本頁面由 Cloud Translation API 翻譯而成。

開始使用 Spanner Graph

1. 簡介

Spanner Graph 結合了專門建構的圖資料庫功能，以及 Google Cloud 全天候運作、全球一致且規模近乎無限的資料庫 Spanner。

Spanner Graph 支援與 ISO GQL (圖形查詢語言) 標準相容的圖形查詢介面。透過關聯和圖形模型之間的互通性，您可以結合成熟的 SQL 功能，以及 GQL 圖形模式比對功能的表現力。您可以使用宣告式結構定義，將表格對應至圖表，而無需進行資料遷移作業，進而將圖表帶入表格式資料集。這樣一來，您就能在最後階段 (即延後) 綁定資料模型選項，並使用最佳查詢語言執行每項工作。

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 來同時存取圖形和關聯資料。

建構項目

本實驗室的學習內容如下：

建立 Spanner 執行個體。
設定含有財務圖表結構定義和預先填入資料集的資料庫。
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。
如何結合 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

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。如果您還沒有 Gmail 或 Google Workspace 帳戶，請務必建立帳戶。

「專案名稱」是這個專案參與者的顯示名稱。這是 Google API 不會使用的字元字串。您隨時可以更新。
專案 ID 在所有 Google Cloud 專案中都是不重複的值，且無法變更 (設定後即無法變更)。Cloud 控制台會自動產生專屬字串，您通常不需要特別留意。在大多數程式碼研究室中，您都需要參照專案 ID (通常會以 PROJECT_ID 表示)。如果您不喜歡系統產生的 ID，可以隨機產生另一個 ID。或者，您也可以自行嘗試，看看是否可用。在這個步驟完成後就無法變更，且會在整個專案期間維持不變。
提醒您，有些 API 會使用第三個值「專案編號」。如要進一步瞭解這三個值，請參閱說明文件。

帳單設定

接著，您必須按照帳單管理使用者指南的說明操作，並在 Cloud Console 中啟用帳單功能。Google Cloud 新使用者可享有價值 $300 美元的免費試用期。如要避免在本教學課程結束後繼續產生費用，您可以在程式碼研究室結束時關閉 Spanner 執行個體，方法是按照「步驟 9：清理」中的說明操作。

啟動 Cloud Shell

雖然 Google Cloud 可透過筆記型電腦遠端操作，但在本程式碼研究室中，您將使用 Google Cloud Shell，這是在雲端運作的指令列環境。

在 Google Cloud 控制台中，按一下右上方工具列的 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，畫面應如下所示：

這個虛擬機器會載入您需要的所有開發工具。提供永久的 5 GB 主目錄，而且在 Google Cloud 中運作，可大幅提升網路效能和驗證功能。您可以在瀏覽器中完成本程式碼研究室的所有工作。您不需要安裝任何東西。

3. 建立 Spanner 例項

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，才能為本程式碼研究室託管 Spanner 資料庫。

檢查 gcloud SDK 版本

建立執行個體前，請確認 Google Cloud Shell 中的 gcloud SDK 已更新至所需版本 - gcloud SDK 493.0.0。您可以執行下列指令，查看 gcloud SDK 版本。

$ gcloud version | grep Google

以下是輸出內容範例：

Google Cloud SDK 489.0.0

如果您使用的版本低於必要的 493.0.0 版本 (上例中的 489.0.0)，則必須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 已設定完畢。請使用下方第一個指令找出目前已設定的專案 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。您可以將這個值變更為 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。在本程式碼研究室中，使用的 Spanner 圖執行個體 ID 為 graph-demo，並使用 export 指令列將其設為 SPANNER_INSTANCE_ID 變數。您也可以自行選擇執行個體 ID 名稱。

建立 Spanner 免付費試用執行個體

凡是擁有 Google 帳戶，且專案已啟用 Cloud Billing 的使用者，都可以使用 Spanner 90 天的免費試用執行個體。除非您選擇將免費試用版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，建立免費試用方案的執行個體：

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

如果您不符合免費試用版的使用資格，可以為本程式碼實驗室設定 1 個節點的 Spanner 預留執行個體。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，請確認 Google Cloud Shell 中的 gcloud SDK 已更新至所需版本 - gcloud SDK 484.0.0。您可以執行下列指令，查看 gcloud SDK 版本。

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

如果版本低於必要的 484.0.0 (例如，上述輸出內容的 483.0.0)，您必須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 可在單一執行個體上建立多個資料庫。

資料庫是用於定義結構定義的所在位置。您也可以控制資料庫存取權、設定自訂加密、設定最佳化工具，以及設定保留期限。

系統會在前一個步驟中 ID 為 SPANNER_INSTANCE_ID 的執行個體中建立資料庫。

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

export SPANNER_INSTANCE_ID={your_instance_id}

使用下方的 Google Cloud Shell gcloud 指令列工具，建立含有金融圖表結構和預先填入的金融資料集的 Spanner 資料庫。

 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。這個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插入資料庫。

如何處理錯誤

無法插入資料

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

下一步

如果自動建立資料庫成功，您可以略過下一個選用章節，直接前往「探索圖形結構定義」(步驟 6)。

5. (選用) 手動建立 Spanner 資料庫

執行個體啟動後，您可以手動建立資料庫。

資料庫是用於定義結構定義的所在位置。您也可以控制資料庫存取權、設定自訂加密、設定最佳化工具，以及設定保留期限。

系統會在先前步驟中 ID 為 SPANNER_INSTANCE_ID 的例項中建立資料庫。

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

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：

針對結構定義，請複製並貼上下列 DDL 至 Spanner Studio 編輯器。

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，等待幾秒鐘讓結構定義建立完成。

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

載入資料

接下來，您需要將一些財務圖表資料插入資料庫。

Spanner Graph 會根據輸入表格建立圖表，因此圖表的資料會根據輸入表格的資料建立，不會重複資料。同樣地，輸入表格中的資料變更也會自動反映在圖表模型中。這樣一來，您就不必進行複雜的 ETL 作業，才能與其他資料來源同步處理。

您可以使用熟悉的 SQL INSERT 陳述式，將資料插入輸入表格。

在 Spanner Studio 中開啟新的分頁，然後複製並貼上以下插入陳述式，並按一下 RUN 按鈕。INSERT 陳述式會將數千個節點和邊填入資料庫。由於文字量龐大，複製作業可能需要幾秒鐘的時間。

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 Spanner 資料庫，並使用圖形結構和預先填入的圖形資料。

下一步

接下來，您將探索圖表結構定義

6. 探索圖形結構定義

查看圖表結構定義

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

檢查結構定義時，您會先看到包含 CREATE TABLE 陳述式的多個關聯式資料表，如以下螢幕截圖所示：

Account 資料表，其中包含銀行帳戶相關資料
AccountAudits 表格，用於追蹤銀行帳戶稽核
AccountRepayLoan 表格，用於追蹤透過銀行帳戶償還的貸款。
AccountTransferAccount 表格，用於追蹤銀行帳戶之間的轉帳。
Loan 資料表，其中包含客戶貸款資料
Person 資料表，其中包含以人物為模型的銀行客戶資料
PersonOwnAccount 表格，用於追蹤擁有銀行帳戶的人員關係

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

瞭解圖表結構定義

Spanner Graph 可讓您使用 CREATE PROPERTY GRAPH 陳述式，從資料表建立圖形。用於建立圖表的資料表稱為輸入表。建立圖表時不會重複資料。

Spanner Graph 支援屬性圖形資料模型，其中節點和邊緣會標上標籤和屬性。在這個金融圖形結構定義中，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。

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，以 Account 資料表為依據
Loan 節點，以 Loan 資料表為依據

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。每個節點都有標籤 (例如 Account 和 Person)，代表該節點。您將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 欄都是 Account 節點的屬性。不過，您可以使用 ALL COLUMNS EXCEPT 語法，在圖表模型中排除資料欄，詳情請參閱這篇文章。

邊緣

我們定義了節點之間的 3 種邊：

AccountRepayLoan 邊緣，根據 AccountRepayLoan 資料表，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) 連結至 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

如要進一步瞭解圖形結構定義的一般概念 (例如標籤、屬性和與輸入表格的關聯)，請按這裡。

您可以進一步瞭解如何定義節點和定義邊。

摘要

在這個步驟中，您已掌握輸入表格，以及財務圖表結構定義的圖形節點和邊緣類型。

下一步

接下來，您將針對財務情境執行查詢，發掘圖表資料的潛力。

7. 使用 GQL 查詢圖形

什麼是 GQL 中的圖表查詢周遊

圖形資料以節點和連結表示。圖表查詢會瀏覽這些連結，並根據指定條件從一個節點跳到另一個節點。在圖表查詢中，「跳躍」是指沿著連接邊從一個節點到另一個節點的遍歷。代表遍歷程序中的單一步驟。

舉例來說，在下方圖表中，Person (Bob)、Account (18) 和 Loan (27) 之間有 2 個跳躍。

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協助分析金融圖形資料。

您可以為每個查詢在 Spanner Studio 中建立新的編輯器 (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」的人員節點開始逐一搜尋，找出該人員擁有的帳戶，然後查看該帳戶償還的貸款。這是 2 跳圖表查詢周遊：

第 1 個躍點：從 Person 節點到 Account 節點，經由 Owns 邊
第 2 個躍點：從 Account 節點到 Loan 節點，經由 Repays 邊緣

我們會根據節點和邊緣類型的標籤比對，例如以下查詢中的 :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」擁有的所有已償還貸款帳戶。(查詢結果可能與圖表所示不同)。

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

查詢 2 - 量化路徑檢索和傳回圖表元素

以下查詢會比對所有帳戶轉帳，從含有 id=75 的來源帳戶在 3 到 6 個中繼點內，轉移至含有 id=199 的目的帳戶。{3,6} 語法用於表示 src_accnt 和 dst_accnt 之間的量化 3 到 6 個跨越點路徑。

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;

從視覺角度來看，您可以將量化邊緣穿越視為以下情況：從 src_account 節點開始，擷取 3 到 6 個跳躍點之間的所有可能帳戶轉移路徑，以便到達 dst_account。

例如，下方醒目顯示的路徑就是 6 跳查詢。

執行這項查詢後，應會產生以下結果：

您可以使用 TO_JSON 函式，以 JSON 格式傳回圖形元素，就像上述傳回 transfers 邊緣一樣。節點和邊緣的傳回 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。

在這個查詢中，結果會傳回轉移邊跳躍次數，以及每個相符路徑中的轉移邊，格式為 JSON 格式，並附上 TO_JSON(transfer) AS transfer_edges。

傳回的 transfer_edges 是 JSON 陣列物件。這是 JSON 陣列類型，因為來源帳戶和目的地帳戶之間的每個比對路徑中，可能會有多個轉移邊。

陣列的每個元素都是邊，包含連結節點的 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，找出從 src_accnt 和 dst_accnt 的所有三個路徑。每個路徑的躍點數量各不相同，分別為四、五和六。

如要找出這兩個節點之間的最短路徑，您可以使用路徑搜尋前置字串 MATCH ANY SHORTEST 來修改路徑。以下查詢會在 3 到 6 個跳躍點內，找出這兩個帳戶之間的任何最短路徑。

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;

比較兩個查詢的結果，您會發現查詢 2 會傳回所有可能的 3 個路徑，而查詢 3 (本查詢) 只會傳回 1 個結果，也就是 4 個中繼的最短路徑。

執行查詢後，應會產生下列結果。

查詢 4 - 透過線性組合連結的圖形查詢

您可以使用 NEXT 關鍵字將圖形查詢的區塊連結在一起，藉此找出更複雜的關聯。

在下方查詢中，您想瞭解客戶帳戶的金流，以便根據法規遵循分析要求，找出可疑的大量進款或出款。

如要這麼做，請先使用 MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) 在第 1 個查詢區塊中找出「Bisla」擁有的所有銀行帳戶。

接著，在 NEXT 後面的第二個區塊中，您可以計算自「2020-01-01」起，轉入每個帳戶的總金額。

接著，您可以在第三個區塊查詢中，為支出金額套用相同的邏輯。最後，您可以在最後一個區塊中計算每個帳戶的流入金額與流出金額比率。

如果您需要在 NEXT 關鍵字之後存取中繼查詢結果，就必須在先前的區塊結尾傳回這些結果。舉例來說，系統會在第一個區塊中傳回已比對的 accnt，以便第二個區塊能夠查詢這些帳戶的入帳轉移。

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;

下圖呈現查詢的檢索路徑。

執行查詢後，應會產生下列結果：

探索更多圖形查詢

您可以在使用者指南中找到許多與本程式碼研究室架構相容的圖表查詢範例。

如要瞭解圖形查詢語法，請參閱這裡的 GoogleSQL 圖形查詢語言參考資料。

摘要

在這個步驟中，您已執行許多 GQL 圖表查詢，並瞭解其語意。

下一步

接下來，您將執行結合 GQL 和 SQL 的查詢。

8. 同時查詢圖表和資料表

在 Spanner Studio 中執行查詢

在這個步驟中，您將執行可與 SQL 資料表互通的圖形查詢，以便將 Spanner 的圖形模型與其關聯模型連結。

您可以針對每個查詢在 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 可完全互通。您可以使用 GRAPH_TABLE 運算子結合 GQL 和 SQL。在運算子中，您可以按照上一節的說明編寫 GQL。接著，您可以透過 RETURN 陳述式，將結果連回 SQL 查詢部分。

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

請參閱下列查詢，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 個跳躍，然後傳回已抵達帳戶的不同 ID。接著，查詢會與 AccountAudits 表格彙整，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。

如要進一步瞭解如何使用 GRAPH_TABLE 運算子結合圖形和 SQL 查詢，請參閱使用者指南。

下一步

接下來，您可以清理程式碼研究室。

9. 清除 (選用)

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

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 查詢無法充分揭露資料中的連結，因為資料的關係網絡越來越複雜。Spanner Graph 提供重要業務圖表資料模型，具備強大的圖表查詢語法、幾乎無限的容量，以及 99.999% 的可用性。

您現在已對 Spanner Graph 概念更加熟悉，不妨立即試用您的結構定義和資料！

後續步驟

如要進一步瞭解 Spanner Graph，請參閱使用者指南。

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

建立 GCP 專案

帳單設定

啟動 Cloud Shell

3. 建立 Spanner 例項

檢查 gcloud SDK 版本

啟用 Spanner API

建立 Spanner 執行個體

建立 Spanner 免付費試用執行個體

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. 探索圖形結構定義

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 中的圖表查詢周遊

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 - 量化路徑檢索和傳回圖表元素

查詢 3 - 最短路徑搜尋

查詢 4 - 透過線性組合連結的圖形查詢

探索更多圖形查詢

摘要

下一步

8. 同時查詢圖表和資料表

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