1. 소개
Spanner Graph는 목적에 맞게 구축된 그래프 데이터베이스 기능을 Google Cloud의 상시 사용 설정, 전역 일관성, 거의 무제한 확장 가능한 데이터베이스인 Spanner와 통합합니다.
Spanner 그래프는 ISO GQL (그래프 쿼리 언어) 표준과 호환되는 그래프 쿼리 인터페이스를 지원합니다. 관계형 모델과 그래프 모델 간의 상호 운용성을 통해 잘 확립된 SQL 기능과 GQL의 그래프 패턴 일치 표현 기능을 결합할 수 있습니다. 데이터 마이그레이션 없이 선언적 스키마를 사용하여 테이블을 그래프에 매핑할 수 있으므로 테이블 형식 데이터 세트에 그래프를 가져올 수 있습니다. 이를 통해 데이터 모델 선택을 지연 바인딩 (즉, 연기)하고 수행할 각 작업에 가장 적합한 쿼리 언어를 사용할 수 있습니다.
이 실습에서는 자동 입력된 데이터 세트를 사용하여 Spanner 그래프 데이터베이스를 설정하고, GQL을 사용하여 그래프를 쿼리하고, GQL과 SQL을 결합하여 그래프와 관계형 데이터에 모두 액세스하는 방법을 알아봅니다.
빌드할 항목
이 실습에서 학습할 내용은 다음과 같습니다.
- Spanner 인스턴스 만들기
- 재무 그래프 스키마와 자동 입력된 데이터 세트로 데이터베이스를 설정합니다.
- GQL 쿼리를 실행하고 GQL과 SQL을 결합합니다.
학습할 내용
- Spanner 인스턴스 설정 방법
gcloud spanner samples init finance-graph명령어를 사용하여 샘플 Spanner 그래프 데이터베이스를 설정하는 방법- 데이터베이스 개요 페이지에서 그래프 스키마를 보는 방법
- GQL을 사용하여 다중 홉 경로 쿼리를 작성하는 방법
- GQL을 사용하여 더 복잡한 쿼리를 작성하는 방법
- GQL과 SQL을 결합하는 방법
필요한 항목
2. 설정 및 요건
GCP 프로젝트 만들기
Google Cloud Console에 로그인하여 새 프로젝트를 만들거나 기존 프로젝트를 재사용합니다. 아직 Gmail이나 Google Workspace 계정이 없는 경우 계정을 만들어야 합니다.
- 프로젝트 이름은 이 프로젝트 참가자의 표시 이름입니다. 이는 Google API에서 사용하지 않는 문자열이며 언제든지 업데이트할 수 있습니다.
- 프로젝트 ID는 모든 Google Cloud 프로젝트에서 고유하며, 변경할 수 없습니다(설정된 후에는 변경할 수 없음). Cloud 콘솔은 고유한 문자열을 자동으로 생성합니다. 일반적으로는 신경 쓰지 않아도 됩니다. 대부분의 Codelab에서는 프로젝트 ID (일반적으로
PROJECT_ID로 식별됨)를 참조해야 합니다. 생성된 ID가 마음에 들지 않으면 다른 임의 ID를 생성할 수 있습니다. 또는 직접 시도해 보고 사용 가능한지 확인할 수도 있습니다. 이 단계 이후에는 변경할 수 없으며 프로젝트 기간 동안 유지됩니다. - 참고로 세 번째 값은 일부 API에서 사용하는 프로젝트 번호입니다. 이 세 가지 값에 대한 자세한 내용은 문서를 참고하세요.
결제 설정
그런 다음 결제 관리 사용자 가이드에 따라 Cloud 콘솔에서 결제를 사용 설정해야 합니다. Google Cloud 신규 사용자는 $300(USD) 무료 체험판 프로그램에 참여할 수 있습니다. 이 튜토리얼이 끝난 후에 요금이 청구되지 않도록 하려면 Codelab을 마칠 때 '9단계 정리'에 따라 Spanner 인스턴스를 종료하면 됩니다.
Cloud Shell 시작
Google Cloud를 노트북에서 원격으로 실행할 수 있지만, 이 Codelab에서는 Cloud에서 실행되는 명령줄 환경인 Google Cloud Shell을 사용합니다.
Google Cloud Console의 오른쪽 상단 툴바에 있는 Cloud Shell 아이콘을 클릭합니다.
환경을 프로비저닝하고 연결하는 데 몇 분 정도 소요됩니다. 완료되면 다음과 같이 표시됩니다.
가상 머신에는 필요한 개발 도구가 모두 들어있습니다. 영구적인 5GB 홈 디렉터리를 제공하고 Google Cloud에서 실행되므로 네트워크 성능과 인증이 크게 개선됩니다. 이 Codelab의 모든 작업은 브라우저 내에서 수행할 수 있습니다. 아무것도 설치할 필요가 없습니다.
3. Spanner 인스턴스 만들기
Spanner에서 인스턴스는 하나 이상의 Spanner 데이터베이스를 호스팅하는 컴퓨팅 및 스토리지 리소스의 클러스터입니다. 이 Codelab에서 Spanner 데이터베이스를 호스팅하려면 인스턴스가 1개 이상 필요합니다.
Spanner API 사용 설정
Cloud Shell 내에 프로젝트 ID가 설정되어 있는지 확인합니다. 아래 첫 번째 명령어를 사용하여 현재 구성된 프로젝트 ID를 찾습니다. 결과가 예상되지 않는 경우 아래의 두 번째 명령어가 올바른 결과를 설정합니다.
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
기본 리전을 us-central1(으)로 구성합니다. Spanner 리전 구성이 지원하는 다른 리전으로 자유롭게 변경하세요.
gcloud config set compute/region us-central1
Spanner API를 사용 설정합니다.
gcloud services enable spanner.googleapis.com
Spanner 인스턴스 만들기
이 섹션에서는 무료 체험판 인스턴스 또는 프로비저닝된 인스턴스를 만듭니다. 이 Codelab에서 사용되는 Spanner 그래프 인스턴스 ID는 graph-demo이며 export 명령줄을 통해 SPANNER_INSTANCE_ID 변수로 설정됩니다. 원하는 경우 고유한 인스턴스 ID 이름을 선택할 수 있습니다.
무료 체험판 Spanner 인스턴스 만들기
Spanner 90일 무료 체험판 인스턴스는 프로젝트에서 Cloud Billing을 사용 설정한 Google 계정이 있으면 누구나 사용할 수 있습니다. 무료 체험판 인스턴스를 유료 인스턴스로 업그레이드하지 않는 한 요금이 청구되지 않습니다. 요건을 충족하는 경우 Cloud Shell을 열어 무료 체험판 인스턴스를 만들고 다음 명령어를 실행합니다.
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"
명령어 결과 출력:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --instance-type=free-instance \ --description="Spanner Graph demo" Creating instance...done.
프로비저닝된 Spanner 인스턴스 만들기
무료 체험판 인스턴스를 사용하지 않는 경우 이 Codelab에서는 노드 1개로 프로비저닝된 Spanner 인스턴스를 설정할 수 있습니다. 이렇게 하려면 Cloud Shell을 열고 다음 명령어를 실행합니다.
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
명령어 결과:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --description="Spanner Graph demo" \ --nodes=1 Creating instance...done.
4. Spanner 데이터베이스 자동 만들기
gcloud SDK 버전 확인
데이터베이스를 만들기 전에 Google Cloud Shell의 gcloud SDK가 필요한 버전(gcloud SDK 484.0.0)으로 업데이트되었는지 확인합니다. 아래 명령어를 실행하여 gcloud SDK 버전을 확인할 수 있습니다.
$ gcloud version | grep Google Google Cloud SDK 483.0.0
버전이 필요한 484.0.0 (예: 위의 출력 483.0.0)보다 낮은 경우 아래 명령어를 복사하고 실행하여 업그레이드해야 합니다.
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
인스턴스 및 데이터베이스 만들기
인스턴스가 실행되면 데이터베이스를 만들 수 있습니다. Spanner는 단일 인스턴스에서 여러 데이터베이스를 허용합니다.
데이터베이스는 스키마를 정의하는 곳입니다. 또한 데이터베이스에 액세스할 수 있는 사용자를 제어하고, 커스텀 암호화를 설정하고, 최적화 도구를 구성하고, 보관 기간을 설정할 수 있습니다.
데이터베이스가 이전 단계의 ID가 SPANNER_INSTANCE_ID인 인스턴스에 생성됩니다.
SPANNER_INSTANCE_ID 변수를 아직 설정하지 않았다면 아래의 명령줄을 사용하여 설정합니다.
export SPANNER_INSTANCE_ID={your_instance_id}
아래의 Google Cloud Shell gcloud 명령줄 도구를 사용하여 재무 그래프 스키마와 자동 입력된 재무 데이터 세트가 포함된 Spanner 데이터베이스를 만드세요.
gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
명령어 결과:
$ 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 명령어는 다음 작업을 위한 래퍼입니다.
- 'finance-graph-db'라는 데이터베이스 만들기 사용할 수 있습니다
- 데이터베이스에 재무 그래프 스키마 생성 스키마에는 은행 계좌, 대출 등의 항목에 대한 노드 정의와 항목 간의 관계에 대한 에지 정의가 포함됩니다. 6단계에서 데이터베이스 스키마를 검사할 수 있습니다.
- 수천 개의 그래프 노드와 에지를 데이터베이스에 삽입합니다.
오류 처리 방법
데이터를 삽입할 수 없습니다.
도구가 Failed to insert data for the graph database 오류 메시지와 함께 완료되면 선택사항인 5단계) 페이지에 따라 수동으로 데이터베이스를 만든 다음 데이터를 삽입할 수 있습니다.
다음 단계
데이터베이스가 자동으로 생성된 경우 다음 선택 섹션을 건너뛰고 '그래프 스키마 탐색'으로 바로 이동할 수 있습니다. (6단계).
5. (선택사항) 수동으로 Spanner 데이터베이스 만들기
인스턴스가 실행되면 데이터베이스를 수동으로 만들 수 있습니다.
데이터베이스는 스키마를 정의하는 곳입니다. 또한 데이터베이스에 액세스할 수 있는 사용자를 제어하고, 커스텀 암호화를 설정하고, 최적화 도구를 구성하고, 보관 기간을 설정할 수 있습니다.
이전 단계에서 ID가 SPANNER_INSTANCE_ID인 인스턴스에 데이터베이스가 생성됩니다.
SPANNER_INSTANCE_ID 변수를 아직 설정하지 않았다면 아래의 명령줄을 사용하여 설정합니다.
export SPANNER_INSTANCE_ID={your_instance_id}
데이터베이스를 만들려면 gcloud 명령줄 도구를 사용하세요.
export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
--instance=$SPANNER_INSTANCE_ID
명령어 결과:
$ gcloud spanner databases create $SPANNER_DATABASE \ --instance=$SPANNER_INSTANCE_ID Creating database...done.
그래프를 사용하여 스키마 만들기
스키마를 설정하려면 Spanner Studio로 이동하여 편집기를 사용합니다.
스키마의 경우 아래의 DDL을 복사하여 Spanner Studio 편집기에 붙여넣으세요.
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
);
그런 다음 RUN 버튼을 클릭하고 스키마가 생성될 때까지 몇 초 동안 기다립니다.
각 CREATE 문의, 특히 CREATE PROPERTY GRAPH 문의 의미가 궁금할 수 있습니다. 다음 6단계에서 스키마를 검사합니다.
데이터 로드
이제 데이터베이스에 재무 그래프 데이터를 삽입하려고 합니다.
Spanner 그래프는 입력 테이블에서 그래프를 생성하므로 그래프의 데이터가 데이터 중복 없이 입력 테이블의 데이터를 기반으로 합니다. 마찬가지로 입력 테이블의 데이터 변경사항은 그래프 모델에 자동으로 반영됩니다. 따라서 다른 데이터 소스와 동기화하기 위한 복잡한 ETL을 피할 수 있습니다.
익숙한 SQL INSERT 문을 사용하여 입력 테이블에 데이터를 삽입할 수 있습니다.
Spanner Studio에서 새 탭을 열고 다음 삽입 구문을 복사하여 붙여넣고 RUN 버튼을 클릭합니다. INSERT 문은 수천 개의 노드와 에지를 데이터베이스에 채웁니다. 텍스트 볼륨을 고려하면 복사하는 데 몇 초 정도 걸릴 수 있습니다.
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 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10:34:54", "Two-factor authentication enabled."), (186,"2021-06-18 10:18:16", "Account password reset successfully."), (453,"2021-09-09 09:10:46", "Support ticket closed."), (404,"2020-02-17 04:34:58", "Login attempt from unrecognized device."), (206,"2021-08-22 09:01:55", "Security question updated."), (153,"2020-05-04 08:51:37", "Account recovery email updated."), (391,"2021-05-15 00:15:56", "Account unlocked by system administrator."), (608,"2021-10-22 03:23:17", "Failed login attempt using incorrect password from IP address [ip address removed]."), (427,"2021-02-21 21:59:25", "API key revoked."), (455,"2020-11-30 08:52:46", "Payment method added."), (650,"2021-12-18 14:29:06", "Account successfully created."), (129,"2020-02-13 00:37:57", "Account password reset requested."), (453,"2021-03-15 18:39:15", "Notification preferences changed."), (489,"2020-09-09 23:52:09", "Account deleted by user."), (464,"2021-01-05 15:35:25", "Profile picture updated."), (554,"2021-07-12 00:42:50", "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.");
요약
이 단계에서는 그래프 스키마와 자동 입력된 그래프 데이터로 Spanner 데이터베이스를 만들었습니다.
다음 단계
다음으로 그래프 스키마를 살펴봅니다.
6. 그래프 스키마 살펴보기
그래프 스키마 보기
Cloud 콘솔에서 Spanner 인스턴스로 이동하여 finance-graph-db 데이터베이스를 클릭합니다. 이 개요 페이지에서 '동등한 DDL 표시'를 클릭합니다. 버튼 (페이지 하단의)을 클릭하여 데이터베이스 스키마를 표시합니다.
스키마를 검사하면 먼저 CREATE TABLE 문이 있는 여러 관계형 테이블이 표시됩니다. 이 테이블도 아래 스크린샷에 찍혀 있습니다.
- 은행 계좌에 대한 데이터가 포함된
Account표 - 은행 계좌 감사를 추적하는
AccountAudits표 AccountRepayLoan테이블: 은행 계좌를 통한 대출 상환을 추적합니다.AccountTransferAccount테이블: 은행 계좌 간의 송금을 추적합니다.- 고객 대출에 대한 데이터가 포함된
Loan테이블 - 사람으로 모델링된 은행 고객에 대한 데이터가 포함된
Person테이블 - 은행 계좌를 소유한 사람의 관계를 추적하는
PersonOwnAccount테이블
스키마 DDL을 아래로 스크롤하면 위의 SQL 테이블을 기반으로 그래프 스키마를 정의하는 CREATE PROPERTY GRAPH FinGraph 문을 볼 수 있습니다. 다음 섹션에서는 그래프 스키마를 설명합니다.
그래프 스키마 이해
Spanner 그래프를 사용하면 CREATE PROPERTY GRAPH 문을 사용하여 테이블에서 그래프를 만들 수 있습니다. 그래프를 만드는 데 사용되는 테이블을 입력 테이블이라고 합니다. 그래프를 만들 때 데이터가 중복되지 않습니다.
Spanner 그래프는 라벨 및 속성이 주석 처리된 노드와 에지가 있는 속성 그래프 데이터 모델을 지원합니다. 이 재무 그래프 스키마에서는 앞서 정의한 관계형 입력 테이블을 기반으로 3가지 유형의 노드와 3가지 유형의 에지를 만들었습니다.
노드
3가지 입력 테이블을 기반으로 3가지 유형의 노드를 정의합니다.
Person노드, Person 테이블 기준- 노드
Account개, 계정 테이블 기준 - 노드
Loan개, 대출 테이블 기준
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)
)
...
노드 테이블의 각 행은 그래프 모델의 노드에 매핑됩니다. 각 노드에는 노드를 나타내는 Account 및 Person와 같은 라벨이 있습니다. 다음 페이지에서는 라벨을 사용하여 노드 유형을 쿼리합니다.
기본적으로 그래프 생성 시 입력 테이블의 모든 열은 노드 속성으로 포함됩니다. 예를 들어 Account 테이블의 id, create_time, is_blocked, type 열은 Account 노드의 속성입니다. 그러나 여기에 설명된 ALL COLUMNS EXCEPT 구문을 사용하면 그래프 모델에서 열을 제외할 수 있습니다.
가장자리
노드 사이에 3가지 유형의 에지를 정의합니다.
AccountRepayLoan에지,AccountRepayLoan테이블 기준,Account노드를Loan노드에 연결합니다.AccountTransferAccount테이블 기준,Account노드를 다른Account노드에 연결하는AccountTransferAccount에지PersonOwnAccount에지,PersonOwnAccount테이블 기준,Person노드를Account노드에 연결합니다.
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)
);
테이블을 에지에 매핑하려면 소스 및 대상 키를 정의해야 합니다. 이러한 키는 에지와 소스 노드 및 대상 노드 간의 관계를 설정합니다.
예를 들어 각 PersonOwnAccount 에지는 Person (소스)를 Account (대상) 노드에 연결합니다.
- 에지의
SOURCE노드는id가 에지id와 동일한Person노드입니다. - 에지의
DESTINATION노드는id이 에지account_id와 동일한Account노드입니다.
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)
각 가장자리에는 가장자리 유형을 나타내는 Repays 및 Owns과 같은 라벨이 있습니다. 그래프 노드와 마찬가지로 입력 테이블의 모든 열은 기본적으로 에지 속성으로 포함됩니다.
스키마 자세히 알아보기
라벨, 속성, 입력 테이블과의 관계와 같은 그래프 스키마 일반 개념에 대한 자세한 내용은 여기를 참조하세요.
요약
이 단계에서는 입력 테이블과 재무 그래프 스키마의 그래프 노드 및 에지 유형을 파악했습니다.
다음 단계
그런 다음 재무 시나리오에 대한 쿼리를 실행하여 그래프 데이터의 잠재력을 파악합니다.
7. GQL을 사용하여 그래프 쿼리
GQL에서 그래프 쿼리 순회란 무엇인가요?
그래프 데이터는 에지로 연결된 노드로 표현됩니다. 그래프 쿼리는 이러한 연결을 탐색하면서 지정된 기준에 따라 여러 노드에서 노드로 이동합니다. 그래프 쿼리에서 '홉'은 은 연결 가장자리를 따라 한 노드에서 다른 노드로 순회하는 것을 의미합니다. 순회 프로세스의 단일 단계를 나타냅니다.
예를 들어 아래 그래프 순회에서 Person (Bob), 계정 (18), 대출 (27) 사이에는 2개의 홉이 있습니다.
Spanner Studio에서 쿼리 실행
이 단계에서는 여러 GQL 쿼리를 실행하여 그래프 쿼리 시맨틱스가 재무 그래프 데이터 분석을 어떻게 지원하는지 알아봅니다.
각 쿼리에 대해 '편집기 1'과 같은 새 편집기를 만들 수 있습니다. 실행할 수 있습니다
쿼리 1 - 기본 노드 및 에지 패턴 일치
아래의 쿼리를 실행하여 'Jacoby'라는 개인 노드에서 순회하고 이 사람이 소유한 계정을 찾은 다음 계정에서 상환한 대출을 찾을 수 있습니다. 다음은 2홉 그래프 쿼리 순회입니다.
- 첫 번째 홉:
Owns에지를 통해Person노드에서Account노드로 이동 - 두 번째 홉:
Repays에지를 경유하여Account노드에서Loan노드로
노드와 에지 유형을 일치시키는 방식은 아래 쿼리의 :Person, :Owns, :Account 부분과 같은 라벨을 기반으로 합니다.
결과는 대출 상환 날짜순으로 계정 ID, 상환 정보, 대출 정보를 반환합니다.
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;
아래 다이어그램은 쿼리가 'Jacoby'가 소유한 모든 계정을 가져오는 방법을 시각화하는 데 도움이 됩니다. 대출 상환을 한 고객 쿼리 결과는 다이어그램에 표시된 것과 다를 수 있습니다.
편집기에서 쿼리를 실행하면 다음과 같은 결과가 반환됩니다. 검색 결과에 'Jacoby'가 계정 (ID 569)과 대출 (ID 110)이 1개만 있지만 두 계정 간에 여러 건의 상환이 있습니다.
쿼리 2 - 정량화된 경로 순회 및 반환 그래프 요소
다음 쿼리는 id=75 홉이 3~6개 이내인 원본 계정에서 시작하는 모든 계좌 이체를 id=199으로 대상 계정에 연결합니다. {3,6} 문법은 src_accnt와 dst_accnt 사이의 수량화된 3~6개 홉 경로 순회를 나타내는 데 사용됩니다.
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;
시각적으로 정량화된 에지 순회를 다음과 같이 생각해 볼 수 있습니다. src_account 노드에서 시작하여 3~6홉 사이의 가능한 모든 계정 전송 경로를 가져와 dst_account에 도달합니다.
예를 들어, 아래 하단에 강조 표시된 경로는 6홉 쿼리입니다.
이 쿼리를 실행하면 다음과 같은 결과가 표시됩니다.
transfers 에지가 위에 반환되므로 그래프 요소는 TO_JSON 함수를 사용하여 JSON 형식으로 반환될 수 있습니다. 노드 및 에지에 대해 반환된 JSON 객체에는 identifier, properties, labels가 포함됩니다. 또한 에지에 대해 반환된 JSON 객체에는 source_node_identifier 및 destination_node_identifier도 포함됩니다.
이 쿼리에서 결과는 전송 에지 홉의 수와 일치하는 각 경로의 전송 에지를 TO_JSON(transfer) AS transfer_edges와 함께 JSON 형식으로 반환합니다.
반환된 transfer_edges는 JSON 배열 객체입니다. 소스와 대상 계정 간에 일치하는 각 경로에 여러 전송 에지가 있을 수 있으므로 JSON 배열 유형입니다.
배열의 각 요소는 연결된 노드의 labels, source_node_identifier, destination_node_identifier와 에지 properties 데이터(예: amount, create_time)를 포함하는 에지입니다.
# 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": "..."
}
]
쿼리 3 - 최단 경로 검색
쿼리 2는 지정된 홉 범위 내에서 src_accnt 및 dst_accnt의 경로 3개를 모두 찾습니다. 각 경로는 고유한 홉 수(4, 5, 6)로 구성됩니다.
이 두 노드 간의 최단 경로를 찾으려면 경로 검색 프리픽스 MATCH ANY SHORTEST를 사용하여 수정하면 됩니다. 아래 쿼리는 3~6개의 홉 내에서 두 계정 간의 최단 경로를 찾습니다.
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;
두 쿼리의 결과를 비교하면 쿼리 2는 가능한 3개의 경로를 모두 반환하는 반면 쿼리 3 (이 쿼리)은 4개 홉의 최단 경로인 1개의 결과만 반환한다는 것을 알 수 있습니다.
쿼리를 실행하면 다음과 같은 결과가 표시됩니다.
쿼리 4 - 선형 구성으로 연결된 그래프 쿼리
NEXT 키워드를 사용하여 그래프 쿼리 블록을 함께 사용하여 더 복잡한 관계를 식별할 수 있습니다.
아래 쿼리에서는 규정 준수 분석 요구사항의 일부로 의심스러운 대규모 유입 또는 유출을 찾기 위해 고객 계정의 자금 흐름을 파악하려고 합니다.
이렇게 하려면 먼저 'Bisla' 소유의 모든 은행 계좌를 찾아야 합니다. 첫 번째 쿼리 블록에 MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)를 포함시킴
그런 다음 NEXT 다음에 오는 두 번째 블록에서 '2020-01-01' 이후 각 계좌에 대한 총 송금 금액을 계산합니다.
그런 다음 세 번째 블록 쿼리의 발신 금액에 동일한 로직을 적용합니다. 마지막으로, 마지막 블록에서 각 계정에 대한 유입 금액과 유출 금액의 비율을 계산합니다.
NEXT 키워드 다음에 액세스해야 하는 중간 쿼리 결과의 경우 이전 블록의 끝에서 결과를 반환해야 합니다. 예를 들어 일치하는 accnt는 첫 번째 블록에서 반환되므로 두 번째 블록이 이러한 계정으로의 유입 전송을 쿼리할 수 있습니다.
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;
아래 다이어그램은 쿼리가 순회하는 항목을 보여줍니다.
쿼리를 실행하면 다음과 같은 결과가 표시됩니다.
그래프 쿼리 더보기
사용자 가이드에서 이 Codelab의 스키마와 호환되는 다양한 그래프 쿼리 예를 확인할 수 있습니다.
그래프 쿼리 구문을 살펴보려면 여기에서 GoogleSQL 그래프 쿼리 언어 참조를 확인하세요.
요약
이 단계에서는 수많은 GQL 그래프 쿼리를 실행하고 그 의미를 이해했습니다.
다음 단계
다음으로 GQL과 SQL을 결합한 쿼리를 실행합니다.
8. 그래프와 테이블 함께 쿼리
Spanner Studio에서 쿼리 실행
이 단계에서는 SQL 테이블과 상호 운용되는 그래프 쿼리를 실행하여 Spanner의 그래프 모델을 관계형 모델과 연결합니다.
각 쿼리에 대해 Spanner Studio에서 실행할 새 편집기를 만들 수 있습니다.
SQL 상호 운용 가능한 쿼리 실행
Spanner 그래프에서 SQL과 GQL은 완전히 상호 운용 가능합니다. GRAPH_TABLE 연산자를 사용하여 GQL과 SQL을 결합합니다. 연산자 내에서 이전 섹션과 같이 GQL을 작성할 수 있습니다. 그런 다음 RETURN 문을 통해 결과를 SQL 쿼리 부분에 다시 연결할 수 있습니다.
예를 들어 GQL과 SQL을 결합하면 의심스러운 계정에서 은행 송금을 받은 계정에 대한 감사 정보를 찾을 수 있습니다.
다음 쿼리를 보면 GRAPH_TABLE 연산자의 GQL 쿼리가 Transfers 에지를 통해 의심스러운 계정에서 1~2개의 홉을 순회한 후 도달한 계정의 고유 ID를 반환합니다. 그런 다음 쿼리는 AccountAudits 테이블과 조인하여 해당 계정의 감사 정보를 찾습니다.
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
쿼리를 실행하면 다음과 같은 결과가 생성됩니다.
그래프와 SQL 쿼리를 결합하는 GRAPH_TABLE 연산자에 대한 자세한 내용은 사용자 가이드를 참고하세요.
다음 단계
다음으로 Codelab을 정리할 수 있습니다.
9. 삭제 (선택사항)
삭제하려면 Cloud 콘솔의 Spanner 섹션으로 이동하여 Codelab에서 만든 graph-demo 인스턴스를 삭제하면 됩니다.
10. 축하합니다.
수고하셨습니다. 그래프 스키마를 만들고 Spanner 그래프를 사용하여 그래프 쿼리를 실행했습니다.
기존의 SQL 쿼리만으로는 관계의 복잡한 네트워크로 갈수록 복잡해지는 데이터의 연결을 찾기에 충분하지 않습니다. Spanner Graph는 강력한 그래프 쿼리 구문, 사실상 무제한의 용량, 99.999% 가용성을 갖춘 미션 크리티컬 그래프 데이터 모델을 제공합니다.
Spanner 그래프 개념에 더 익숙해졌으니 지금 스키마와 데이터를 사용해 보세요.
다음 단계
사용자 가이드에서 Spanner 그래프에 대해 자세히 알아보세요.