1. 簡介
Spanner Graph 整合專為特定用途設計的圖形資料庫功能，以及 Spanner。Spanner 是 Google Cloud 的全天候服務一致資料庫，以及幾乎可無限擴充的可擴充資料庫。
Spanner 圖表支援與 ISO GQL (Graph Query Language) 標準相容的圖表查詢介面。結合了關係與圖形模型之間的互通性，您就可以結合穩固的 SQL 功能與 GQL 的圖形模式比對表達性。只要使用宣告式結構定義，即可將資料表對應至圖表，不必遷移資料，進而將圖表新增至表格資料集。如此一來，您可以延遲 (即延後) 資料模型選擇，並使用最適合的查詢語言來進行各項工作。
在本研究室中，您將逐步瞭解如何使用預先填入的資料集設定 Spanner Graph 資料庫、使用 GQL 查詢圖表，以及結合 GQL 和 SQL 並同時存取圖表和關聯資料。
建構項目
在這個研究室中，您將完成以下工作：
- 建立 Spanner 執行個體。
- 設定具有財務圖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 Spanner Graph 資料庫範例。 - 如何在資料庫總覽頁面中查看圖表結構定義。
- 如何使用 GQL 編寫多個躍點路徑查詢。
- 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
2. 設定和需求
建立 GCP 專案
登入 Google Cloud 控制台，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，請先建立帳戶。
- 「專案名稱」是這項專案參與者的顯示名稱。這是 Google API 未使用的字元字串。您可以隨時更新付款方式。
- 所有 Google Cloud 專案的專案 ID 均不得重複，而且設定後即無法變更。Cloud 控制台會自動產生一個不重複的字串。但通常是在乎它何在在大部分的程式碼研究室中，您必須參照專案 ID (通常為
PROJECT_ID)。如果您對產生的 ID 不滿意，可以隨機產生一個 ID。或者，您也可以自行嘗試，看看是否支援。在這個步驟後，這個名稱即無法變更，而且在專案期間內仍會保持有效。 - 資訊中的第三個值是專案編號，部分 API 會使用這個編號。如要進一步瞭解這三個值，請參閱說明文件。
帳單設定
接下來，請按照管理帳單使用手冊操作，並在 Cloud 控制台中啟用計費功能。新使用者符合 $300 美元免費試用計畫的資格。如要避免產生本教學課程結束後產生的費用，請在程式碼研究室的結尾，按照「步驟 9 清除所用」操作，關閉 Spanner 執行個體。
啟動 Cloud Shell
雖然 Google Cloud 可以從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，這是一種在 Cloud 中執行的指令列環境。
在 Google Cloud 控制台，按一下右上方的工具列上的 Cloud Shell 圖示：
佈建並連線至環境的作業只需幾分鐘的時間。完成後，您應該會看到類似下方的內容：
這部虛擬機器都裝載了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，大幅提高網路效能和驗證能力。本程式碼研究室的所有工作都可以在瀏覽器中完成。不必安裝任何程式。
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，代管一或多個 Spanner 資料庫。至少須有 1 個執行個體，才能託管這個程式碼研究室的 Spanner 資料庫。
啟用 Spanner API
在 Cloud Shell 中，請確認您已設定專案 ID。使用下方的第一個指令，找出目前設定的專案 ID。如果結果不如預期，則下方的第二個指令會設定適當的結果。
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
將預設區域設為 us-central1。您可以將此變更為 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佈建的執行個體。在本程式碼研究室中，使用的 Spanner 圖譜執行個體 ID 為 graph-demo，透過 export 指令列設為 SPANNER_INSTANCE_ID 變數。或者，您也可以自行挑選執行個體 ID 名稱。
建立免費試用的 Spanner 執行個體
只要 Google 帳戶已在專案中啟用 Cloud Billing，使用者就能取得 Spanner 90 天的免費試用執行個體。除非您選擇將免費試用執行個體升級為付費執行個體，否則不用付費。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.
建立佈建的 Spanner 執行個體
如果您選擇不使用免費試用執行個體，可以在這個程式碼研究室中設定佈建的 Spanner 執行個體 (共 1 個節點)。方法是開啟 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
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
建立資料庫之前，請先確認 Google Cloud Shell 中的 gcloud SDK 已更新至必要版本，如 gcloud SDK 484.0.0。您可以執行下列指令來找出 gcloud SDK 版本。
$ gcloud version | grep Google Google Cloud SDK 483.0.0
如果版本低於規定的 484.0.0 (例如，上述輸出內容為 483.0.0)，您就必須複製並執行以下指令進行升級。
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
正在建立執行個體和資料庫
執行個體開始運作後，您就能建立資料庫。Spanner 允許在單一執行個體上使用多個資料庫。
您可以在資料庫中定義結構定義。您也可以控管有權存取資料庫的使用者、設定自訂加密功能、設定最佳化器，以及設定保留期限。
系統會在前一個步驟的 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，請使用以下指令列進行設定。
export SPANNER_INSTANCE_ID={your_instance_id}
使用下方的 Google Cloud Shell gcloud 指令列工具，建立含有財務圖形結構定義和預先填入財務資料集的 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 個 CLI
gcloud spanner samples init finance-graph 指令是下列動作的包裝函式：
- 建立名為「finance-graph-db」的資料庫執行個體。
- 在資料庫中建立財務圖結構定義。結構定義包含銀行帳戶、貸款等實體的節點定義，以及這些實體之間的關係邊緣定義。您可以在步驟 6 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
如果工具執行完畢並顯示 Failed to insert data for the graph database 錯誤訊息，您可以按照選用的步驟 5) 頁面，手動建立資料庫，然後插入資料。
下一步
如果系統成功自動建立資料庫，請略過下一個選用部分，並直接前往「探索圖形結構定義」(步驟 6)。
5. (選用) 手動建立 Spanner 資料庫
執行個體開始運作後，您可以手動建立資料庫。
您可以在資料庫中定義結構定義。您也可以控管有權存取資料庫的使用者、設定自訂加密功能、設定最佳化器，以及設定保留期限。
系統會在先前的步驟中，在 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，請使用以下指令列進行設定。
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，請複製下方的 DDL 並貼進 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
);
接著點選「RUN」按鈕，等待幾秒鐘，讓系統建立結構定義。
您可能不知道每個 CREATE 陳述式的意義，尤其是 CREATE PROPERTY GRAPH 陳述式的意義。我們會在下一個步驟 6 檢查結構定義。
載入資料
現在，您可以將一些財經圖資料插入資料庫。
Spanner 圖表會根據輸入資料表建立圖表，因此圖表資料是根據輸入資料表產生的圖表資料，而且不會重複提供資料。同理，輸入資料表中的資料變更會自動反映在圖形模型中。這樣就能避免與其他資料來源同步處理時複雜的 ETL。
您可以使用您熟悉的 SQL INSERT 陳述式，將資料插入輸入資料表。
請在 Spanner Studio 中開啟新分頁，然後複製及貼上以下插入陳述式，然後按一下 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，複製作業可能需要幾秒鐘的時間才能完成。
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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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，您以圖表結構定義和預先填入的圖表資料建立了 Spanner 資料庫。
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
在 Cloud 控制台中，前往 Spanner 執行個體，然後按一下 finance-graph-db 資料庫。在此總覽頁面中，按一下「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，您會先看到許多具有 CREATE TABLE 陳述式的關聯資料表，也會擷取於以下螢幕截圖中：
Account表格，內含銀行帳戶相關資料AccountAudits表格，可用於追蹤銀行帳戶的稽核資訊AccountRepayLoan表格，用於追蹤透過銀行帳戶清償借的貸款。AccountTransferAccount表格，用於追蹤銀行帳戶之間的匯款情形。Loan表格，內含客戶貸款相關資料Person資料表，內含模擬員工的銀行客戶相關資料PersonOwnAccount表格，用於追蹤擁有銀行帳戶的使用者關係
向下捲動結構定義 DDL，系統隨即會顯示 CREATE PROPERTY GRAPH FinGraph 陳述式，其中會根據上方 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 圖表可讓您使用 CREATE PROPERTY GRAPH 陳述式，從資料表建立圖表。用來建立圖表的資料表稱為輸入資料表。建立圖表時不會發生資料重複的問題，
Spanner 圖表支援屬性圖資料模型，其節點和邊緣附有標籤和屬性。在這張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 個輸入資料表來定義 3 種節點：
Person節點，依據「個人」資料表Account個節點，以帳戶表格為依據Loan節點，根據貸款資料表
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)
)
...
節點表格中的每一列都對應至圖表模型的節點。每個節點都有代表節點的標籤 (例如 Account 和 Person)。您將在下一頁使用標籤查詢節點類型。
根據預設，建立圖表時的輸入資料表所有資料欄，都會做為節點屬性。舉例來說，Account 資料表的 id、create_time、is_blocked 和 type 資料欄是 Account 節點的屬性。不過，您可以使用這裡的說明，使用 ALL COLUMNS EXCEPT 語法從圖形模型中排除資料欄。
邊緣特效
我們定義節點之間的 3 種邊緣類型：
AccountRepayLoan邊緣，依據AccountRepayLoan資料表，將Account節點連接至Loan節點。AccountTransferAccount邊緣，依據AccountTransferAccount資料表，將「Account」節點連接至另一個「Account」節點。PersonOwnAccount邊緣，依據PersonOwnAccount資料表，將Person節點連接至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，必須定義來源鍵和目的地鍵。這些鍵會建立邊緣、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)
每個邊緣都有一個代表邊緣類型的標籤 (例如 Repays 和 Owns)。與圖表節點類似，根據預設，輸入資料表的所有資料欄都會納入邊緣屬性。
進一步瞭解結構定義
如要進一步瞭解圖表結構定義一般概念，例如標籤、屬性、與輸入資料表的關係，請參閱本文。
摘要
在這個步驟中，您已擷取了輸入資料表、財務圖結構定義的圖表節點和邊緣類型。
下一步
接下來，您將查詢金融情境，找出圖表資料的可能性。
7. 使用 GQL 查詢圖表
什麼是 GQL 的圖表查詢週遊？
圖表資料是以邊緣連結的節點表示。圖表查詢會瀏覽這些連線，並根據指定條件從節點躍升至節點。在圖表查詢中，「躍點」是指沿著連接邊緣，從一個節點週遊到另一個節點。表示週遊程序中的一個步驟。
例如，在下方圖表週遊中，「使用者」(Bob)、「帳戶」(18) 和「貸款 (27)」之間有 2 個躍點。
在 Spanner Studio 中執行查詢
在這個步驟中，您將執行多項 GQL 查詢，瞭解圖表查詢語意如何啟用財務圖表資料分析。
您可以為每個查詢建立新的編輯器，例如「編輯器 1」執行這個目錄
查詢 1 - 基本節點和邊緣模式比對
您能夠執行以下查詢，從名為「Jacoby」Jacoby的個人節點中周遊，找出這位使用者擁有的帳戶，然後找出該帳戶所還款的貸款。此為 2 個躍點圖的查詢週遊：
- 第一個躍點：從
Owns邊緣到Account個節點的Person個節點 - 第 2 個躍點：通過
Repays邊緣的Account個節點至Loan個節點
我們比對節點和邊緣類型的方式，是根據標籤來比對節點類型，例如以下查詢中的 :Person、:Owns 和 :Account 部分。
搜尋結果會依照貸款還款日期，傳回帳戶 ID、還款資訊和貸款資訊
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」擁有的所有帳戶或已償還貸款(查詢結果可能會與圖表中的建議不同)。
在編輯器中執行查詢，畫面應會傳回如下結果。結果顯示「Jacoby」只有一個帳戶 (ID 569) 和一筆貸款 (ID 110)，但之間有多次還款。
查詢 2 - 量化路徑週遊和傳回圖表元素
下列查詢符合在 3 到 6 個躍點內從來源帳戶匯至 id=75 的所有帳戶匯款，以比對到目標帳戶為 id=199。{3,6} 語法可用來表示 src_accnt 和 dst_accnt 之間的量化 3 到 6 個躍點路徑週遊。
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;
從圖像可以看出，量化邊緣週遊程序如下：從 src_account 節點開始，並擷取3 到 6 個躍點之間所有可能的帳戶轉移路徑，以到達 dst_account。
以下方醒目顯示的路徑例如 6 個躍點的查詢。
執行這項查詢應會產生下列結果：
您可以使用 TO_JSON 函式以 JSON 格式傳回圖表元素，因為上方會傳回 transfers 邊緣。傳回的節點和邊緣 JSON 物件包括其 identifier、properties 和 labels。此外，傳回的邊緣 JSON 物件也會包含 source_node_identifier 和 destination_node_identifier。
在這項查詢中，結果會傳回移轉邊緣躍點的數量，以及以 TO_JSON(transfer) AS transfer_edges 格式比對每個相符路徑中的傳輸邊緣。
傳回的 transfer_edges 是 JSON 陣列物件。屬於 JSON 陣列類型，因為來源與目標帳戶之間的每個相符路徑可以有多個移轉邊緣。
陣列的每個元素都是邊緣，包含已連結節點的 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 會在指定躍點範圍內找出來自 src_accnt 和 dst_accnt 的所有三個路徑。每個路徑包含不同數量的躍點，也就是四個、五和六。
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串 MATCH ANY SHORTEST 修改路徑。以下查詢會在 3 到 6 個躍點內找出這兩個帳戶之間的最短路徑。
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 傳回所有可能的 3 個路徑，而查詢 3 (這個查詢) 只會傳回 1 個結果，也就是 4 個躍點的最短路徑。
執行查詢應會產生下列結果。
查詢 4 - 以線性組成鏈結的圖表查詢
您可以使用 NEXT 關鍵字將圖表查詢的區塊鏈結在一起，找出較複雜的關係。
您想瞭解在下列查詢中的客戶帳戶資金流向，以便根據法規遵循分析需求，找出可疑的大量流入或流出量。
如要這麼做，請先找出「Bisla」擁有的所有銀行帳戶出現在第 1 個具有 MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) 的查詢區塊中。
接著，在 NEXT 後的第二個區塊中，您計算從「2020-01-01」到每個帳戶的總金額。
之後，您會在第三個區塊查詢中，對傳出金額套用相同的邏輯。最後，計算最後一個區塊中每個帳戶的資產流入量與流出量的比率。
如果需要在 NEXT 關鍵字之後存取中繼查詢結果，您必須在前一個區塊的結尾處傳回結果。舉例來說，系統會在第一個區塊中傳回相符的 accnt，讓第二個區塊可以查詢流入這些帳戶的流入資料。
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;
下圖以視覺化方式呈現查詢週遊的內容。
執行查詢應會產生下列結果：
探索更多圖形查詢
您可以在使用手冊中，找到一些與本程式碼研究室的結構定義相容的圖表查詢範例。
如要探索圖表查詢語法，請參閱這裡的 GoogleSQL 圖表查詢語言參考資料。
摘要
在這個步驟中，您已執行許多 GQL 圖形查詢，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，您將執行能與 SQL 資料表互通的圖表查詢，將 Spanner 的圖形模型連結至關聯模型。
您可以在 Spanner Studio 中，為每項查詢建立新的編輯器來執行。
執行 SQL 互通查詢
在 Spanner 圖表中，SQL 和 GQL 完全互通。您可以使用 GRAPH_TABLE 運算子合併 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，將結果連線回 SQL 查詢部分。
舉例來說，您可以結合 GQL 和 SQL，找出收到可疑帳戶電匯轉帳的帳戶稽核資訊。
查看以下查詢時，GRAPH_TABLE 運算子中的 GQL 查詢會透過 Transfers 邊緣，從可疑帳戶週遊 1 或 2 個躍點，然後傳回所觸及帳戶的不重複 ID。接著查詢會與 AccountAudits 資料表彙整，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，結果如下所示。
如要進一步瞭解 GRAPH_TABLE 運算子，以便結合圖表和 SQL 查詢，請參閱使用手冊。
下一步
接下來，您可以清理程式碼研究室。
9. 清除所用資源 (選用)
如要清除所用資源，請前往 Cloud 控制台的 Spanner 部分，然後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！您已成功建立圖表結構定義，並透過 Spanner Graph 執行圖表查詢。
傳統 SQL 查詢不足以發掘資料中日益複雜的連結，而資料與複雜關係網路日漸加深。Spanner 圖表提供至關重要的圖表資料模型，具備強大的圖表查詢語法、幾乎無限的容量，而且可用性高達 99.999%。
您已熟悉 Spanner 圖表概念，歡迎立即嘗試結構定義和資料！
後續步驟
如要進一步瞭解 Spanner 圖表，請參閱使用手冊。