1. บทนำ
Spanner Graph รวมความสามารถของฐานข้อมูลกราฟที่สร้างขึ้นเพื่อวัตถุประสงค์เฉพาะเข้ากับ Spanner ซึ่งเป็นฐานข้อมูลที่ปรับขนาดได้แบบไม่จำกัดและใช้งานได้ทั่วโลกของ Google Cloud
Spanner Graph รองรับอินเทอร์เฟซการค้นหากราฟที่เข้ากันได้กับมาตรฐาน ISO GQL (ภาษาการค้นหากราฟ) ความสามารถในการทำงานร่วมกันระหว่างโมเดลเชิงสัมพันธ์และโมเดลกราฟช่วยให้คุณรวมความสามารถของ SQL ที่ได้รับการยอมรับมาอย่างยาวนานเข้ากับความสามารถในการจับคู่รูปแบบกราฟจาก GQL ได้ คุณสามารถแมปตารางกับกราฟได้โดยใช้สคีมาแบบประกาศโดยไม่ต้องย้ายข้อมูล ซึ่งจะนํากราฟมาไว้ในชุดข้อมูลตาราง ซึ่งจะช่วยให้คุณทำการเชื่อมโยงแบบล่าช้า (กล่าวคือ เลื่อน) ตัวเลือกรูปแบบข้อมูลและใช้ภาษาการค้นหาที่ดีที่สุดสำหรับแต่ละงานได้
ในบทแนะนำนี้ คุณจะได้ดูการตั้งค่าฐานข้อมูลกราฟ Spanner โดยใช้ชุดข้อมูลที่ป้อนข้อมูลไว้ล่วงหน้า การค้นหากราฟโดยใช้ GQL และการเข้าถึงทั้งกราฟและข้อมูลเชิงสัมพันธ์ร่วมกันโดยการรวม GQL เข้ากับ SQL
สิ่งที่คุณจะสร้าง
คุณจะทําสิ่งต่อไปนี้ได้
- สร้างอินสแตนซ์ Spanner
- ตั้งค่าฐานข้อมูลด้วยสคีมากราฟทางการเงินและชุดข้อมูลที่ป้อนข้อมูลไว้ล่วงหน้า
- ออกคําค้นหา GQL และรวม GQL กับ SQL เข้าด้วยกัน
สิ่งที่คุณจะได้เรียนรู้
- วิธีตั้งค่าอินสแตนซ์ Spanner
- วิธีใช้คำสั่ง
gcloud spanner samples init finance-graphเพื่อตั้งค่าฐานข้อมูลกราฟ Spanner ตัวอย่าง - วิธีดูสคีมากราฟในหน้าภาพรวมของฐานข้อมูล
- วิธีเขียนการค้นหาเส้นทางแบบหลาย Hop โดยใช้ GQL
- วิธีเขียนการค้นหาที่ซับซ้อนมากขึ้นโดยใช้ GQL
- วิธีรวม GQL เข้ากับ SQL
สิ่งที่คุณต้องมี
2. การตั้งค่าและข้อกำหนด
สร้างโปรเจ็กต์ GCP
ลงชื่อเข้าใช้ Google Cloud Console และสร้างโปรเจ็กต์ใหม่หรือใช้โปรเจ็กต์ที่มีอยู่ซ้ำ หากยังไม่มีบัญชี Gmail หรือ Google Workspace คุณต้องสร้างบัญชี
- ชื่อโปรเจ็กต์คือชื่อที่แสดงสำหรับผู้เข้าร่วมโปรเจ็กต์นี้ ซึ่งเป็นสตริงอักขระที่ Google APIs ไม่ได้ใช้ คุณจะอัปเดตได้ทุกเมื่อ
- รหัสโปรเจ็กต์จะซ้ำกันไม่ได้ในโปรเจ็กต์ Google Cloud ทั้งหมดและจะเปลี่ยนแปลงไม่ได้ (เปลี่ยนแปลงไม่ได้หลังจากตั้งค่าแล้ว) คอนโซล Cloud จะสร้างสตริงที่ไม่ซ้ำกันโดยอัตโนมัติ ซึ่งปกติแล้วคุณไม่จำเป็นต้องสนใจว่าสตริงนั้นจะเป็นอะไร ในโค้ดแล็บส่วนใหญ่ คุณจะต้องอ้างอิงรหัสโปรเจ็กต์ (ปกติจะระบุเป็น
PROJECT_ID) หากไม่ชอบรหัสที่สร้างขึ้น คุณอาจสร้างรหัสอื่นแบบสุ่มได้ หรือจะลองใช้อุปกรณ์ของคุณเองเพื่อดูว่าอุปกรณ์พร้อมใช้งานหรือไม่ก็ได้ คุณจะเปลี่ยนแปลงหลังจากขั้นตอนนี้ไม่ได้ และชื่อนี้จะคงอยู่ตลอดระยะเวลาของโปรเจ็กต์ - โปรดทราบว่ามีค่าที่ 3 ซึ่งเป็นหมายเลขโปรเจ็กต์ที่ API บางรายการใช้ ดูข้อมูลเพิ่มเติมเกี่ยวกับค่าทั้ง 3 รายการนี้ได้ในเอกสารประกอบ
การตั้งค่าการเรียกเก็บเงิน
จากนั้น คุณจะต้องทําตามคู่มือผู้ใช้การจัดการการเรียกเก็บเงิน และเปิดใช้การเรียกเก็บเงินใน Cloud Console ผู้ใช้ Google Cloud รายใหม่มีสิทธิ์เข้าร่วมโปรแกรมช่วงทดลองใช้ฟรีมูลค่า$300 USD หากไม่ต้องการให้มีการเรียกเก็บเงินหลังจากบทแนะนำนี้ ให้ปิดอินสแตนซ์ Spanner เมื่อสิ้นสุดการใช้งานโค้ดแล็บโดยทำตาม "ขั้นตอนที่ 9 การเก็บกวาด"
เริ่มต้น Cloud Shell
แม้ว่า Google Cloud จะทำงานจากระยะไกลจากแล็ปท็อปได้ แต่ในโค้ดแล็บนี้ คุณจะใช้ Google Cloud Shell ซึ่งเป็นสภาพแวดล้อมบรรทัดคำสั่งที่ทำงานในระบบคลาวด์
จากคอนโซล Google Cloud ให้คลิกไอคอน Cloud Shell ในแถบเครื่องมือด้านขวาบน
การจัดสรรและเชื่อมต่อกับสภาพแวดล้อมจะใช้เวลาเพียงไม่กี่นาที เมื่อดำเนินการเสร็จแล้ว คุณควรเห็นข้อมูลดังต่อไปนี้
เครื่องเสมือนนี้โหลดเครื่องมือการพัฒนาทั้งหมดที่คุณต้องการ ซึ่งจะมีไดเรกทอรีหลักขนาด 5 GB ถาวรและทำงานบน Google Cloud ซึ่งจะช่วยเพิ่มประสิทธิภาพเครือข่ายและการรับรองได้อย่างมีประสิทธิภาพ คุณทํางานทั้งหมดในโค้ดแล็บนี้ได้ภายในเบราว์เซอร์ คุณไม่จำเป็นต้องติดตั้งอะไรเลย
3. สร้างอินสแตนซ์ Spanner
ใน Spanner อินสแตนซ์คือคลัสเตอร์ของทรัพยากรการประมวลผลและพื้นที่เก็บข้อมูลที่โฮสต์ฐานข้อมูล Spanner อย่างน้อย 1 รายการ คุณจะต้องมีอินสแตนซ์อย่างน้อย 1 รายการเพื่อโฮสต์ฐานข้อมูล Spanner สําหรับโค้ดแล็บนี้
ตรวจสอบเวอร์ชัน gcloud SDK
ก่อนสร้างอินสแตนซ์ ให้ตรวจสอบว่า gcloud SDK ใน Google Cloud Shell ได้รับการอัปเดตเป็นเวอร์ชันที่จําเป็นแล้ว ซึ่งก็คือ gcloud SDK 493.0.0 คุณดูเวอร์ชัน gcloud SDK ได้โดยทำตามคําสั่งด้านล่าง
$ gcloud version | grep Google
ตัวอย่างเอาต์พุต
Google Cloud SDK 489.0.0
หากเวอร์ชันที่คุณใช้อยู่ต่ำกว่าเวอร์ชัน 493.0.0 ที่กำหนด (489.0.0 ในตัวอย่างก่อนหน้า) คุณจะต้องอัปเกรด Google Cloud SDK โดยเรียกใช้คําสั่งต่อไปนี้
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
เปิดใช้ Spanner API
ใน Cloud Shell ให้ตรวจสอบว่าได้ตั้งค่ารหัสโปรเจ็กต์แล้ว ใช้คำสั่งแรกด้านล่างเพื่อค้นหารหัสโปรเจ็กต์ที่กําหนดค่าไว้ในปัจจุบัน หากผลลัพธ์ไม่เป็นไปตามที่คาดไว้ คำสั่งที่ 2 ด้านล่างจะตั้งค่าที่ถูกต้อง
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
กำหนดค่าภูมิภาคเริ่มต้นเป็น us-central1 คุณเปลี่ยนเป็นภูมิภาคอื่นที่ การกำหนดค่าระดับภูมิภาคของ Spanner รองรับได้
gcloud config set compute/region us-central1
เปิดใช้ Spanner API
gcloud services enable spanner.googleapis.com
สร้างอินสแตนซ์ Spanner
ในส่วนนี้ คุณจะต้องสร้างอินสแตนซ์ช่วงทดลองใช้ฟรีหรืออินสแตนซ์ที่จัดสรรไว้ ตลอดทั้งโค้ดแล็บนี้ รหัสอินสแตนซ์กราฟ Spanner ที่ใช้คือ graph-demo ซึ่งตั้งค่าเป็นตัวแปร SPANNER_INSTANCE_ID โดยใช้บรรทัดคำสั่ง export คุณเลือกชื่อรหัสอินสแตนซ์ของคุณเองได้
สร้างอินสแตนซ์ Spanner ช่วงทดลองใช้ฟรี
อินสแตนซ์ช่วงทดลองใช้ฟรี 90 วันของ Spanner พร้อมให้บริการแก่ทุกคนที่มีบัญชี Google ซึ่งเปิดใช้การเรียกเก็บเงินในระบบคลาวด์ในโปรเจ็กต์ ระบบจะไม่เรียกเก็บเงินจากคุณ เว้นแต่คุณจะเลือกอัปเกรดอินสแตนซ์ช่วงทดลองใช้ฟรีเป็นอินสแตนซ์แบบชำระเงิน ระบบรองรับ Spanner Graph ในอินสแตนซ์ช่วงทดลองใช้ฟรี หากมีสิทธิ์ ให้สร้างอินสแตนซ์ช่วงทดลองใช้ฟรีโดยเปิด Cloud Shell แล้วเรียกใช้คําสั่งนี้
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"
เอาต์พุตของคำสั่ง
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --instance-type=free-instance \ --description="Spanner Graph demo" Creating instance...done.
สร้างอินสแตนซ์ Spanner ที่เตรียมไว้
หากไม่มีสิทธิ์ใช้อินสแตนซ์ช่วงทดลองใช้ฟรี คุณสามารถตั้งค่าอินสแตนซ์ Spanner ที่เตรียมไว้ 1 โหนดสําหรับโค้ดแล็บนี้ได้ Spanner Graph มีให้บริการในรุ่น Enterprise หรือ Enterprise Plus หากต้องการสร้างอินสแตนซ์ในรุ่น Enterprise หรือ Enterprise Plus ให้เปิด Cloud Shell แล้วเรียกใช้คําสั่งนี้
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
เอาต์พุตจากคำสั่ง:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --description="Spanner Graph demo" \ --nodes=1 Creating instance...done.
4. สร้างฐานข้อมูล Spanner โดยอัตโนมัติ
ตรวจสอบเวอร์ชัน gcloud SDK
ก่อนสร้างฐานข้อมูล ให้ตรวจสอบว่า gcloud SDK ใน Google Cloud Shell ได้รับการอัปเดตเป็นเวอร์ชันที่จําเป็นแล้ว ซึ่งก็คือ gcloud SDK 484.0.0 คุณดูเวอร์ชัน gcloud SDK ได้โดยเรียกใช้คําสั่งด้านล่าง
$ gcloud version | grep Google Google Cloud SDK 483.0.0
หากเวอร์ชันต่ำกว่า 484.0.0 ที่กำหนด (เช่น เอาต์พุตด้านบน 483.0.0) คุณต้องอัปเกรดโดยคัดลอกและเรียกใช้คําสั่งด้านล่าง
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
การสร้างอินสแตนซ์และฐานข้อมูล
เมื่ออินสแตนซ์ทํางานอยู่ คุณจะสร้างฐานข้อมูลได้ Spanner รองรับฐานข้อมูลหลายรายการในอินสแตนซ์เดียว
ฐานข้อมูลคือที่ที่คุณกําหนดสคีมา นอกจากนี้ คุณยังควบคุมผู้ที่มีสิทธิ์เข้าถึงฐานข้อมูล ตั้งค่าการเข้ารหัสที่กำหนดเอง กำหนดค่าเครื่องมือเพิ่มประสิทธิภาพ และกำหนดระยะเวลาการเก็บรักษาได้ด้วย
ระบบจะสร้างฐานข้อมูลในอินสแตนซ์ที่มีรหัส SPANNER_INSTANCE_ID ของขั้นตอนก่อนหน้า
หากยังไม่ได้ตั้งค่าตัวแปร SPANNER_INSTANCE_ID ให้ใช้บรรทัดคำสั่งด้านล่างเพื่อตั้งค่า
export SPANNER_INSTANCE_ID={your_instance_id}
ใช้gcloudเครื่องมือบรรทัดคำสั่งของ Google Cloud Shell ด้านล่างเพื่อสร้างฐานข้อมูล Spanner ที่มีสคีมากราฟทางการเงินและชุดข้อมูลทางการเงินที่ป้อนข้อมูลไว้ล่วงหน้า
gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
เอาต์พุตจากคำสั่ง:
$ 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
คำสั่ง gcloud spanner samples init finance-graph เป็นเครื่องมือสำหรับดำเนินการต่อไปนี้
- การสร้างฐานข้อมูลชื่อ "finance-graph-db" ในอินสแตนซ์
- การสร้างสคีมากราฟการเงินในฐานข้อมูล สคีมามีคําจํากัดความของโหนดสําหรับเอนทิตี เช่น บัญชีธนาคาร สินเชื่อ ฯลฯ และคำจำกัดความของขอบสําหรับความสัมพันธ์ระหว่างเอนทิตี คุณจะตรวจสอบสคีมาฐานข้อมูลได้ในขั้นตอนที่ 6)
- การป้อนข้อมูลโหนดและขอบกราฟหลายพันรายการลงในฐานข้อมูล
วิธีจัดการข้อผิดพลาด
แทรกข้อมูลไม่สำเร็จ
หากเครื่องมือทำงานเสร็จสิ้นพร้อมข้อความแสดงข้อผิดพลาด Failed to insert data for the graph database ให้ทำตามหน้าขั้นตอนที่ 5) (ไม่บังคับ) เพื่อสร้างฐานข้อมูลด้วยตนเอง แล้วจึงแทรกข้อมูล
ถัดไป
คุณข้ามส่วนถัดไป (ไม่บังคับ) ได้หากการสร้างฐานข้อมูลอัตโนมัติสําเร็จ แล้วไปที่ "สํารวจสคีมากราฟ" (ขั้นตอนที่ 6) โดยตรง
5. (ไม่บังคับ) สร้างฐานข้อมูล Spanner ด้วยตนเอง
เมื่ออินสแตนซ์ทํางานแล้ว คุณสามารถสร้างฐานข้อมูลด้วยตนเองได้
ฐานข้อมูลคือที่ที่คุณกําหนดสคีมา นอกจากนี้ คุณยังควบคุมผู้ที่มีสิทธิ์เข้าถึงฐานข้อมูล ตั้งค่าการเข้ารหัสที่กำหนดเอง กำหนดค่าเครื่องมือเพิ่มประสิทธิภาพ และกำหนดระยะเวลาการเก็บรักษาได้ด้วย
ระบบจะสร้างฐานข้อมูลในอินสแตนซ์ที่มีรหัส SPANNER_INSTANCE_ID ในขั้นตอนก่อนหน้า
หากยังไม่ได้ตั้งค่าตัวแปร SPANNER_INSTANCE_ID ให้ใช้บรรทัดคำสั่งด้านล่างเพื่อตั้งค่า
export SPANNER_INSTANCE_ID={your_instance_id}
หากต้องการสร้างฐานข้อมูล ให้ใช้เครื่องมือบรรทัดคำสั่ง gcloud โดยทำดังนี้
export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
--instance=$SPANNER_INSTANCE_ID
เอาต์พุตจากคำสั่ง:
$ gcloud spanner databases create $SPANNER_DATABASE \ --instance=$SPANNER_INSTANCE_ID Creating database...done.
สร้างสคีมาด้วยกราฟ
หากต้องการตั้งค่าสคีมา ให้ไปที่ Spanner Studio และใช้เครื่องมือแก้ไข ดังนี้
สําหรับสคีมา ให้คัดลอกและวาง DDL ด้านล่างลงในเครื่องมือแก้ไข Spanner Studio
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
);
จากนั้นคลิกปุ่ม RUN และรอ 2-3 วินาทีเพื่อให้ระบบสร้างสคีมา
คุณอาจสงสัยเกี่ยวกับความหมายของข้อความ CREATE แต่ละรายการ โดยเฉพาะข้อความ CREATE PROPERTY GRAPH เราจะตรวจสอบสคีมาในขั้นตอนถัดไป (ขั้นตอนที่ 6)
โหลดข้อมูล
ตอนนี้คุณจะต้องแทรกข้อมูลกราฟทางการเงินบางส่วนลงในฐานข้อมูล
Spanner Graph จะสร้างกราฟจากตารางอินพุต ดังนั้นข้อมูลของกราฟจะอิงตามข้อมูลในตารางอินพุตโดยไม่มีการซ้ำกัน ในทํานองเดียวกัน การเปลี่ยนแปลงข้อมูลในตารางอินพุตจะแสดงในโมเดลกราฟโดยอัตโนมัติ วิธีนี้จะช่วยหลีกเลี่ยง ETL ที่ยุ่งยากสำหรับการซิงค์กับแหล่งข้อมูลอื่นๆ
คุณสามารถใช้คำสั่ง INSERT SQL ที่คุ้นเคยเพื่อแทรกข้อมูลลงในตารางอินพุตได้
เปิดแท็บใหม่ใน Spanner Studio แล้วคัดลอกและวางคำสั่งแทรกต่อไปนี้ แล้วคลิกปุ่ม RUN คำสั่ง INSERT จะสร้างโหนดและขอบหลายพันรายการในฐานข้อมูล เนื่องจากการคัดลอกข้อความจำนวนมากอาจใช้เวลาสักครู่
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 account"),(72,"2020-09-25 17:42:44.351",false,"retirement account"),(73,"2020-09-25 20:02:14.781",false,"debit card"),(74,"2020-09-26 02:11:28.268",false,"credit card"),(75,"2020-09-26 15:16:16.604",false,"escrow account"),(76,"2020-09-26 23:27:19.193",false,"debit card"),(77,"2020-09-28 19:51:20.008",false,"certificate of deposit"),(78,"2020-09-29 00:13:01.697",false,"certificate of deposit"),(79,"2020-09-30 17:41:16.516",false,"trust account"),(80,"2020-10-03 19:42:27.803",false,"debit card"),(81,"2020-10-04 22:54:00.124",false,"debit card"),(82,"2020-10-06 12:22:20.764",false,"brokerage account"),(83,"2020-10-06 14:35:38.915",false,"merchant account"),(84,"2020-10-06 20:32:54.987",true,"trust account"),(85,"2020-10-09 11:11:21.638",false,"retirement account"),(86,"2020-10-15 16:05:12.846",false,"foreign currency"),(87,"2020-10-15 20:43:04.559",false,"certificate of deposit"),(88,"2020-10-22 05:03:40.496",false,"merchant account"),(89,"2020-10-22 23:54:54.151",false,"certificate of deposit"),(90,"2020-10-25 09:04:14.056",false,"retirement account"),(91,"2020-10-26 12:39:53.181",true,"foreign currency"),(92,"2020-10-26 14:33:29.071",false,"corporate account"),(93,"2020-10-27 04:10:25.385",false,"foreign currency"),(94,"2020-10-27 05:01:26.297",false,"internet account"),(95,"2020-10-27 16:24:27.232",true,"credit card"),(96,"2020-10-27 17:10:11.181",false,"brokerage account"),(97,"2020-11-02 16:50:16.48",false,"trust account"),(98,"2020-11-03 07:28:44.64",false,"certificate of deposit"),(99,"2020-11-04 07:40:40.553",false,"certificate of deposit"),(100,"2020-11-10 04:26:17.153",false,"brokerage account"),(101,"2020-11-10 22:05:49.841",false,"foreign currency"),(102,"2020-11-11 18:44:24.021",false,"certificate of deposit"),(103,"2020-11-15 01:57:12.581",false,"foreign currency"),(104,"2020-11-15 05:50:51.532",true,"retirement account"),(105,"2020-11-17 12:01:11.565",false,"escrow account"),(106,"2020-11-21 15:35:07.655",true,"certificate of deposit"),(107,"2020-11-21 20:00:29.833",false,"brokerage account"),(108,"2020-11-22 08:35:57.964",false,"credit card"),(109,"2020-11-23 13:01:34.724",false,"trust account"),(110,"2020-11-24 04:01:26.715",false,"trust account"),(111,"2020-11-24 14:18:40.05",false,"foreign currency"),(112,"2020-11-26 02:18:04.433",false,"internet account"),(113,"2020-11-27 06:17:46.952",false,"debit card"),(114,"2020-11-29 06:46:12.007",false,"credit card"),(115,"2020-11-29 17:40:40.327",false,"merchant account"),(116,"2020-11-30 08:51:27.372",false,"brokerage account"),(117,"2020-11-30 19:45:49.875",false,"internet account"),(118,"2020-12-03 00:34:33.183",false,"merchant account"),(119,"2020-12-03 09:43:30.472",false,"custodial account"),(120,"2020-12-03 17:18:25.016",false,"custodial account"),(121,"2020-12-12 08:42:03.791",false,"credit card"),(122,"2020-12-13 03:34:15.105",false,"internet account"),(123,"2020-12-13 11:23:00.803",false,"debit card"),(124,"2020-12-14 05:16:10.572",false,"prepaid card"),(125,"2020-12-15 08:33:18.515",false,"corporate account"),(126,"2020-12-15 19:09:35.512",false,"prepaid card"),(127,"2020-12-16 08:36:23.124",false,"brokerage account"),(128,"2020-12-17 12:07:26.547",false,"foreign currency"),(129,"2020-12-18 13:42:59.981",false,"merchant account"),(130,"2020-12-19 05:47:14.714",false,"retirement account"),(131,"2020-12-20 19:50:44.173",false,"trust account"),(132,"2020-12-22 01:44:50.711",false,"corporate account"),(133,"2020-12-23 02:31:46.849",false,"foreign currency"),(134,"2020-12-23 10:07:28.308",false,"merchant account"),(135,"2020-12-23 23:06:04.601",true,"retirement account"),(136,"2020-12-24 01:27:15.123",false,"credit card"),(137,"2020-12-24 03:01:42.112",false,"trust account"),(138,"2020-12-24 23:57:34.334",false,"debit card"),(139,"2020-12-25 05:47:40.479",false,"merchant account"),(140,"2020-12-27 23:42:26.114",false,"escrow account"),(141,"2020-12-28 17:26:15.005",true,"brokerage account"),(142,"2020-12-29 07:23:26.859",false,"retirement account"),(143,"2020-12-29 17:45:00.686",false,"credit card"),(144,"2020-12-30 05:19:17.833",false,"retirement account"),(145,"2020-12-30 08:35:00.131",false,"credit card"),(146,"2020-12-30 14:53:41.636",false,"custodial account"),(147,"2020-12-31 03:02:15.119",false,"escrow account"),(148,"2020-12-31 10:47:52.4",false,"brokerage account"),(149,"2020-12-31 12:33:49.457",false,"foreign currency"),(150,"2021-01-01 19:32:16.681",false,"credit card"),(151,"2021-01-02 10:38:47.288",false,"escrow account"),(152,"2021-01-02 14:59:12.578",false,"corporate account"),(153,"2021-01-03 16:55:19.952",false,"merchant account"),(154,"2021-01-05 01:56:38.675",false,"merchant account"),(155,"2021-01-05 04:37:32.382",false,"certificate of deposit"),(156,"2021-01-06 06:31:43.275",true,"foreign currency"),(157,"2021-01-08 02:50:21.882",false,"merchant account"),(158,"2021-01-09 09:13:31.088",false,"retirement account"),(159,"2021-01-10 16:34:10.588",false,"debit card"),(160,"2021-01-12 23:06:15.22",false,"certificate of deposit"),(161,"2021-01-13 12:55:15.875",false,"merchant account"),(162,"2021-01-14 11:49:16.404",false,"trust account"),(163,"2021-01-15 08:45:39.804",false,"trust account"),(164,"2021-01-15 12:32:10.173",false,"corporate account"),(165,"2021-01-15 21:58:24.792",false,"certificate of deposit"),(166,"2021-01-18 04:16:58.326",false,"internet account"),(167,"2021-01-20 13:13:02.317",false,"merchant account"),(168,"2021-01-21 15:02:01.15",false,"escrow account"),(169,"2021-01-22 04:57:00.671",false,"merchant account"),(170,"2021-01-22 15:33:06.555",false,"prepaid card"),(171,"2021-01-24 05:32:17.593",false,"trust account"),(172,"2021-01-24 19:32:00.247",false,"foreign currency"),(173,"2021-01-24 23:53:26.247",false,"corporate account"),(174,"2021-01-25 11:48:11.678",false,"escrow account"),(175,"2021-01-26 18:31:53.951",false,"debit card"),(176,"2021-01-27 22:33:15.477",false,"corporate account"),(177,"2021-01-29 18:06:11.236",false,"certificate of deposit"),(178,"2021-01-30 06:33:45.39",false,"custodial account"),(179,"2021-01-30 07:36:06.476",false,"retirement account"),(180,"2021-01-30 23:48:38.213",false,"merchant account"),(181,"2021-02-02 13:46:52.353",false,"credit card"),(182,"2021-02-02 14:29:50.138",true,"foreign currency"),(183,"2021-02-03 18:55:55.195",false,"certificate of deposit"),(184,"2021-02-04 06:56:02.986",false,"prepaid card"),(185,"2021-02-04 23:52:32.502",false,"retirement account"),(186,"2021-02-05 06:17:02.707",false,"internet account"),(187,"2021-02-05 13:04:09.81",false,"certificate of deposit"),(188,"2021-02-05 14:13:31.608",false,"trust account"),(189,"2021-02-07 12:32:56.775",false,"credit card"),(190,"2021-02-08 07:16:23.551",false,"debit card"),(191,"2021-02-10 22:48:02.719",false,"credit card"),(192,"2021-02-10 22:59:35.501",false,"trust account"),(193,"2021-02-10 23:50:15.916",false,"foreign currency"),(194,"2021-02-14 18:05:24.695",false,"foreign currency"),(195,"2021-02-15 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(275,"2020-07-10 23:43:12", "Support ticket closed."), (404,"2020-03-03 15:04:57", "Account details viewed by user."), (450,"2021-02-01 13:22:39", "Account locked due to multiple failed login attempts."), (18,"2020-10-22 12:49:15", "Account details viewed by user."), (393,"2021-03-21 09:18:19", "Data export requested."), (123,"2021-02-07 09:22:43", "API key revoked."), (4,"2021-09-04 15:28:14", "Subscription renewed."), (393,"2021-08-19 19:12:54", "Support ticket closed."), (597,"2020-11-14 21:26:33", "Profile picture updated."), (446,"2021-03-08 00:47:19", "Account password reset successfully."), (8,"2020-11-20 01:46:07", "Billing information updated."), (3,"2021-04-06 09:18:37", "Support ticket closed."), (590,"2020-07-13 06:14:06", "Security question updated."), (404,"2020-06-20 08:10:49", "Billing information updated."), (520,"2021-06-11 13:31:30", "Account unlocked by system administrator."), (6,"2020-08-11 10:07:53", "User logged in successfully."), (306,"2021-12-24 18:39:10", "Profile picture updated."), (520,"2021-11-29 12:24:04", "Failed login attempt using incorrect password from IP address [ip address removed]."), (327,"2021-07-17 15:12:38", "Payment method added."), (8,"2021-11-15 09:54:30", "API key revoked."), (582,"2020-10-06 02:02:43", "Account details viewed by user."), (246,"2020-11-19 19:19:13", "Account password reset requested."), (13,"2021-03-30 03:19:37", "Account password updated."), (590,"2020-01-11 15:17:43", "Account successfully created."), (391,"2020-02-29 13:04:36", "File downloaded from the account."), (196,"2020-04-18 05:51:36", "User logged out successfully."), (650,"2021-03-23 22:34:30", "Subscription cancelled."), (405,"2020-10-11 21:11:23", "Two-factor authentication enabled."), (475,"2020-06-25 21:43:04", "API key revoked."), (119,"2021-01-07 10:39:15", "Subscription renewed."), (392,"2021-09-23 16:14:39", "Billing information updated."), (475,"2021-08-03 11:50:16", "Device unlinked from the account."), (694,"2020-11-19 19:03:49", "Account permissions modified."), (381,"2021-02-27 18:31:01", "Payment method removed."), (650,"2021-08-14 00:20:45", "Account recovery email updated."), (453,"2021-01-06 20:22:46", "API key generated."), (186,"2021-07-28 22:49:16", "Subscription renewed."), (430,"2021-08-24 22:16:38", "Failed login attempt using incorrect password from IP address [ip address removed]."), (438,"2021-03-09 15:51:19", "Account password reset successfully."), (158,"2020-01-07 07:23:37", "User logged out successfully."), (694,"2020-09-12 22:45:38", "Two-factor authentication disabled."), (212,"2021-12-15 05:23:02", "File uploaded to the account."), (518,"2021-02-24 06:15:04", "API key generated."), (688,"2020-05-23 09:25:55", "Two-factor authentication enabled."), (696,"2021-10-14 02:12:50", "Security question updated."), (554,"2020-10-04 11:24:23", "Support ticket created."), (8,"2021-03-11 09:22:28", "Account password reset requested."), (210,"2021-01-11 01:49:13", "Support ticket closed."), (8,"2021-06-23 23:43:16", "Account password updated."), (451,"2020-01-03 02:58:04", "Suspicious activity detected from new location."), (527,"2021-01-29 09:23:30", "Account details viewed by user."), (545,"2021-05-09 16:58:31", "Account successfully created."), (497,"2020-05-04 23:33:59", "Account locked due to multiple failed login attempts."), (416,"2021-03-11 04:17:06", "Login attempt from unrecognized device."), (337,"2020-04-28 23:01:54", "Account subscription upgraded."), (119,"2020-01-06 23:33:59", "Subscription renewed."), (212,"2021-08-04 03:46:55", "Login attempt from unrecognized device."), (568,"2021-06-05 01:25:57", "Subscription cancelled."), (353,"2020-01-21 19:54:44", "Account unlocked by system administrator."), (416,"2020-03-01 11:34:00", "File uploaded to the account."), (381,"2020-08-15 09:26:27", "Successful login from new IP address."), (437,"2020-01-12 10:09:14", "Account deleted by user."), (44,"2020-10-03 09:28:22", "API key revoked."), (450,"2020-05-08 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.");
สรุป
ในขั้นตอนนี้ คุณได้สร้างฐานข้อมูล Spanner ที่มีสคีมากราฟและข้อมูลกราฟที่ป้อนไว้ล่วงหน้า
ถัดไป
ถัดไป คุณจะได้สํารวจสคีมากราฟ
6. การสํารวจสคีมากราฟ
ดูสคีมากราฟ
ใน Cloud Console ให้ไปที่อินสแตนซ์ Spanner แล้วคลิกฐานข้อมูล finance-graph-db จากหน้าภาพรวมนี้ ให้คลิกปุ่ม "แสดง DDL ที่เทียบเท่า" (ที่ด้านล่างของหน้า) เพื่อแสดงสคีมาฐานข้อมูล
เมื่อตรวจสอบสคีมา คุณจะเห็นตารางเชิงสัมพันธ์จำนวนหนึ่งที่มีคำสั่ง CREATE TABLE ก่อน ซึ่งแสดงอยู่ในภาพหน้าจอด้านล่างด้วย
- ตาราง
Accountซึ่งมีข้อมูลเกี่ยวกับบัญชีธนาคาร - ตาราง
AccountAuditsซึ่งติดตามการตรวจสอบบัญชีธนาคาร - ตาราง
AccountRepayLoanซึ่งติดตามการชําระหนี้เงินกู้จากบัญชีธนาคาร - ตาราง
AccountTransferAccountซึ่งติดตามการโอนเงินระหว่างบัญชีธนาคาร - ตาราง
Loanซึ่งมีข้อมูลเกี่ยวกับสินเชื่อของลูกค้า - ตาราง
Personซึ่งมีข้อมูลเกี่ยวกับลูกค้าธนาคารที่โมเดลเป็นบุคคล - ตาราง
PersonOwnAccountซึ่งติดตามความสัมพันธ์ของบุคคลที่เป็นเจ้าของบัญชีธนาคาร
เลื่อนสคีมา DDL ลงแล้วคุณจะเห็นคำสั่ง CREATE PROPERTY GRAPH FinGraph ที่เรากำหนดสคีมากราฟตามตาราง SQL ด้านบน เราจะอธิบายสคีมากราฟในส่วนถัดไป
ทําความเข้าใจสคีมากราฟ
Spanner Graph ช่วยให้คุณสร้างกราฟจากตารางได้โดยใช้คำสั่ง CREATE PROPERTY GRAPH ตารางที่ใช้สร้างกราฟเรียกว่าตารางอินพุต ไม่มีข้อมูลซ้ำกันเมื่อสร้างกราฟ
Spanner Graph รองรับรูปแบบข้อมูลกราฟพร็อพเพอร์ตี้ที่มีโหนดและขอบที่มีคำอธิบายประกอบด้วยป้ายกำกับและพร็อพเพอร์ตี้ ในสคีมากราฟการเงินนี้ เราสร้างโหนด 3 ประเภทและขอบ 3 ประเภทตามตารางอินพุตเชิงสัมพันธ์ที่กําหนดไว้ก่อนหน้านี้
โหนด
เรากําหนดโหนด 3 ประเภทตามตารางอินพุต 3 ตาราง ดังนี้
- โหนด
Personตามตารางบุคคล - โหนด
Accountตามตารางบัญชี - โหนด
Loanตามตารางสินเชื่อ
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)
)
...
แต่ละแถวในตารางโหนดจะจับคู่กับโหนดในโมเดลกราฟ โหนดแต่ละโหนดมีป้ายกำกับ เช่น Account และ Person ซึ่งแสดงถึงโหนด คุณจะใช้ป้ายกํากับเพื่อค้นหาประเภทโหนดในหน้าถัดไป
โดยค่าเริ่มต้น ระบบจะรวมคอลัมน์ทั้งหมดของตารางอินพุต ณ เวลาสร้างกราฟเป็นพร็อพเพอร์ตี้โหนด เช่น คอลัมน์ id, create_time, is_blocked และ type ของตาราง Account เป็นพร็อพเพอร์ตี้ของโหนด Account อย่างไรก็ตาม คุณสามารถยกเว้นคอลัมน์จากโมเดลกราฟได้โดยใช้ไวยากรณ์ ALL COLUMNS EXCEPT ซึ่งอธิบายไว้ที่นี่
ขอบ
เรากําหนดขอบระหว่างโหนดออกเป็น 3 ประเภท ดังนี้
- ขอบ
AccountRepayLoanตามตารางAccountRepayLoanที่เชื่อมต่อโหนดAccountกับโหนดLoan - ขอบ
AccountTransferAccountตามตารางAccountTransferAccountที่เชื่อมต่อโหนดAccountกับโหนดAccountอื่น - ขอบ
PersonOwnAccountตามตารางPersonOwnAccountที่เชื่อมต่อโหนดPersonกับโหนดAccount
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)
);
การแมปตารางกับขอบต้องกําหนดคีย์ต้นทางและปลายทาง คีย์เหล่านี้จะสร้างความสัมพันธ์ระหว่างขอบกับโหนดต้นทางและปลายทาง
เช่น ขอบ PersonOwnAccount แต่ละเส้นจะเชื่อมต่อโหนด Person (ต้นทาง) กับโหนด Account (ปลายทาง)
- โหนด
SOURCEของขอบคือโหนดPersonที่มีidเหมือนกับขอบid - โหนด
DESTINATIONของขอบคือโหนดAccountที่มีidเหมือนกับขอบaccount_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)
แต่ละขอบมีป้ายกำกับ เช่น Repays และ Owns ซึ่งแสดงถึงประเภทขอบ ระบบจะรวมคอลัมน์ทั้งหมดของตารางอินพุตเป็นพร็อพเพอร์ตี้ขอบโดยค่าเริ่มต้น ซึ่งคล้ายกับโหนดกราฟ
ข้อมูลเพิ่มเติมเกี่ยวกับสคีมา
ดูข้อมูลเพิ่มเติมเกี่ยวกับแนวคิดทั่วไปของสคีมากราฟ เช่น ป้ายกํากับ พร็อพเพอร์ตี้ และความสัมพันธ์กับตารางอินพุตได้ที่นี่
อ่านเพิ่มเติมเกี่ยวกับการกําหนดโหนดและการกําหนดขอบ
สรุป
ในขั้นตอนนี้ คุณได้เข้าใจตารางอินพุต รวมถึงประเภทโหนดและขอบของกราฟของสคีมากราฟการเงินแล้ว
ถัดไป
ถัดไป คุณจะเรียกใช้การค้นหาสถานการณ์ทางการเงินเพื่อค้นหาศักยภาพของข้อมูลกราฟ
7. ค้นหากราฟโดยใช้ GQL
การเรียกใช้กราฟคําค้นหาใน GQL คืออะไร
ข้อมูลกราฟจะแสดงเป็นโหนดที่เชื่อมต่อกันด้วยขอบ การค้นหากราฟจะไปยังส่วนต่างๆ ของการเชื่อมต่อเหล่านี้ โดยกระโดดจากโหนดหนึ่งไปยังอีกโหนดหนึ่งตามเกณฑ์ที่ระบุ ในคําค้นหากราฟ "Hop" หมายถึงการไปยังโหนดหนึ่งไปยังอีกโหนดหนึ่งตามขอบที่เชื่อมต่อ ซึ่งหมายถึงขั้นตอนเดียวในกระบวนการท่องเว็บ
ตัวอย่างเช่น ในการท่องกราฟด้านล่าง มีการข้าม 2 ครั้งระหว่างบุคคล (Bob), บัญชี (18) และสินเชื่อ (27)
เรียกใช้การค้นหาใน Spanner Studio
ในขั้นตอนนี้ คุณจะเรียกใช้การค้นหา GQL หลายรายการเพื่อให้ทราบวิธีที่ความหมายของการค้นหากราฟช่วยให้วิเคราะห์ข้อมูลกราฟทางการเงินได้
สําหรับการค้นหาแต่ละรายการ คุณสามารถสร้างเครื่องมือแก้ไขใหม่ เช่น "เครื่องมือแก้ไข 1" ใน Spanner Studio เพื่อเรียกใช้
คําถามที่ 1 - การจับคู่รูปแบบโหนดและขอบพื้นฐาน
คุณสามารถเรียกใช้การค้นหาด้านล่างเพื่อไปยังส่วนต่างๆ จากโหนดบุคคลชื่อ "Jacoby" ค้นหาบัญชีที่บุคคลเป็นเจ้าของ แล้วดูการชําระหนี้ของบัญชี นี่คือการเรียกใช้การค้นหากราฟ 2 Hop
- Hop แรก: โหนด
PersonไปยังโหนดAccountผ่านขอบOwns - ฮอปที่ 2: โหนด
AccountไปยังโหนดLoanผ่านขอบRepays
วิธีที่เราจะจับคู่ประเภทโหนดและขอบจะอิงตามป้ายกำกับ เช่น ส่วน :Person, :Owns และ :Account ในข้อความค้นหาด้านล่าง
ผลลัพธ์จะแสดงรหัสบัญชี ข้อมูลการชําระคืน และข้อมูลการกู้ยืม โดยจัดเรียงตามวันที่ชําระคืนเงินกู้
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;
แผนภาพด้านล่างช่วยให้เห็นภาพว่าคําค้นหาดึงข้อมูลบัญชีทั้งหมดที่ "Jacoby" เป็นเจ้าของซึ่งได้ชําระหนี้แล้วได้อย่างไร (ผลการค้นหาอาจแตกต่างจากที่แผนภาพแนะนำ)
การดำเนินการค้นหาในตัวแก้ไขควรแสดงผลลัพธ์ดังตัวอย่างด้านล่าง ผลลัพธ์ระบุว่า "Jacoby" มีบัญชีเพียงบัญชีเดียว (รหัส 569) และสินเชื่อเพียงรายการเดียว (รหัส 110) แต่มีการชําระคืนหลายรายการระหว่างบัญชีและสินเชื่อดังกล่าว
คําค้นหา 2 - องค์ประกอบกราฟการวนผ่านเส้นทางและผลลัพธ์ที่วัดได้
การค้นหาต่อไปนี้จะจับคู่การโอนเงินทั้งหมดของบัญชีโดยเริ่มจากบัญชีต้นทางที่มี id=75 ภายใน 3 ถึง 6 Hop เพื่อไปยังบัญชีปลายทางที่มี id=199 รูปแบบคำสั่ง {3,6} ใช้เพื่อแสดงการข้ามเส้นทาง Hop 3 ถึง 6 รายการที่วัดผลได้ระหว่าง src_accnt กับ dst_accnt
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;
คุณสามารถนึกภาพการข้ามขอบที่วัดผลแล้วได้ดังภาพด้านล่าง โดยเริ่มจากโหนด src_account และดึงข้อมูลเส้นทางการโอนบัญชีที่เป็นไปได้ทั้งหมดระหว่าง 3 ถึง 6 Hop เพื่อไปยัง dst_account
ตัวอย่างเช่น เส้นทางที่ไฮไลต์ด้านล่างคือการค้นหาแบบ 6 Hop
การเรียกใช้ข้อความค้นหานี้ควรให้ผลลัพธ์ต่อไปนี้
องค์ประกอบกราฟจะแสดงผลในรูปแบบ JSON ได้โดยใช้ฟังก์ชัน TO_JSON เนื่องจากระบบจะแสดงผลขอบ transfers ด้านบน ออบเจ็กต์ JSON ที่แสดงผลสำหรับโหนดและขอบจะมี identifier, properties และ labels นอกจากนี้ ออบเจ็กต์ JSON ที่แสดงผลสำหรับขอบจะรวม source_node_identifier และ destination_node_identifier ด้วย
ในคําค้นหานี้ ผลลัพธ์จะแสดงจํานวน Hop ของขอบการโอน และขอบการโอนในเส้นทางที่ตรงกันแต่ละเส้นทางในรูปแบบ JSON ด้วย TO_JSON(transfer) AS transfer_edges
transfer_edges ที่แสดงผลคือออบเจ็กต์อาร์เรย์ JSON ข้อมูลนี้อยู่ในรูปแบบอาร์เรย์ JSON เนื่องจากอาจมีขอบการโอนหลายรายการในเส้นทางที่ตรงกันแต่ละเส้นทางระหว่างบัญชีต้นทางและบัญชีปลายทาง
องค์ประกอบแต่ละรายการของอาร์เรย์คือขอบซึ่งมี labels, source_node_identifier และ destination_node_identifier ของโหนดที่เชื่อมต่อ และข้อมูล properties ของขอบ เช่น amount และ 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": "..."
}
]
คําถามที่ 3 - การค้นหาเส้นทางที่สั้นที่สุด
คําค้นหาที่ 2 จะค้นหาเส้นทางทั้ง 3 เส้นทางจาก src_accnt และ dst_accnt ภายในช่วง Hop ที่ระบุ แต่ละเส้นทางประกอบด้วยจำนวน Hop ที่ต่างกัน ได้แก่ 4, 5 และ 6
หากต้องการค้นหาเส้นทางที่สั้นที่สุดระหว่างโหนด 2 นี้ คุณสามารถแก้ไขได้โดยการใช้คำนำหน้าการค้นหาเส้นทาง MATCH ANY SHORTEST การค้นหาด้านล่างจะค้นหาเส้นทางที่สั้นที่สุดระหว่างบัญชี 2 บัญชีนี้ภายในการโหป 3-6 ครั้ง
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;
เมื่อเปรียบเทียบผลลัพธ์ของทั้ง 2 คำค้นหา คุณจะเห็นได้ว่าคําค้นหาที่ 2 แสดงผลลัพธ์ 3 เส้นทางที่เป็นไปได้ทั้งหมด ขณะที่คําค้นหาที่ 3 (คําค้นหานี้) แสดงผลลัพธ์เพียง 1 รายการ ซึ่งเป็นเส้นทางที่สั้นที่สุดที่มีการโหวต 4 ครั้ง
การเรียกใช้คําค้นหาควรให้ผลลัพธ์ต่อไปนี้
คําค้นหา 4 - การค้นหากราฟที่เชื่อมโยงกันด้วยองค์ประกอบเชิงเส้น
คุณระบุความสัมพันธ์ที่ซับซ้อนมากขึ้นได้โดยใช้คีย์เวิร์ด NEXT เพื่อเชื่อมโยงบล็อกการค้นหากราฟเข้าด้วยกัน
ในข้อความค้นหาด้านล่าง คุณต้องการทำความเข้าใจการไหลเวียนเงินของบัญชีลูกค้าเพื่อมองหาเงินเข้าหรือเงินออกจำนวนมากที่น่าสงสัย ซึ่งเป็นส่วนหนึ่งของข้อกำหนดในการวิเคราะห์การปฏิบัติตามข้อกำหนด
โดยขั้นแรกให้ค้นหาบัญชีธนาคารทั้งหมดที่เป็นของ "Bisla" ในบล็อกการค้นหาที่ 1 ด้วย MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)
จากนั้นในบล็อกที่ 2 หลัง NEXT ให้คำนวณจำนวนเงินโอนทั้งหมดไปยังแต่ละบัญชีนับตั้งแต่ "2020-01-01"
หลังจากนั้น คุณใช้ตรรกะเดียวกันกับจํานวนเงินขาออกในการค้นหาบล็อกที่ 3 สุดท้าย ให้คํานวณอัตราส่วนของจํานวนเงินที่ไหลเข้าต่อจํานวนเงินที่ไหลออกสําหรับแต่ละบัญชีในบล็อกสุดท้าย
สำหรับผลการค้นหาขั้นกลางที่คุณต้องเข้าถึงหลังคีย์เวิร์ด NEXT คุณต้องแสดงผลการค้นหาเหล่านั้นที่ท้ายบล็อกก่อนหน้า ตัวอย่างเช่น ระบบจะแสดงผล accnt ที่ตรงกันในบล็อกแรกเพื่อให้บล็อกที่ 2 ค้นหาการโอนขาเข้าไปยังบัญชีเหล่านี้ได้
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;
แผนภาพด้านล่างแสดงภาพสิ่งที่การค้นหาจะไปยัง
การเรียกใช้คําค้นหาควรให้ผลลัพธ์ต่อไปนี้
สํารวจการค้นหากราฟเพิ่มเติม
คุณดูตัวอย่างการค้นหากราฟจำนวนหนึ่งที่เข้ากันได้กับสคีมาของโค้ดแล็บนี้ได้ในคู่มือผู้ใช้
หากต้องการดูไวยากรณ์การค้นหากราฟ โปรดอ่านข้อมูลอ้างอิงภาษาการค้นหากราฟ GoogleSQL ที่นี่
สรุป
ในขั้นตอนนี้ คุณได้เรียกใช้การค้นหากราฟ GQL หลายรายการและเข้าใจความหมายของคำ
ถัดไป
ถัดไป คุณจะเรียกใช้การค้นหาที่รวม GQL กับ SQL เข้าด้วยกัน
8. ค้นหากราฟและตารางร่วมกัน
เรียกใช้การค้นหาใน Spanner Studio
ในขั้นตอนนี้ คุณจะเรียกใช้การค้นหากราฟที่ทำงานร่วมกันกับตาราง SQL เพื่อเชื่อมต่อโมเดลกราฟของ Spanner กับโมเดลเชิงสัมพันธ์
คุณสามารถสร้างเครื่องมือแก้ไขใหม่ใน Spanner Studio เพื่อเรียกใช้สำหรับแต่ละการค้นหา
เรียกใช้การค้นหาที่ทำงานร่วมกันได้ของ SQL
ใน Spanner Graph นั้น SQL และ GQL ทำงานร่วมกันได้อย่างเต็มที่ คุณรวม GQL กับ SQL ได้โดยใช้โอเปอเรเตอร์ GRAPH_TABLE คุณสามารถเขียน GQL ภายในโอเปอเรเตอร์ได้ เช่นเดียวกับในส่วนก่อนหน้า จากนั้นคุณสามารถเชื่อมต่อผลลัพธ์กลับไปยังส่วนการค้นหา SQL ผ่านคำสั่ง RETURN
เช่น คุณอาจรวม GQL กับ SQL เพื่อค้นหาข้อมูลการตรวจสอบของบัญชีที่ได้รับโอนเงินจากบัญชีที่น่าสงสัย
เมื่อดูที่การค้นหาต่อไปนี้ การค้นหา GQL ในโอเปอเรเตอร์ GRAPH_TABLE จะไปยังโฮป 1 หรือ 2 รายการจากบัญชีที่น่าสงสัยผ่านขอบ Transfers จากนั้นจะแสดงผลรหัสที่ไม่ซ้ำกันของบัญชีที่เข้าถึง จากนั้นการค้นหาจะรวมกับตาราง AccountAudits เพื่อค้นหาข้อมูลการตรวจสอบของบัญชีเหล่านั้น
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
การดำเนินการค้นหาจะให้ผลลัพธ์ดังด้านล่าง
อ่านเพิ่มเติมเกี่ยวกับโอเปอเรเตอร์ GRAPH_TABLE เพื่อรวมการค้นหากราฟและ SQL ได้ในคู่มือผู้ใช้
ถัดไป
ถัดไป คุณสามารถล้างข้อมูลโค้ดแล็บได้
9. การเก็บกวาด (ไม่บังคับ)
หากต้องการล้างข้อมูล ให้ไปที่ส่วน Spanner ของ Cloud Console แล้วลบอินสแตนซ์ graph-demo ที่เราสร้างขึ้นในโค้ดแล็บ
10. ยินดีด้วย
ขอแสดงความยินดี คุณสร้างสคีมากราฟและเรียกใช้การค้นหากราฟด้วย Spanner Graph เรียบร้อยแล้ว
การค้นหา SQL แบบดั้งเดิมไม่เพียงพอต่อการค้นพบความสัมพันธ์ในข้อมูลที่ซับซ้อนมากขึ้นเรื่อยๆ ด้วยเครือข่ายความสัมพันธ์ที่ซับซ้อน Spanner Graph มีโมเดลข้อมูลกราฟสําคัญต่อภารกิจซึ่งมีไวยากรณ์การค้นหากราฟที่มีประสิทธิภาพ ความสามารถในการรองรับที่แทบจะไร้ขีดจํากัด และความพร้อมใช้งาน 99.999%
เมื่อคุณคุ้นเคยกับแนวคิดกราฟ Spanner มากขึ้นแล้ว ลองใช้สคีมาและข้อมูลของคุณเลย
ขั้นตอนถัดไปคือ
ดูข้อมูลเพิ่มเติมเกี่ยวกับกราฟ Spanner ในคู่มือผู้ใช้