステートメントが表示されます。グラフ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によるアノテーションが付加さ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 ノード（Person テーブルに基づく）
Account ノード（Account テーブルに基づく）
Loan ノード（Loan テーブルに基づく）

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、グラフ作成時の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 構文を使用して、グラフモデルから列を除外できます。詳しくは、こちらをご覧ください。

エッジ

ノード間のエッジには、次の 3 種類があります。

AccountRepayLoan テーブルに基づく AccountRepayLoan エッジ。Account ノードを Loan ノードに接続します。
AccountTransferAccount テーブルに基づく AccountTransferAccount エッジ。Account ノードを別の Account ノードに接続します。
PersonOwnAccount テーブルに基づく PersonOwnAccount エッジ。Person ノードを Account ノードに接続します。

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。これらのキーは、エッジとソースノードと宛先ノード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 と同じである Person ノードです。
エッジの DESTINATION ノードは、id がエッジ account_id と同じである 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 などのラベルが付いています。グラフノードと同様に、デフォルトでは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。

詳しくは、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、入力テーブルと、財務グラフスキーマのグラフノードとエッジのタイプを把握しました。

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探ります。

7. GQL を使用してグラフにクエリを実行する

GQL のグラフクエリトラバースとは

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、指定された条件に基づいてノード間を移動しながら、これらの接続を移動します。グラフクエリでは、「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指します。これは、走査プロセスの 1 つのステップを表します。

たとえば、次のグラフトラバーサルでは、Person（Bob）、Account（18）、Loan（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、複数の GQL クエリを実行して、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を可能にする仕組みを理解します。

クエリごとに、Spanner Studio で「エディタ 1」などの新しいエディタを作成して実行できます。

クエリ 1 - ノードとエッジの基本的なパターンマッチング

次のクエリを実行すると、「Jacoby」という名前の人物ノードから移動し、その人物が所有するアカウントを見つけて、そのアカウント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トラバースです。

1 つ目のホップ: Person ノードから Owns エッジを経由して Account ノード
2 番目のホップ: Account ノードから Loan ノード（Repays エッジ経由）

ノードタイプとエッジタイプの照合方法は、ラベルに基づいています。たとえば、次のクエリの :Person、:Owns、:Account の部分がラベルです。

結果には、アカウント ID、返済情報、ローン情報がローンの返済日順に返されます。

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;

次の図は、クエリでローンの返済を行った「Jacoby」が所有するすべてのアカウントを取得する方法を示しています。（クエリの結果は、図に示されているものと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。結果から、「Jacoby」にはアカウント（id 569）とローン（id 110）が 1 つずつしかないことがわかります。ただし、その間に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スとグラフ要素の返却

次のクエリは、id=75 の送金元アカウントから 3 ～ 6 ホップ以内で id=199 の受取口座に到達するすべてのアカウントの送金と一致します。{3,6} 構文は、src_accnt と dst_accnt 間の定量化された 3 ～ 6 ホップのパストラバーサルを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、量化されたエッジトラバーサルは次のようになります。src_account ノードから開始し、3 ～ 6 ホップの間で可能なすべてのアカウント移行パスを取得して dst_account に到達します。

たとえば、下部でハイライト表示されているパスは 6 ホップのクエリです。

このクエリを実行すると、次のような結果が得られます。

グラフ要素は、上記の transfers エッジが返されるように、TO_JSON 関数を使用して JSON 形式で返すことができます。ノードとエッジの JSON オブジェクトには、identifier、properties、labels が含まれます。また、エッジの JSON オブジェクトには source_node_identifier と destination_node_identifier も含まれます。

このクエリでは、転送エッジホップの数と、一致した各パスの転送エッジが JSON 形式で TO_JSON(transfer) AS transfer_edges とともに返されます。

返される transfer_edges は JSON 配列オブジェクトです。送金エッジは、送金元アカウントと送金先アカウントの間で一致するパスごとに複数存在する可能性があるため、JSON 配列型です。

配列の各要素はエッジであり、接続されたノードの labels、source_node_identifier、destination_node_identifier と、エッジ properties データ（amount、create_time など）が含まれます。

# 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 - 最短経路検索

クエリ 2 は、指定されたホップ範囲内の src_accnt と dst_accnt からの 3 つのパスをすべて検索します。各パスは、4、5、6 という異なるホップ数で構成されています。

これらの 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。次のクエリは、これらの 2 つのアカウント間の最短パスを3 ～ 6 ホップ以内で検索します。

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 は可能な 3 つのパスをすべて返しますが、クエリ 3（このクエリ）は 1 つの結果（4 ホップの最短パス）のみを返します。

このクエリを実行すると、次のような結果が得られます。

クエリ 4 - リニアコンポジションで連結されたグラフクエリ

より複雑な関係を特定するには、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します。

以下のクエリでは、コンプライアンス分析の要件の一環として、顧客アカウントの資金の流れを把握し、不審な大規模な流入または流出を探します。

これを行うには、まず 1 つ目のクエリブロックで MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) を使用して、「Bisla」が所有するすべての銀行口座を検索します。

次に、NEXT の後の 2 番目のブロックで、「2020-01-01」以降の各アカウントへの移行合計額を計算します。

次に、3 番目のブロッククエリで、同じロジックを支払い金額に適用します。最後に、最後のブロックで各アカウントの入金額と出金額の比率を計算します。

NEXT キーワードの後にアクセスする必要がある中間クエリ結果については、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 番目のブロックでこれらのアカウントへの入金転送をクエリできます。

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;

次の図は、クエリが走査する内容を視覚化したものです。

このクエリを実行すると、次のような結果が得られます。

その他のグラフクエリを確認する

この Codelab のスキーマに対応した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、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一緒にクエリする

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 相互運用クエリを実行する

Spanner Graph では、SQL と GQL は完全に相互運用可能です。GQL と SQL を組み合わせるには、GRAPH_TABLE 演算子を使用します。演算子内では、前のセクションで説明したように GQL を記述できます。その後、RETURN ステートメントを介して結果を 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、不審なアカウントから電信送金を受けたアカウントの監査情報を検索できます。

次のクエリを見ると、GRAPH_TABLE 演算子の GQL クエリは、疑わしいアカウントから Transfers エッジを経由して1 つまたは 2 つのホップを移動し、到達したアカウントの個別の ID を返します。次に、このクエリは AccountAudits テーブルと結合して、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 クエリを結合する 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 Console の Spanner セクションに移動して、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、Spanner Graph でグラフスキーマを作成してグラフクエリを実行できました。

従来の SQL クエリは、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いるデータ内の接続を明らかにするには不十分です。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 のコンセプトを理解できたので、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

gcloud SDK のバージョンを確認する

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の作成

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 スキーマを表示する

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 を使用してグラフにクエリを実行する

GQL のグラフクエリ トラバースとは

Spanner Studio でクエリを実行する

クエリ 1 - ノードとエッジの基本的なパターン マッチング

クエリ 2 - 定量化されたパス トラバースとグラフ要素の返却

クエリ 3 - 最短経路検索

クエリ 4 - リニア コンポジションで連結されたグラフクエリ

その他のグラフクエリを確認する

概要

次のステップ

8. グラフとテーブルを一緒にクエリする

Spanner Studio でクエリを実行する

SQL 相互運用クエリを実行する

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

6. グラフスキーマの確認

グラフスキーマを表示する

グラフスキーマを理解する

GQL のグラフクエリトラバースとは

クエリ 1 - ノードとエッジの基本的な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スとグラフ要素の返却

クエリ 4 - リニアコンポジションで連結されたグラフクエリ