Google 會運用 AI 技術將內容翻譯成你偏好的語言，但可能會出錯。

開始使用 Spanner Graph

1. 簡介

Spanner Graph 結合專為圖形資料庫打造的功能與 Spanner，也就是 Google Cloud 全天候運作的資料庫，提供全球一致的使用體驗，規模近乎無限。

Spanner Graph 支援與 ISO GQL (Graph Query Language) 標準相容的圖形查詢介面。由於關聯式和圖形模型之間具有互通性，您可以結合成熟的 SQL 功能，以及 GQL 的圖形模式比對功能。您可以使用宣告式結構定義將表格對應至圖表，不必遷移資料，即可將圖表帶入表格資料集。因此您可以延後繫結 (即延後) 資料模型選項，並為每項工作使用最佳查詢語言。

在本實驗室中，您將逐步瞭解如何使用預先填入的資料集設定 Spanner 圖形資料庫、使用 GQL 查詢圖形，以及結合 GQL 和 SQL，同時存取圖形和關聯式資料。

建構項目

在本實驗室中，您將：

建立 Spanner 執行個體。
設定資料庫，其中包含財務圖表結構定義和預先填入的資料集。
發出 GQL 查詢，並結合 GQL 和 SQL。

課程內容

如何設定 Spanner 執行個體。
如何使用 gcloud spanner samples init finance-graph 指令設定範例 Spanner Graph 資料庫。
如何在資料庫總覽頁面中查看圖表結構定義。
如何使用 GQL 編寫多跳路徑查詢。
如何使用 GQL 編寫更複雜的查詢。
如何合併使用 GQL 和 SQL。

軟硬體需求

已連結至帳單帳戶的 Google Cloud 專案。
網路瀏覽器，例如 Chrome 或 Firefox。

2. 設定和需求條件

建立 GCP 專案

登入 Google Cloud 控制台，然後建立新專案或重複使用現有專案。如果沒有 Gmail 或 Google Workspace 帳戶，請先建立帳戶。

專案名稱是這個專案參與者的顯示名稱。這是 Google API 未使用的字元字串。你隨時可以更新。
專案 ID 在所有 Google Cloud 專案中都是不重複的，而且設定後即無法變更。Cloud 控制台會自動產生專屬字串，通常您不需要在意該字串為何。在大多數程式碼研究室中，您需要參照專案 ID (通常標示為 PROJECT_ID)。如果您不喜歡產生的 ID，可以產生另一個隨機 ID。你也可以嘗試使用自己的名稱，看看是否可用。完成這個步驟後就無法變更，且專案期間會維持不變。
請注意，部分 API 會使用第三個值，也就是「專案編號」。如要進一步瞭解這三種值，請參閱說明文件。

帳單設定

接著，請按照管理帳單使用者指南的說明，在 Cloud Console 中啟用帳單。Google Cloud 新使用者可參加價值$300 美元的免費試用計畫。為避免在本教學課程結束後產生費用，請按照「步驟 9：清除所用資源」的說明，在程式碼研究室結束時關閉 Spanner 執行個體。

啟動 Cloud Shell

雖然您可以透過筆電遠端操作 Google Cloud，但在本程式碼研究室中，您將使用 Google Cloud Shell，這是可在雲端執行的指令列環境。

在 Google Cloud 控制台中，點選右上角工具列的 Cloud Shell 圖示：

佈建並連線至環境的作業需要一些時間才能完成。完成後，您應該會看到如下的內容：

這部虛擬機器已預先安裝所有必要的開發工具，並提供永久的 5 GB 主目錄，而且可在 Google Cloud 運作，大幅提升網路效能並強化驗證功能。您可以在瀏覽器中完成本程式碼研究室的所有作業。您不需要安裝任何軟體。

3. 建立 Spanner 執行個體

在 Spanner 中，執行個體是運算和儲存資源的叢集，可代管一或多個 Spanner 資料庫。您至少需要 1 個執行個體，才能在本程式碼研究室中代管 Spanner 資料庫。

檢查 gcloud SDK 版本

建立執行個體前，請務必將 Google Cloud Shell 中的 gcloud SDK 更新至必要版本 - gcloud SDK 493.0.0。您可以執行下列指令，查看 gcloud SDK 版本。

$ gcloud version | grep Google

輸出內容範例如下：

Google Cloud SDK 489.0.0

如果您使用的版本低於必要版本 493.0.0 (上例中的 489.0.0)，請執行下列指令來升級 Google Cloud SDK：

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

啟用 Spanner API

在 Cloud Shell 中，確認專案 ID 是否已設定完畢。使用下列第一個指令找出目前設定的專案 ID。如果結果不如預期，請使用下方的第二個指令設定正確的結果。

gcloud config get-value project

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

將預設區域設為 us-central1。您可以將這個區域變更為 Spanner 區域設定支援的其他區域。

gcloud config set compute/region us-central1

啟用 Spanner API：

gcloud services enable spanner.googleapis.com

建立 Spanner 執行個體

在本節中，您將建立免費試用執行個體或已佈建的執行個體。在本程式碼實驗室中，使用的 Spanner Graph 執行個體 ID 為 graph-demo，並透過 export 指令列設定為 SPANNER_INSTANCE_ID 變數。您也可以選擇自己的執行個體 ID 名稱。

建立免費試用 Spanner 執行個體

只要擁有 Google 帳戶，並在專案中啟用 Cloud Billing，即可建立 Spanner 90 天免費試用執行個體。除非您選擇將免費試用執行個體升級為付費執行個體，否則我們不會向您收費。免費試用執行個體支援 Spanner Graph。如果符合資格，請開啟 Cloud Shell 並執行下列指令，建立免費試用執行個體：

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"

指令輸出：

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

建立已佈建的 Spanner 執行個體

如果您不符合使用免費試用執行個體的資格，可以為這個程式碼研究室設定 1 個節點的佈建 Spanner 執行個體。Spanner Graph 適用於 Enterprise 或 Enterprise Plus 版本。如要在 Enterprise 或 Enterprise Plus 版本中建立執行個體，請開啟 Cloud Shell 並執行下列指令：

export SPANNER_INSTANCE_ID=graph-demo
export SPANNER_REGION=regional-us-central1
gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --description="Spanner Graph demo" \
  --nodes=1 \
  --edition=ENTERPRISE

指令輸出：

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

4. 自動建立 Spanner 資料庫

檢查 gcloud SDK 版本

建立資料庫前，請務必將 Google Cloud Shell 中的 gcloud SDK 更新至必要版本 - gcloud SDK 484.0.0。執行下列指令，即可查看 gcloud SDK 版本。

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

如果版本低於必要版本 484.0.0 (例如上述輸出內容 483.0.0)，請複製並執行下列指令來升級。

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

建立執行個體和資料庫

執行個體啟動後，您就可以建立資料庫。Spanner 允許單一執行個體有多個資料庫。

您可以在資料庫中定義結構定義。您也可以控管資料庫存取權、設定自訂加密、設定最佳化工具，以及設定保留期限。

資料庫會在先前步驟的執行個體中建立，ID 為 SPANNER_INSTANCE_ID。

如果您尚未設定 SPANNER_INSTANCE_ID 變數，請使用下列指令列進行設定。

export SPANNER_INSTANCE_ID={your_instance_id}

使用下方的 Google Cloud Shell gcloud 指令列工具，建立具有財務圖表結構定義的 Spanner 資料庫，並預先填入財務資料集。

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

指令輸出：

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

`spanner samples` CLI

gcloud spanner samples init finance-graph 指令是下列動作的包裝函式：

在執行個體中建立名為「finance-graph-db」的資料庫。
在資料庫中建立財務圖表結構定義。結構定義包含銀行帳戶、貸款等實體的節點定義，以及這些實體之間關係的邊緣定義。您可以在步驟 6 中檢查資料庫結構定義。
將數千個圖形節點和邊緣插入資料庫。

如何處理錯誤

無法插入資料

如果工具完成時顯示錯誤訊息 Failed to insert data for the graph database，您可以按照選用步驟 5) 頁面手動建立資料庫，然後插入資料。

下一步

如果資料庫自動建立成功，您可以略過下一個選用章節，直接前往「探索圖表結構定義」(步驟 6)。

5. (選用) 手動建立 Spanner 資料庫

執行個體啟動後，您就可以手動建立資料庫。

您可以在資料庫中定義結構定義。您也可以控管資料庫存取權、設定自訂加密、設定最佳化工具，以及設定保留期限。

資料庫將在先前步驟中 ID 為 SPANNER_INSTANCE_ID 的執行個體中建立。

如果您尚未設定 SPANNER_INSTANCE_ID 變數，請使用下列指令列進行設定。

export SPANNER_INSTANCE_ID={your_instance_id}

如要建立資料庫，請使用 gcloud 指令列工具：

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

指令輸出：

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

使用圖表建立結構定義

如要設定結構定義，請前往 Spanner Studio 並使用編輯器：

複製下列 DDL 並貼到 Spanner Studio 編輯器，做為結構定義。

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
  );

接著按一下 RUN 按鈕，等待幾秒鐘，系統就會建立結構定義。

您可能會想知道每個 CREATE 陳述式的意義，尤其是 CREATE PROPERTY GRAPH 陳述式。我們會在下一個步驟 6 檢查結構定義。

載入資料

現在，您會想在資料庫中插入一些財務圖表資料。

Spanner Graph 會根據輸入資料表建立圖表，因此圖表資料會以輸入資料表中的資料為準，不會重複。同樣地，輸入資料表中的資料變更也會自動反映在圖表模型中。這樣就不必進行複雜的 ETL，即可與其他資料來源同步。

您可以使用熟悉的 SQL INSERT 陳述式，將資料插入輸入資料表。

在 Spanner Studio 中開啟新分頁，然後複製並貼上下列插入陳述式，並點選 RUN 按鈕。INSERT陳述式會將數千個節點和邊緣填入資料庫。由於文字量較大，複製作業可能需要幾秒鐘。

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.");

摘要

在這個步驟中，您已建立具有圖形結構定義的 Spanner 資料庫，並預先填入圖形資料。

下一步

接著，您將探索圖表結構定義

6. 探索圖表結構定義

查看圖表結構定義

前往 Cloud 控制台的 Spanner 執行個體，然後點選 finance-graph-db 資料庫。在這個總覽頁面中，按一下「Show Equivalent DDL」(顯示對等 DDL) 按鈕 (位於頁面底部)，即可顯示資料庫結構定義。

檢查結構定義時，您會先看到許多含有 CREATE TABLE 陳述式的關係資料表，如下方螢幕截圖所示：

Account 資料表，內含銀行帳戶相關資料
AccountAudits 表格，追蹤銀行帳戶的稽核情況
AccountRepayLoan 表格，追蹤透過銀行帳戶進行的貸款還款。
AccountTransferAccount 表格，追蹤銀行帳戶之間的轉帳交易。
Loan 資料表，內含客戶貸款相關資料
Person 資料表，其中包含以人員形式模擬的銀行客戶相關資料
PersonOwnAccount 表格，追蹤銀行帳戶擁有人的關係

向下捲動結構定義 DDL，您會看到 CREATE PROPERTY GRAPH FinGraph 陳述式，我們將根據上述 SQL 資料表定義圖表結構定義。我們將在下一節說明圖表結構定義。

瞭解圖表結構定義

您可以使用 CREATE PROPERTY GRAPH 陳述式，透過 Spanner Graph 從資料表建立圖形。用來建立圖表的資料表稱為輸入資料表。建立圖表時不會重複資料。

Spanner Graph 支援屬性圖形資料模型，節點和邊緣會以標籤和屬性加註。在這個財務圖表結構定義中，我們根據先前定義的關聯式輸入資料表，建立了 3 種節點和 3 種邊緣。

節點

我們根據 3 個輸入表格定義 3 種節點：

Person 節點，以 Person 資料表為基礎
Account 節點 (根據「帳戶」表格)
Loan 節點，根據「貸款」表格

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)
  )
 ...

節點資料表中的每一列都會對應至圖形模型中的某個節點。每個節點都有 Account 和 Person 等標籤，代表該節點。您會在下一頁使用標籤查詢節點類型。

在圖形建立時，輸入資料表的所有資料欄都會預設為節點屬性。舉例來說，Account 資料表的 id、create_time、is_blocked 和 type 欄是 Account 節點的屬性。不過，您可以使用 ALL COLUMNS EXCEPT 語法從圖表模型中排除資料欄，詳情請參閱這篇文章。

邊緣

我們定義了節點間的 3 種邊緣類型：

AccountRepayLoan 邊緣，以 AccountRepayLoan 資料表為基礎，將 Account 節點連結至 Loan 節點。
AccountTransferAccount 邊緣，以 AccountTransferAccount 資料表為基礎，將 Account 節點連結至另一個 Account 節點。
PersonOwnAccount邊緣，根據 PersonOwnAccount資料表，將 Person 節點連結至 Account 節點。

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)
  );

將資料表對應至邊緣時，需要定義來源和目的地鍵。這些鍵會建立邊緣與來源和目的地節點之間的關係。

舉例來說，每個 PersonOwnAccount 邊緣都會將 Person (來源) 連線至 Account (目的地) 節點。

邊緣的 SOURCE 節點是 Person 節點，其 id 與邊緣 id 相同。
邊緣的 DESTINATION 節點是 Account 節點，其 id 與邊緣 account_id 相同。

   PersonOwnAccount
     KEY (id, account_id)
     SOURCE KEY (id) REFERENCES Person (id)
     DESTINATION KEY (account_id) REFERENCES Account (id)
     LABEL Owns
     PROPERTIES (account_id, create_time, id)

每個邊緣都有標籤 (例如 Repays 和 Owns)，代表邊緣類型。與圖形節點類似，輸入資料表的所有資料欄都會預設為邊緣屬性。

進一步瞭解結構定義

如要進一步瞭解圖表結構定義的一般概念，例如標籤、屬性和與輸入資料表的關係，請按這裡。

進一步瞭解如何定義節點和定義邊緣。

摘要

在這個步驟中，您已掌握輸入資料表，以及財務圖表結構定義的圖表節點和邊緣類型。

下一步

接著，您將執行財務情境的查詢，發掘圖形資料的潛力。

7. 使用 GQL 查詢圖形

什麼是 GQL 中的圖形查詢周遊

圖形資料會以邊緣連接的節點表示。圖形查詢會根據指定條件，在這些連線之間導覽，從一個節點跳到另一個節點。在圖表查詢中，「躍點」是指沿著連接邊緣從一個節點移動到另一個節點。代表遍歷程序中的單一步驟。

舉例來說，在下方的圖形遍歷中，「Person」(Bob)、「Account」(18) 和「Loan」(27) 之間有 2 個躍點。

在 Spanner Studio 中執行查詢

在這個步驟中，您將執行多個 GQL 查詢，瞭解圖形查詢語意如何分析金融圖形資料。

您可以在 Spanner Studio 中為每個查詢建立新的編輯器 (例如「編輯器 1」) 來執行。

查詢 1 - 基本節點和邊緣模式比對

您可以執行下列查詢，從名為「Jacoby」的人員節點開始遍歷，找出該人員擁有的帳戶，然後探索該帳戶償還的貸款。這是 2 跳圖形查詢周遊：

第 1 個躍點：從 Person 節點到 Account 節點 (透過 Owns 邊緣)
第 2 個躍點：從 Account 節點到 Loan 節點 (透過 Repays 邊緣)

我們比對節點和邊緣類型的方式，是根據其標籤，例如下方查詢中的 :Person、:Owns 和 :Account 部分。

結果會傳回帳戶 ID、還款資訊和貸款資訊，並依貸款還款日期排序

GRAPH FinGraph
MATCH
  (person:Person {name: "Jacoby"})-[own:Owns]->
  (account:Account)-[repay:Repays]->(loan:Loan)
RETURN
  account.id AS account_id,
  repay.create_time AS repay_time,
  repay.amount AS loan_repay_amount,
  loan.id AS loan_id,
  loan.loan_amount AS loan_amount
ORDER BY repay.create_time;

下圖以視覺化方式呈現查詢如何擷取「Jacoby」擁有的所有帳戶，這些帳戶都已償還貸款。(查詢結果可能與圖表建議的內容不同)。

在編輯器中執行查詢後，應會傳回類似下方的結果。結果顯示「Jacoby」只有一個帳戶 (ID 為 569) 和一筆貸款 (ID 為 110)，但兩者之間有多筆還款。

查詢 2 - 量化路徑遍歷並傳回圖形元素

以下查詢會比對所有帳戶資金轉移，從來源帳戶 (id=75) 開始，在 3 到 6 個躍點內，抵達目標帳戶 (id=199)。{3,6} 語法用於表示 src_accnt 和 dst_accnt 之間量化的 3 到 6 個躍點路徑遍歷。

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;

從視覺上來看，量化邊緣遍歷就像下方所示：從 src_account 節點開始，擷取3 到 6 個躍點之間的所有可能帳戶轉移路徑，以抵達 dst_account。

舉例來說，下方醒目顯示的路徑是 6 個躍點的查詢。

執行這項查詢後，應會產生下列結果：

您可以使用 TO_JSON 函式，以 JSON 格式傳回圖形元素，如上所示，transfers 邊緣也會傳回。節點和邊緣傳回的 JSON 物件包含 identifier、properties 和 labels。此外，邊緣傳回的 JSON 物件也會包含 source_node_identifier 和 destination_node_identifier。

在這項查詢中，結果會以 JSON 格式傳回傳輸邊緣躍點數，以及每個相符路徑中的傳輸邊緣 (使用 TO_JSON(transfer) AS transfer_edges)。

傳回的 transfer_edges 是 JSON 陣列物件。由於來源和目標帳戶之間每個相符路徑中可能有多個轉移邊緣，因此這是 JSON 陣列類型。

陣列的每個元素都是「邊緣」，包含相連節點的 labels、source_node_identifier 和 destination_node_identifier，以及邊緣 properties 資料，例如 amount 和 create_time。

# Example `transfer_edges` returned as a JSON array object with a size of 4.
# Most of the identifiers are elided for readability.
[
  {
    "destination_node_identifier": "mUZpbkdyYXBoLkFjY291bnQAeJIFag==",
    "identifier": "mUZpbkdyYXBoLkFjY291bnRUcm[REST_STRING_REDACTED]",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 5855.4,
      "create_time": "2021-10-23T02:19:37.452Z",
      "id": 75,
      "to_id": 693
    },
    "source_node_identifier": "mUZpbkdyYXBoLkFjY291bnQAeJGW"
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 132.3,
      "create_time": "2022-02-24T01:01:54.783Z",
      "id": 693,
      "to_id": 247
    },
    "source_node_identifier": "..."
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 580.5,
      "create_time": "2021-11-01T05:37:08.372Z",
      "id": 247,
      "to_id": 555
    },
    "source_node_identifier": "..."
  },
  {
    "destination_node_identifier": "...",
    "identifier": "...",
    "kind": "edge",
    "labels": [
      "Transfers"
    ],
    "properties": {
      "amount": 7866,
      "create_time": "2021-04-04T06:45:59.827Z",
      "id": 555,
      "to_id": 199
    },
    "source_node_identifier": "..."
  }
]

查詢 3 - 最短路徑搜尋

查詢 2 會在指定的躍點範圍內，找出 src_accnt 和 dst_accnt 的所有三個路徑。每條路徑的躍點數量都不同，分別是四個、五個和六個。

如要找出這兩個節點之間的最短路徑，可以使用路徑搜尋前置字元 MATCH ANY SHORTEST 進行修改。以下查詢會在這兩個帳戶之間找出任何最短路徑，且路徑長度為 3 到 6 個躍點。

GRAPH FinGraph
MATCH ANY SHORTEST
  (src_accnt:Account {id:75} )-[transfers:Transfers]->{3,6}
  (dst_accnt:Account {id:199})
RETURN
  ARRAY_LENGTH(transfers) AS num_hops,
  TO_JSON(transfers) AS transfer_edges;

比較這兩項查詢的結果，您會發現查詢 2 會傳回所有可能的 3 條路徑，而查詢 3 (這項查詢) 只會傳回 1 項結果，也就是最短路徑的 4 個躍點。

執行查詢後，應會顯示下列結果。

查詢 4 - 以線性組合鏈結的圖形查詢

如要找出更複雜的關係，請使用 NEXT 關鍵字將圖形查詢區塊串連在一起。

在下列查詢中，您想瞭解客戶帳戶的資金流向，以便根據法規遵循分析需求，找出可疑的大量資金流入或流出。

如要這麼做，請先在第一個查詢區塊中，找出「Bisla」擁有的所有銀行帳戶 MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)。

然後在 NEXT 後的第二個區塊中，計算自「2020-01-01」以來轉入各帳戶的總金額。

接著，您會對第三個區塊查詢中的輸出金額套用相同邏輯。最後，您要計算每個帳戶在最後一個區塊的流入金額與流出金額比率。

如要存取 NEXT 關鍵字後的查詢中繼結果，必須在先前區塊的結尾傳回這些結果。舉例來說，系統會在第一個區塊中傳回相符的 accnt，以便第二個區塊查詢這些帳戶的資金轉入情形。

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;

下圖顯示查詢遍歷的內容。

執行查詢後，應會顯示下列結果：

探索更多圖表查詢

您可以在使用者指南中找到與本程式碼研究室結構定義相容的圖形查詢範例。

如要瞭解圖形查詢語法，請參閱這篇文章中的 GoogleSQL Graph Query Language 參考資料。

摘要

在這個步驟中，您已執行多項 GQL 圖形查詢，並瞭解其語意。

下一步

接著，您將執行結合 GQL 和 SQL 的查詢。

8. 同時查詢圖表和表格

在 Spanner Studio 中執行查詢

在本步驟中，您將執行與 SQL 資料表互通的圖形查詢，將 Spanner 的圖形模型與關聯式模型連結。

您可以為每個查詢在 Spanner Studio 中建立新的編輯器來執行。

執行 SQL 互通查詢

在 Spanner Graph 中，SQL 和 GQL 完全互通。您可以使用 GRAPH_TABLE 運算子結合 GQL 和 SQL。在運算子中，您可以像上一節一樣編寫 GQL。然後，您可以使用 RETURN 陳述式將結果連結回 SQL 查詢部分。

舉例來說，您可以結合使用 GQL 和 SQL，找出曾從可疑帳戶收到電匯的帳戶稽核資訊。

查看下列查詢，GRAPH_TABLE 運算子中的 GQL 查詢會透過 Transfers 邊緣，從可疑帳戶遍歷 1 或 2 個躍點，然後傳回所抵達帳戶的相異 ID。然後，查詢會與 AccountAudits 資料表聯結，找出這些帳戶的稽核資訊。

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

執行查詢後，會產生類似下方的結果。

如要進一步瞭解 GRAPH_TABLE 運算子，如何合併圖形和 SQL 查詢，請參閱使用者指南。

下一步

接著，您可以清理程式碼實驗室。

9. 清除 (選用)

如要清理，只要前往 Cloud 控制台的 Spanner 專區，然後刪除我們在程式碼研究室中建立的 graph-demo 執行個體即可。

10. 恭喜！

恭喜！您已成功建立圖形結構定義，並使用 Spanner Graph 執行圖形查詢。

傳統的 SQL 查詢不足以發掘資料中的關聯，因為資料已變得越來越複雜，關係網路也錯綜複雜。Spanner Graph 提供重要業務圖形資料模型，具備強大的圖形查詢語法、近乎無限的容量，以及 99.999% 的可用性。

您現在已熟悉 Spanner Graph 概念，不妨立即試用結構定義和資料！

後續步驟

詳情請參閱 Spanner Graph 使用者指南。

開始使用 Spanner Graph

1. 簡介

建構項目

課程內容

軟硬體需求

2. 設定和需求條件

建立 GCP 專案

帳單設定

啟動 Cloud Shell

3. 建立 Spanner 執行個體

檢查 gcloud SDK 版本

啟用 Spanner API

建立 Spanner 執行個體

建立免費試用 Spanner 執行個體

建立已佈建的 Spanner 執行個體

4. 自動建立 Spanner 資料庫

檢查 gcloud SDK 版本

建立執行個體和資料庫

spanner samples CLI

如何處理錯誤

無法插入資料

下一步

5. (選用) 手動建立 Spanner 資料庫

使用圖表建立結構定義

載入資料

摘要

下一步

6. 探索圖表結構定義

查看圖表結構定義

瞭解圖表結構定義

節點

邊緣

進一步瞭解結構定義

摘要

下一步

7. 使用 GQL 查詢圖形

什麼是 GQL 中的圖形查詢周遊

在 Spanner Studio 中執行查詢

查詢 1 - 基本節點和邊緣模式比對

查詢 2 - 量化路徑遍歷並傳回圖形元素

查詢 3 - 最短路徑搜尋

查詢 4 - 以線性組合鏈結的圖形查詢

探索更多圖表查詢

摘要

下一步

8. 同時查詢圖表和表格

在 Spanner Studio 中執行查詢

執行 SQL 互通查詢

下一步

9. 清除 (選用)

10. 恭喜！

後續步驟

`spanner samples` CLI