1. บทนำ
Spanner Graph ผสานรวมความสามารถของฐานข้อมูลกราฟที่สร้างขึ้นเพื่อวัตถุประสงค์เฉพาะกับ Spanner ซึ่งเป็นฐานข้อมูลที่พร้อมใช้งานเสมอ มีความสอดคล้องทั่วโลก และปรับขนาดได้แบบไม่จำกัดของ Google Cloud
Spanner Graph รองรับอินเทอร์เฟซการค้นหากราฟที่เข้ากันได้กับมาตรฐาน ISO GQL (Graph Query Language) ความสามารถในการทำงานร่วมกันระหว่างโมเดลเชิงสัมพันธ์และโมเดลกราฟช่วยให้คุณรวมความสามารถของ SQL ที่ได้รับการยอมรับอย่างดีเข้ากับความสามารถในการแสดงออกของการจับคู่รูปแบบกราฟจาก GQL ได้ คุณสามารถแมปตารางกับกราฟได้โดยใช้สคีมาแบบประกาศโดยไม่ต้องย้ายข้อมูล ซึ่งจะนำกราฟไปยังชุดข้อมูลแบบตาราง ด้วยเหตุนี้ คุณจึงสามารถเลื่อนการเลือกโมเดลข้อมูลออกไปและใช้ภาษาการค้นหาที่ดีที่สุดสำหรับแต่ละงานที่ต้องทำ
ใน Lab นี้ คุณจะได้ดูวิธีการตั้งค่าฐานข้อมูลกราฟ Spanner โดยใช้ชุดข้อมูลที่สร้างไว้ล่วงหน้า การค้นหากราฟโดยใช้ GQL และการเข้าถึงทั้งข้อมูลกราฟและข้อมูลเชิงสัมพันธ์พร้อมกันโดยการรวม GQL และ SQL
สิ่งที่คุณจะสร้าง
ในส่วนหนึ่งของห้องทดลองนี้ คุณจะได้ทำสิ่งต่อไปนี้
- สร้างอินสแตนซ์ Spanner
- ตั้งค่าฐานข้อมูลด้วยสคีมากราฟทางการเงินและชุดข้อมูลที่ป้อนไว้ล่วงหน้า
- ออกการค้นหา GQL และรวม GQL กับ SQL เข้าด้วยกัน
สิ่งที่คุณจะได้เรียนรู้
- วิธีตั้งค่าอินสแตนซ์ Spanner
- วิธีใช้คำสั่ง
gcloud spanner samples init finance-graphเพื่อตั้งค่าฐานข้อมูลกราฟ Spanner ตัวอย่าง - วิธีดูกราฟสคีมาในหน้าภาพรวมของฐานข้อมูล
- วิธีเขียนการค้นหาเส้นทางแบบหลายฮ็อปโดยใช้ GQL
- วิธีเขียนการค้นหาที่ซับซ้อนมากขึ้นโดยใช้ GQL
- วิธีรวม GQL และ SQL เข้าด้วยกัน
สิ่งที่คุณต้องมี
2. การตั้งค่าและข้อกำหนด
สร้างโปรเจ็กต์ GCP
ลงชื่อเข้าใช้ Google Cloud Console แล้วสร้างโปรเจ็กต์ใหม่หรือใช้โปรเจ็กต์ที่มีอยู่ซ้ำ หากยังไม่มีบัญชี Gmail หรือ Google Workspace คุณต้องสร้างบัญชี
- ชื่อโปรเจ็กต์คือชื่อที่แสดงสำหรับผู้เข้าร่วมโปรเจ็กต์นี้ ซึ่งเป็นสตริงอักขระที่ Google APIs ไม่ได้ใช้ คุณอัปเดตได้ทุกเมื่อ
- รหัสโปรเจ็กต์จะไม่ซ้ำกันในโปรเจ็กต์ Google Cloud ทั้งหมดและเปลี่ยนแปลงไม่ได้ (เปลี่ยนไม่ได้หลังจากตั้งค่าแล้ว) Cloud Console จะสร้างสตริงที่ไม่ซ้ำกันโดยอัตโนมัติ ซึ่งโดยปกติแล้วคุณไม่จำเป็นต้องสนใจว่าสตริงนั้นคืออะไร ใน Codelab ส่วนใหญ่ คุณจะต้องอ้างอิงรหัสโปรเจ็กต์ (โดยทั่วไปจะระบุเป็น
PROJECT_ID) หากไม่ชอบรหัสที่สร้างขึ้น คุณอาจสร้างรหัสแบบสุ่มอีกรหัสหนึ่งได้ หรือคุณอาจลองใช้ชื่อของคุณเองและดูว่ามีชื่อนั้นหรือไม่ คุณจะเปลี่ยนแปลงรหัสนี้หลังจากขั้นตอนนี้ไม่ได้ และรหัสจะคงอยู่ตลอดระยะเวลาของโปรเจ็กต์ - โปรดทราบว่ายังมีค่าที่ 3 ซึ่งคือหมายเลขโปรเจ็กต์ที่ API บางตัวใช้ ดูข้อมูลเพิ่มเติมเกี่ยวกับค่าทั้ง 3 นี้ได้ในเอกสารประกอบ
การตั้งค่าการเรียกเก็บเงิน
จากนั้นคุณจะต้องทำตามคู่มือผู้ใช้การจัดการการเรียกเก็บเงินและเปิดใช้การเรียกเก็บเงินใน Cloud Console ผู้ใช้ Google Cloud รายใหม่มีสิทธิ์เข้าร่วมโปรแกรมช่วงทดลองใช้ฟรีมูลค่า$300 USD หากไม่ต้องการให้มีการเรียกเก็บเงินนอกเหนือจากบทแนะนำนี้ คุณสามารถปิดอินสแตนซ์ Spanner เมื่อสิ้นสุด Codelab ได้โดยทำตาม "ขั้นตอนที่ 9 การล้างข้อมูล"
เริ่มต้น Cloud Shell
แม้ว่าคุณจะใช้งาน Google Cloud จากระยะไกลจากแล็ปท็อปได้ แต่ใน Codelab นี้คุณจะใช้ Google Cloud Shell ซึ่งเป็นสภาพแวดล้อมบรรทัดคำสั่งที่ทำงานในระบบคลาวด์
จาก Google Cloud Console ให้คลิกไอคอน Cloud Shell ในแถบเครื่องมือด้านขวาบน
การจัดสรรและเชื่อมต่อกับสภาพแวดล้อมจะใช้เวลาเพียงไม่กี่นาที เมื่อเสร็จแล้ว คุณควรเห็นข้อความคล้ายกับตัวอย่างต่อไปนี้
เครื่องเสมือนนี้มาพร้อมเครื่องมือพัฒนาซอฟต์แวร์ทั้งหมดที่คุณต้องการ โดยมีไดเรกทอรีหลักแบบถาวรขนาด 5 GB และทำงานบน Google Cloud ซึ่งช่วยเพิ่มประสิทธิภาพเครือข่ายและการตรวจสอบสิทธิ์ได้อย่างมาก คุณสามารถทำงานทั้งหมดใน Codelab นี้ได้ภายในเบราว์เซอร์ คุณไม่จำเป็นต้องติดตั้งอะไร
3. สร้างอินสแตนซ์ Spanner
ใน Spanner อินสแตนซ์คือคลัสเตอร์ของทรัพยากรการคำนวณและพื้นที่เก็บข้อมูลที่โฮสต์ฐานข้อมูล Spanner อย่างน้อย 1 รายการ คุณจะต้องมีอินสแตนซ์อย่างน้อย 1 รายการเพื่อโฮสต์ฐานข้อมูล Spanner สำหรับ Codelab นี้
ตรวจสอบเวอร์ชัน gcloud SDK
ก่อนสร้างอินสแตนซ์ โปรดตรวจสอบว่า gcloud SDK ใน Google Cloud Shell ได้รับการอัปเดตเป็นเวอร์ชันที่จำเป็นแล้ว ซึ่งก็คือ gcloud SDK 493.0.0 คุณดูเวอร์ชัน gcloud SDK ได้โดยใช้คำสั่งด้านล่าง
$ gcloud version | grep Google
ตัวอย่างเอาต์พุต
Google Cloud SDK 489.0.0
หากเวอร์ชันที่คุณใช้อยู่เก่ากว่าเวอร์ชัน 493.0.0 ที่จำเป็น (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
ตรวจสอบว่าได้ตั้งค่ารหัสโปรเจ็กต์ใน Cloud Shell แล้ว ใช้คำสั่งแรกด้านล่างเพื่อค้นหารหัสโปรเจ็กต์ที่กำหนดค่าไว้ในปัจจุบัน หากผลลัพธ์ไม่เป็นไปตามที่คาดไว้ คำสั่งที่ 2 ด้านล่างจะตั้งค่าที่ถูกต้อง
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
กำหนดค่าภูมิภาคเริ่มต้นเป็น us-central1 คุณสามารถเปลี่ยนเป็นภูมิภาคอื่นที่ Spanner รองรับได้โดยใช้การกำหนดค่าระดับภูมิภาค
gcloud config set compute/region us-central1
เปิดใช้ Spanner API โดยทำดังนี้
gcloud services enable spanner.googleapis.com
สร้างอินสแตนซ์ Spanner
ในส่วนนี้ คุณจะสร้างอินสแตนซ์ทดลองใช้ฟรีหรืออินสแตนซ์ที่จัดสรร ตลอดทั้งโค้ดแล็บนี้ รหัสอินสแตนซ์กราฟ Spanner ที่ใช้คือ graph-demo ซึ่งตั้งเป็นตัวแปร SPANNER_INSTANCE_ID โดยใช้บรรทัดคำสั่ง export คุณเลือกชื่อรหัสอินสแตนซ์เองได้ (ไม่บังคับ)
สร้างอินสแตนซ์ Spanner แบบทดลองใช้ฟรี
อินสแตนซ์ทดลองใช้ฟรีของ Spanner เป็นเวลา 90 วันพร้อมให้บริการแก่ทุกคนที่มีบัญชี Google และเปิดใช้การเรียกเก็บเงินใน Cloud ในโปรเจ็กต์ของตน ระบบจะไม่เรียกเก็บเงินจากคุณ เว้นแต่คุณจะเลือกอัปเกรดอินสแตนซ์ทดลองใช้ฟรีเป็นอินสแตนซ์แบบชำระเงิน อินสแตนซ์ทดลองใช้ฟรีรองรับ Spanner Graph หากมีสิทธิ์ ให้สร้างอินสแตนซ์ทดลองใช้ฟรีโดยเปิด 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 ที่จัดสรร
หากไม่มีสิทธิ์ใช้อินสแตนซ์ทดลองใช้ฟรี คุณสามารถตั้งค่าอินสแตนซ์ Spanner ที่จัดสรรแล้วซึ่งมี 1 โหนดสำหรับโค้ดแล็บนี้ได้ Spanner Graph พร้อมให้บริการในรุ่น Enterprise หรือ Enterprise Plus หากต้องการสร้างอินสแตนซ์ในรุ่น Enterprise หรือ Enterprise Plus ให้เปิด Cloud Shell แล้วเรียกใช้คำสั่งต่อไปนี้
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
เอาต์พุตของคำสั่ง:
$ 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 โปรดตรวจสอบว่าได้อัปเดต gcloud SDK ใน Google Cloud Shell เป็นเวอร์ชันที่จำเป็นแล้ว ซึ่งก็คือ gcloud SDK 484.0.0 คุณดูเวอร์ชัน SDK ของ gcloud ได้โดยเรียกใช้คำสั่งด้านล่าง
$ gcloud version | grep Google Google Cloud SDK 483.0.0
หากเวอร์ชันต่ำกว่า 484.0.0 (เช่น เอาต์พุต 483.0.0 ด้านบน) 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
เมื่ออินสแตนซ์ทำงานแล้ว คุณจะสร้างฐานข้อมูลได้ Spanner อนุญาตให้มีฐานข้อมูลหลายรายการในอินสแตนซ์เดียว
ฐานข้อมูลคือที่ที่คุณกำหนดสคีมา นอกจากนี้ คุณยังควบคุมผู้ที่มีสิทธิ์เข้าถึงฐานข้อมูล ตั้งค่าการเข้ารหัสที่กำหนดเอง กำหนดค่าเครื่องมือเพิ่มประสิทธิภาพ และตั้งค่าระยะเวลาการเก็บรักษาได้ด้วย
ระบบจะสร้างฐานข้อมูลในอินสแตนซ์ที่มีรหัส SPANNER_INSTANCE_ID ของขั้นตอนก่อนหน้า
หากยังไม่ได้ตั้งค่าตัวแปร SPANNER_INSTANCE_ID ให้ใช้บรรทัดคำสั่งด้านล่างเพื่อตั้งค่า
export SPANNER_INSTANCE_ID={your_instance_id}
ใช้เครื่องมือบรรทัดคำสั่งของ Google Cloud Shell gcloud ด้านล่างเพื่อสร้างฐานข้อมูล Spanner ที่มีสคีมาของกราฟทางการเงินและชุดข้อมูลการเงินที่สร้างไว้ล่วงหน้า
gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
เอาต์พุตของคำสั่ง:
$ 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 เป็น Wrapper สำหรับการดำเนินการต่อไปนี้
- การสร้างฐานข้อมูลชื่อ "finance-graph-db" ในอินสแตนซ์
- การสร้างสคีมากราฟการเงินในฐานข้อมูล สคีมามีคำจำกัดความของโหนดสำหรับเอนทิตี เช่น บัญชีธนาคาร เงินกู้ ฯลฯ และคำจำกัดความของขอบสำหรับความสัมพันธ์ระหว่างเอนทิตี คุณจะตรวจสอบสคีมาของฐานข้อมูลได้ในขั้นตอนที่ 6)
- การแทรกโหนดและขอบของกราฟหลายพันรายการลงในฐานข้อมูล
วิธีจัดการข้อผิดพลาด
แทรกข้อมูลไม่สำเร็จ
หากเครื่องมือเสร็จสิ้นพร้อมข้อความแสดงข้อผิดพลาด Failed to insert data for the graph database คุณสามารถไปที่หน้าขั้นตอนที่ 5 (ไม่บังคับ) เพื่อสร้างฐานข้อมูลด้วยตนเอง แล้วแทรกข้อมูล
ถัดไป
คุณสามารถข้ามส่วนถัดไปที่ไม่บังคับได้หากการสร้างฐานข้อมูลอัตโนมัติสำเร็จ และไปที่ "สำรวจสคีมาของกราฟ" (ขั้นตอนที่ 6) โดยตรง
5. (ไม่บังคับ) สร้างฐานข้อมูล Spanner ด้วยตนเอง
เมื่ออินสแตนซ์ทํางานแล้ว คุณจะสร้างฐานข้อมูลด้วยตนเองได้
ฐานข้อมูลคือที่ที่คุณกำหนดสคีมา นอกจากนี้ คุณยังควบคุมผู้ที่มีสิทธิ์เข้าถึงฐานข้อมูล ตั้งค่าการเข้ารหัสที่กำหนดเอง กำหนดค่าเครื่องมือเพิ่มประสิทธิภาพ และตั้งค่าระยะเวลาการเก็บรักษาได้ด้วย
ระบบจะสร้างฐานข้อมูลในอินสแตนซ์ที่มีรหัส SPANNER_INSTANCE_ID ในขั้นตอนก่อนหน้า
หากยังไม่ได้ตั้งค่าตัวแปร SPANNER_INSTANCE_ID ให้ใช้บรรทัดคำสั่งด้านล่างเพื่อตั้งค่า
export SPANNER_INSTANCE_ID={your_instance_id}
หากต้องการสร้างฐานข้อมูล ให้ใช้เครื่องมือบรรทัดคำสั่ง gcloud ดังนี้
export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
--instance=$SPANNER_INSTANCE_ID
เอาต์พุตของคำสั่ง:
$ gcloud spanner databases create $SPANNER_DATABASE \ --instance=$SPANNER_INSTANCE_ID Creating database...done.
สร้างสคีมาด้วยกราฟ
หากต้องการตั้งค่าสคีมา ให้ไปที่ Spanner Studio แล้วใช้โปรแกรมแก้ไข
สำหรับสคีมา ให้คัดลอกและวาง DDL ด้านล่างลงในโปรแกรมแก้ไข 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 แล้วรอสักครู่เพื่อให้ระบบสร้างสคีมา
คุณอาจสงสัยความหมายของCREATEคำสั่งแต่ละรายการ โดยเฉพาะคำสั่งCREATE PROPERTY GRAPH เราจะตรวจสอบสคีมาในขั้นตอนที่ 6 ถัดไป
โหลดข้อมูล
ตอนนี้คุณอาจต้องการแทรกข้อมูลกราฟการเงินบางอย่างลงในฐานข้อมูล
Spanner Graph สร้างกราฟจากตารางอินพุต ดังนั้นข้อมูลของกราฟจึงอิงตามข้อมูลจากตารางอินพุตโดยไม่มีการทำซ้ำข้อมูล ในทำนองเดียวกัน การเปลี่ยนแปลงข้อมูลในตารางอินพุตจะแสดงในโมเดลกราฟโดยอัตโนมัติ ซึ่งจะช่วยหลีกเลี่ยง ETL ที่ซับซ้อนสำหรับการซิงค์กับแหล่งข้อมูลอื่นๆ
คุณสามารถใช้คำสั่ง SQL INSERT ที่คุ้นเคยเพื่อแทรกข้อมูลลงในตารางอินพุตได้
เปิดแท็บใหม่ใน Spanner Studio จากนั้นคัดลอกและวางคำสั่ง INSERT ต่อไปนี้ แล้วคลิกปุ่ม RUN คำสั่ง INSERT จะป้อนข้อมูลโหนดและขอบหลายพันรายการลงในฐานข้อมูล เนื่องจากข้อความมีจำนวนมาก ระบบอาจใช้เวลาสักครู่ในการคัดลอก
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 ที่มีสคีกราฟและข้อมูลกราฟที่สร้างไว้ล่วงหน้า
ถัดไป
จากนั้นคุณจะได้สำรวจสคีมากราฟ
6. การสำรวจสคีมากราฟ
ดูกราฟสคีมา
ใน Cloud Console ให้ไปที่อินสแตนซ์ Spanner แล้วคลิกฐานข้อมูล finance-graph-db จากหน้าภาพรวมนี้ ให้คลิกปุ่ม "แสดง DDL ที่เทียบเท่า" (ที่ด้านล่างของหน้า) เพื่อแสดงสคีมาฐานข้อมูล
เมื่อตรวจสอบสคีมา คุณจะเห็นตารางเชิงสัมพันธ์หลายตารางที่มีคำสั่ง CREATE TABLE ก่อน ซึ่งจะแสดงในภาพหน้าจอด้านล่างด้วย
Accountตารางที่มีข้อมูลเกี่ยวกับบัญชีธนาคารAccountAuditsตารางที่ติดตามการตรวจสอบบัญชีธนาคารAccountRepayLoanตารางซึ่งติดตามการชำระคืนเงินกู้จากบัญชีธนาคารAccountTransferAccountตารางที่ติดตามการโอนเงินระหว่างบัญชีธนาคาร- ตาราง
Loanซึ่งมีข้อมูลเกี่ยวกับสินเชื่อลูกค้า Personตารางซึ่งมีข้อมูลเกี่ยวกับลูกค้าธนาคารที่จำลองเป็นบุคคลPersonOwnAccountซึ่งติดตามความสัมพันธ์ของบุคคลที่เป็นเจ้าของบัญชีธนาคาร
เลื่อนลงไปที่ DDL ของสคีมา แล้วคุณจะเห็นคำสั่ง CREATE PROPERTY GRAPH FinGraph ซึ่งเรากำหนดสคีกราฟตามตาราง SQL ด้านบน เราจะอธิบายสคีมากราฟในส่วนถัดไป
ทำความเข้าใจสคีมากราฟ
Spanner Graph ช่วยให้คุณสร้างกราฟจากตารางได้โดยใช้คำสั่ง CREATE PROPERTY GRAPH ตารางที่ใช้สร้างกราฟเรียกว่าตารางอินพุต ไม่มีการทำซ้ำข้อมูลเมื่อสร้างกราฟ
Spanner Graph รองรับรูปแบบข้อมูลกราฟพร็อพเพอร์ตี้ที่มีโหนดและขอบซึ่งมีคำอธิบายประกอบด้วยป้ายกำกับและพร็อพเพอร์ตี้ ในสคีมากราฟการเงินนี้ เราได้สร้างโหนด 3 ประเภทและขอบ 3 ประเภทตามตารางอินพุตเชิงสัมพันธ์ที่กำหนดไว้ก่อนหน้านี้
โหนด
เรากำหนดโหนด 3 ประเภทตามตารางอินพุต 3 ตาราง ดังนี้
PersonโหนดตามตารางบุคคลAccountโหนดตามตารางบัญชีLoanโหนดตามตารางเงินกู้
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)
)
...
แต่ละแถวในตารางโหนดจะแมปกับโหนดในโมเดลกราฟ แต่ละโหนดมีป้ายกำกับ เช่น Account และ Person ซึ่งแสดงถึงโหนด คุณจะใช้ป้ายกำกับเพื่อค้นหาประเภทโหนดในหน้าถัดไป
โดยค่าเริ่มต้น ระบบจะรวมคอลัมน์ทั้งหมดของตารางอินพุตในเวลาที่สร้างกราฟเป็นพร็อพเพอร์ตี้ของโหนด เช่น คอลัมน์ id, create_time, is_blocked และ type ของตาราง Account คือพร็อพเพอร์ตี้ของโหนด Account อย่างไรก็ตาม คุณสามารถยกเว้นคอลัมน์จากโมเดลกราฟได้โดยใช้ไวยากรณ์ ALL COLUMNS EXCEPT ซึ่งอธิบายไว้ที่นี่
ขอบ
เรากำหนดขอบ 3 ประเภทระหว่างโหนด ดังนี้
AccountRepayLoanขอบ โดยอิงตามตารางAccountRepayLoanที่เชื่อมต่อโหนดAccountกับโหนดLoanAccountTransferAccountขอบตามตารางAccountTransferAccountที่เชื่อมต่อโหนดAccountกับโหนดAccountอื่นPersonOwnAccountขอบ โดยอิงตามตารางPersonOwnAccountที่เชื่อมต่อโหนดPersonกับโหนดAccount
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 คีย์เหล่านี้สร้างความสัมพันธ์ระหว่าง Edge กับโหนดต้นทางและปลายทาง
เช่น PersonOwnAccountแต่ละขอบจะเชื่อมต่อโหนด Person (แหล่งที่มา) กับโหนด Account (ปลายทาง)
- โหนด
SOURCEของขอบคือโหนดPersonที่มีidเดียวกันกับidของขอบ - โหนด
DESTINATIONของขอบคือโหนดAccountที่มีidเดียวกันกับaccount_idของขอบ
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)
ขอบแต่ละเส้นมีป้ายกำกับ เช่น Repays และ Owns ซึ่งแสดงประเภทขอบ คอลัมน์ทั้งหมดของตารางอินพุตจะรวมเป็นพร็อพเพอร์ตี้ของขอบโดยค่าเริ่มต้น ซึ่งคล้ายกับโหนดกราฟ
ข้อมูลเพิ่มเติมเกี่ยวกับสคีมา
ดูข้อมูลเพิ่มเติมเกี่ยวกับแนวคิดทั่วไปของสคีมากราฟ เช่น ป้ายกำกับ พร็อพเพอร์ตี้ และความสัมพันธ์กับตารางอินพุตได้ที่นี่
อ่านเพิ่มเติมเกี่ยวกับการกำหนดโหนดและการกำหนดขอบ
สรุป
ในขั้นตอนนี้ คุณได้เข้าใจตารางอินพุต รวมถึงประเภทโหนดและขอบของกราฟในสคีมากราฟการเงินแล้ว
ถัดไป
จากนั้นคุณจะเรียกใช้การค้นหาสถานการณ์ทางการเงินเพื่อค้นพบศักยภาพของข้อมูลกราฟ
7. ค้นหากราฟโดยใช้ GQL
การข้ามการค้นหากราฟใน GQL คืออะไร
ข้อมูลกราฟจะแสดงเป็นโหนดที่เชื่อมต่อกันด้วยขอบ การค้นหากราฟจะไปยังการเชื่อมต่อเหล่านี้ โดยจะข้ามจากโหนดหนึ่งไปยังอีกโหนดหนึ่งตามเกณฑ์ที่ระบุ ในการค้นหากราฟ "การข้าม" หมายถึงการเคลื่อนที่จากโหนดหนึ่งไปยังอีกโหนดหนึ่งตามขอบที่เชื่อมต่อ ซึ่งหมายถึงขั้นตอนเดียวในกระบวนการข้าม
ตัวอย่างเช่น ในการสำรวจกราฟด้านล่าง มีการข้าม 2 ครั้งระหว่างบุคคล (Bob), บัญชี (18) และเงินกู้ (27)
เรียกใช้การค้นหาใน Spanner Studio
ในขั้นตอนนี้ คุณจะเรียกใช้การค้นหา GQL หลายรายการเพื่อทําความเข้าใจว่าความหมายของการค้นหากราฟช่วยให้วิเคราะห์ข้อมูลกราฟทางการเงินได้อย่างไร
สําหรับแต่ละคําค้นหา คุณสามารถสร้างเครื่องมือแก้ไขใหม่ เช่น "เครื่องมือแก้ไข 1" ใน Spanner Studio เพื่อเรียกใช้
การค้นหา 1 - การจับคู่รูปแบบโหนดและขอบพื้นฐาน
คุณเรียกใช้การค้นหาด้านล่างเพื่อไปยังโหนดบุคคลที่ชื่อ "Jacoby" ค้นหาบัญชีที่เป็นของบุคคลนั้น แล้วค้นหาเงินกู้ที่บัญชีชำระคืนได้ นี่คือการข้ามกราฟการค้นหา 2 ฮ็อป
- ฮอปแรก: โหนด
PersonไปยังโหนดAccountผ่านขอบOwns - ฮอปที่ 2: โหนด
AccountไปยังโหนดLoanผ่านขอบRepays
วิธีที่เราจับคู่ประเภทโหนดและขอบจะอิงตามป้ายกำกับของโหนดและขอบ เช่น ส่วน :Person, :Owns และ :Account ในคำค้นหาด้านล่าง
ผลลัพธ์จะแสดงรหัสบัญชี ข้อมูลการชำระคืน และข้อมูลเงินกู้ โดยเรียงตามวันที่ชำระคืนเงินกู้
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;
แผนภาพด้านล่างช่วยให้เห็นภาพว่าคําค้นหาจะดึงบัญชีทั้งหมดที่เป็นของ "Jacoby" ซึ่งชําระคืนเงินกู้ได้อย่างไร (ผลการค้นหาอาจแตกต่างจากที่แผนภาพแนะนำ)
การเรียกใช้คำค้นหาในตัวแก้ไขควรแสดงผลลัพธ์ดังตัวอย่างด้านล่าง ผลลัพธ์บอกว่า "Jacoby" มีบัญชีเพียงบัญชีเดียว (รหัส 569) และมีเงินกู้เพียงรายการเดียว (รหัส 110) แต่มีการชำระคืนหลายครั้งระหว่างบัญชีและเงินกู้
คำค้นหา 2 - การข้ามเส้นทางที่วัดปริมาณได้และองค์ประกอบกราฟที่ส่งคืน
การค้นหาต่อไปนี้จะจับคู่การโอนเงินในบัญชีทั้งหมดที่เริ่มต้นจากบัญชีต้นทางที่มี id=75 ภายใน 3-6 ฮอป เพื่อไปยังบัญชีปลายทางที่มี id=199 ใช้ไวยากรณ์ {3,6} เพื่อแสดงการข้ามเส้นทาง 3-6 Hop ที่วัดปริมาณได้ระหว่าง 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;
ในเชิงภาพ คุณสามารถนึกถึงการข้ามขอบเขตที่วัดปริมาณได้ดังนี้ โดยเริ่มจากโหนด src_account และดึงเส้นทางการโอนบัญชีที่เป็นไปได้ทั้งหมดระหว่าง 3 ถึง 6 ฮ็อป เพื่อไปยัง dst_account
เช่น เส้นทางที่ไฮไลต์ที่ด้านล่างสุดคือการค้นหาแบบ 6 Hop
การเรียกใช้การค้นหานี้ควรให้ผลลัพธ์ต่อไปนี้
คุณแสดงผลองค์ประกอบกราฟในรูปแบบ JSON ได้โดยใช้ฟังก์ชัน TO_JSON ดังที่แสดงผลขอบ transfers ด้านบน ออบเจ็กต์ JSON ที่ส่งคืนสำหรับโหนดและขอบจะมี identifier, properties และ labels นอกจากนี้ ออบเจ็กต์ JSON ที่ส่งคืนสำหรับขอบยังจะมี source_node_identifier และ destination_node_identifier ด้วย
ในคำค้นหานี้ ผลลัพธ์จะแสดงจำนวนการข้ามขอบการโอน และขอบการโอนในแต่ละเส้นทางที่ตรงกันในรูปแบบ JSON พร้อมด้วย TO_JSON(transfer) AS transfer_edges
transfer_edges ที่แสดงผลคือออบเจ็กต์อาร์เรย์ JSON เป็นประเภทอาร์เรย์ JSON เนื่องจากอาจมีขอบการโอนหลายรายการในแต่ละเส้นทางที่ตรงกันระหว่างบัญชีต้นทางและบัญชีปลายทาง
แต่ละองค์ประกอบของอาร์เรย์คือขอบ ซึ่งมี labels, source_node_identifier และ destination_node_identifier ของโหนดที่เชื่อมต่อ รวมถึงข้อมูลpropertiesของขอบ 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": "..."
}
]
คำค้นหา 3 - การค้นหาเส้นทางที่สั้นที่สุด
การค้นหา 2 จะพบเส้นทางทั้ง 3 จาก src_accnt และ dst_accnt ภายในช่วงฮ็อปที่ระบุ แต่ละเส้นทางประกอบด้วยจำนวนฮอปที่แตกต่างกัน ได้แก่ 4, 5 และ 6
หากต้องการค้นหาเส้นทางที่สั้นที่สุดระหว่าง 2 โหนดนี้ คุณสามารถแก้ไขได้โดยใช้คำนำหน้าการค้นหาเส้นทาง MATCH ANY SHORTEST การค้นหาด้านล่างจะค้นหาเส้นทางที่สั้นที่สุดระหว่างบัญชีทั้ง 2 บัญชีนี้ภายในการข้าม 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 การค้นหา คุณจะพบว่าการค้นหาที่ 2 แสดงเส้นทางที่เป็นไปได้ทั้งหมด 3 เส้นทาง ในขณะที่การค้นหาที่ 3 (การค้นหานี้) แสดงผลลัพธ์เพียง 1 รายการ ซึ่งเป็นเส้นทางที่สั้นที่สุดของ4 ฮ็อป
การเรียกใช้คำสั่งควรให้ผลลัพธ์ต่อไปนี้
คำค้นหา 4 - คำค้นหากราฟที่เชื่อมโยงกันโดยการประกอบเชิงเส้น
คุณระบุความสัมพันธ์ที่ซับซ้อนมากขึ้นได้โดยใช้NEXTคีย์เวิร์ดเพื่อเชื่อมโยงบล็อกของคำค้นหากราฟเข้าด้วยกัน
ในคําค้นหาด้านล่าง คุณต้องการทําความเข้าใจการไหลเวียนของเงินในบัญชีลูกค้าเพื่อมองหาการไหลเข้าหรือไหลออกขนาดใหญ่ที่น่าสงสัย ซึ่งเป็นส่วนหนึ่งของข้อกําหนดในการวิเคราะห์การปฏิบัติตามข้อกําหนด
โดยก่อนอื่นให้ค้นหาบัญชีธนาคารทั้งหมดที่เป็นของ "Bisla" ในบล็อกการค้นหาแรกด้วย MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)
จากนั้นในบล็อกที่ 2 หลังจาก NEXT คุณจะคำนวณจำนวนเงินที่โอนทั้งหมดไปยังแต่ละบัญชีตั้งแต่ "2020-01-01"
หลังจากนั้น ให้ใช้ตรรกะเดียวกันกับจำนวนเงินขาออกในการค้นหาบล็อกที่ 3 สุดท้าย คุณจะคำนวณอัตราส่วนของจำนวนเงินไหลเข้าต่อจำนวนเงินไหลออกสำหรับแต่ละบัญชีในบล็อกสุดท้าย
สำหรับผลการค้นหาของคำค้นหาระดับกลางที่คุณต้องเข้าถึงหลังจากNEXTคีย์เวิร์ด คุณต้องส่งคืนผลการค้นหาเหล่านั้นที่ส่วนท้ายของบล็อกก่อนหน้า เช่น ระบบจะแสดงผล accnt ที่ตรงกันในบล็อกแรกเพื่อให้บล็อกที่ 2 สามารถค้นหาการโอนเงินเข้าบัญชีเหล่านี้ได้
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;
แผนภาพด้านล่างแสดงภาพว่าการค้นหาจะข้ามผ่านอะไรบ้าง
การเรียกใช้คำสั่งควรให้ผลลัพธ์ต่อไปนี้
สำรวจการค้นหากราฟเพิ่มเติม
คุณดูตัวอย่างการค้นหากราฟที่เข้ากันได้กับสคีมาของ Codelab นี้ได้ในคู่มือผู้ใช้
หากต้องการดูไวยากรณ์การค้นหากราฟ คุณสามารถอ่านข้อมูลอ้างอิงภาษาการค้นหากราฟของ GoogleSQL ได้ที่นี่
สรุป
ในขั้นตอนนี้ คุณได้เรียกใช้การค้นหากราฟ GQL หลายครั้งและเข้าใจความหมายของกราฟแล้ว
ถัดไป
จากนั้นคุณจะเรียกใช้การค้นหาที่รวม GQL และ SQL เข้าด้วยกัน
8. ค้นหากราฟและตารางพร้อมกัน
เรียกใช้การค้นหาใน Spanner Studio
ในขั้นตอนนี้ คุณจะเรียกใช้การค้นหากราฟที่ทำงานร่วมกับตาราง SQL เพื่อเชื่อมต่อโมเดลกราฟของ Spanner กับโมเดลเชิงสัมพันธ์
คุณสามารถสร้างเครื่องมือแก้ไขใหม่ใน Spanner Studio เพื่อเรียกใช้การค้นหาแต่ละรายการ
เรียกใช้การค้นหาที่ทำงานร่วมกับ SQL ได้
ใน Spanner Graph นั้น SQL และ GQL สามารถทำงานร่วมกันได้อย่างสมบูรณ์ คุณรวม GQL และ SQL โดยใช้โอเปอเรเตอร์ GRAPH_TABLE คุณเขียน GQL ภายในโอเปอเรเตอร์ได้เช่นเดียวกับในส่วนก่อนหน้า จากนั้นคุณจะเชื่อมต่อผลลัพธ์กลับไปยังส่วนการค้นหา SQL ผ่านคำสั่ง RETURN ได้
เช่น คุณสามารถรวม GQL และ SQL เพื่อค้นหาข้อมูลการตรวจสอบบัญชีที่ได้รับเงินโอนผ่านสายจากบัญชีที่น่าสงสัย
เมื่อดูคำค้นหาต่อไปนี้ คำค้นหา GQL ในตัวดำเนินการ GRAPH_TABLE จะข้ามการเปลี่ยนเส้นทาง 1 หรือ 2 ครั้งจากบัญชีที่น่าสงสัยผ่านTransfers Edge จากนั้นจะแสดงรหัสที่ไม่ซ้ำกันของบัญชีที่เข้าถึง จากนั้นคําค้นหาจะรวมกับตาราง 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
การเรียกใช้การค้นหาจะให้ผลลัพธ์ดังตัวอย่างด้านล่าง
คุณอ่านเพิ่มเติมเกี่ยวกับตัวดำเนินการ GRAPH_TABLE เพื่อรวมกราฟและการค้นหา SQL ได้ในคู่มือผู้ใช้
ถัดไป
จากนั้นคุณสามารถล้างข้อมูล Codelab ได้
9. การล้างข้อมูล (ไม่บังคับ)
หากต้องการล้างข้อมูล ให้ไปที่ส่วน Spanner ใน Cloud Console แล้วลบอินสแตนซ์ graph-demo ที่เราสร้างขึ้นในโค้ดแล็บ
10. ยินดีด้วย
ยินดีด้วย คุณสร้างสคีมากราฟและเรียกใช้การค้นหากราฟด้วย Spanner Graph ได้สำเร็จแล้ว
การค้นหา SQL แบบเดิมไม่เพียงพอที่จะค้นพบการเชื่อมต่อในข้อมูลที่มีความซับซ้อนมากขึ้นเรื่อยๆ ด้วยเครือข่ายความสัมพันธ์ที่ซับซ้อน Spanner Graph มีโมเดลข้อมูลกราฟที่สำคัญต่อภารกิจพร้อมไวยากรณ์การค้นหากราฟที่มีประสิทธิภาพ ความจุที่แทบจะไร้ขีดจำกัด และความพร้อมใช้งาน 99.999%
ตอนนี้คุณคุ้นเคยกับแนวคิดของ Spanner Graph มากขึ้นแล้ว ลองใช้สคีมาและข้อมูลของคุณได้เลยวันนี้
ขั้นตอนต่อไปคืออะไร
ดูข้อมูลเพิ่มเติมเกี่ยวกับ Spanner Graph ในคู่มือผู้ใช้