1. מבוא
Spanner Graph משלבת בין יכולות של מסד נתונים מבוסס-גרף לבין Spanner, מסד הנתונים של Google Cloud שפועל תמיד, עקבי ברחבי העולם וניתנת לו התאמה לעומס (scale) כמעט ללא הגבלה.
Spanner Graph תומך בממשק של שאילתות גרף שתואם לתקני ISO GQL (Graph Query Language). בעזרת יכולת הפעולה ההדדית בין מודלים יחסיים למודלים של גרפים, אפשר לשלב את היכולות המוכחות של SQL עם היכולת לבטא את עצמכם באמצעות התאמת דפוסים של גרפים מ-GQL. אפשר למפות טבלאות לתרשים באמצעות סכימה מצהירה בלי העברת נתונים, וכך להעביר תרשימים למערכי נתונים בטבלאות. כך תוכלו לבצע קישור מאוחר (כלומר, לדחות) של הבחירות של מודל הנתונים ולהשתמש בשפת השאילתות הטובה ביותר לכל משימה שצריך לבצע.
בשיעור ה-Lab הזה תלמדו איך להגדיר מסד נתונים של Spanner Graph באמצעות מערך נתונים מאוכלס מראש, איך להריץ שאילתות על הגרף באמצעות GQL ואיך לגשת גם לנתונים של גרף וגם לנתונים יחסיים יחד על ידי שילוב של GQL ו-SQL.
מה תפַתחו
במסגרת שיעור ה-Lab הזה תלמדו:
- יוצרים מכונה של Spanner.
- הגדרת מסד נתונים עם סכימה של תרשים פיננסי וקבוצות נתונים מאוכלסות מראש.
- להריץ שאילתות GQL ולשלב בין GQL ל-SQL.
מה תלמדו
- איך מגדירים מכונה של Spanner.
- איך משתמשים בפקודה
gcloud spanner samples init finance-graphכדי להגדיר מסד נתונים לדוגמה של Spanner Graph. - איך מציגים את הסכימה של תרשים בדף הסקירה הכללית של מסד הנתונים.
- איך לכתוב שאילתות של נתיבים עם כמה שלבים באמצעות GQL.
- איך כותבים שאילתות מורכבות יותר באמצעות GQL.
- איך לשלב בין GQL ל-SQL.
מה נדרש
2. הגדרה ודרישות
יצירת פרויקט ב-GCP
נכנסים למסוף Google Cloud ויוצרים פרויקט חדש או משתמשים מחדש בפרויקט קיים. אם עדיין אין לכם חשבון Gmail או חשבון Google Workspace, עליכם ליצור חשבון.
- שם הפרויקט הוא השם המוצג של המשתתפים בפרויקט. זוהי מחרוזת תווים שלא משמשת את Google APIs. תמיד אפשר לעדכן אותו.
- מזהה הפרויקט הוא ייחודי לכל הפרויקטים ב-Google Cloud ואי אפשר לשנות אותו אחרי שמגדירים אותו. מסוף Cloud יוצר מחרוזת ייחודית באופן אוטומטי. בדרך כלל לא משנה מה המחרוזת הזו. ברוב ה-codelabs תצטרכו להפנות למזהה הפרויקט (בדרך כלל מזהים אותו בתור
PROJECT_ID). אם המזהה שנוצר לא מוצא חן בעיניכם, תוכלו ליצור מזהה אקראי אחר. לחלופין, אפשר לנסות כתובת משלכם ולבדוק אם היא זמינה. לא ניתן לשנות את השם אחרי השלב הזה, והוא יישאר למשך כל תקופת הפרויקט. - לידיעתך, יש ערך שלישי, מספר פרויקט, שמשתמשים בו בחלק מממשקי ה-API. מידע נוסף על כל שלושת הערכים האלה זמין במסמכי העזרה.
הגדרת החיוב
לאחר מכן, עליכם לפעול לפי המדריך למשתמש לניהול החיוב ולהפעיל את החיוב במסוף Cloud. משתמשים חדשים ב-Google Cloud זכאים להשתתף בתוכנית תקופת ניסיון בחינם בסך 300$. כדי להימנע מחיובים מעבר למדריך הזה, אפשר לכבות את מכונה של Spanner בסוף הקודלאב לפי ההוראות שב'שלב 9: סידור'.
הפעלת Cloud Shell
אפשר להפעיל את Google Cloud מרחוק מהמחשב הנייד, אבל בסדנת הקוד הזו נשתמש ב-Google Cloud Shell, סביבת שורת פקודה שפועלת ב-Cloud.
במסוף Google Cloud, לוחצים על סמל Cloud Shell בסרגל הכלים שבפינה הימנית העליונה:
תהליך ההקצאה והחיבור לסביבת העבודה אמור להימשך רק כמה רגעים. בסיום, אמור להופיע משהו כזה:
המכונה הווירטואלית הזו כוללת את כל הכלים הדרושים למפתחים. יש בה ספריית בית בנפח מתמיד של 5GB והיא פועלת ב-Google Cloud, משפרת מאוד את ביצועי הרשת ואת האימות. אתם יכולים לבצע את כל העבודה בקודלאב הזה בדפדפן. אין צורך להתקין שום דבר.
3. יצירת מכונה של Spanner
ב-Spanner, מכונה היא אשכול של משאבי מחשוב ואחסון שמארח מסד נתונים אחד או יותר של Spanner. כדי לארח מסד נתונים של Spanner ב-codelab הזה, תצטרכו לפחות מכונה אחת.
בדיקת גרסת ה-SDK של gcloud
לפני שיוצרים מכונה, צריך לוודא ש-gcloud SDK ב-Google Cloud Shell עודכן לגרסה הנדרשת – gcloud SDK 493.0.0. כדי למצוא את גרסת ה-SDK של gcloud, מריצים את הפקודה הבאה.
$ gcloud version | grep Google
דוגמה לפלט:
Google Cloud SDK 489.0.0
אם הגרסה שבה אתם משתמשים היא קודמת לגרסה הנדרשת 493.0.0 (489.0.0 בדוגמה הקודמת), עליכם לשדרג את Google Cloud SDK על ידי הפעלת הפקודה הבאה:
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
הפעלת Spanner API
ב-Cloud Shell, מוודאים שמזהה הפרויקט מוגדר. משתמשים בפקודה הראשונה שבהמשך כדי למצוא את מזהה הפרויקט המוגדר כרגע. אם התוצאה לא צפויה, הפקודה השנייה שבהמשך מגדירה את התוצאה הנכונה.
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
מגדירים את אזור ברירת המחדל בתור us-central1. אפשר לשנות את האזור הזה לאזור אחר שנתמך על ידי הגדרות אזוריות של Spanner.
gcloud config set compute/region us-central1
מפעילים את Spanner API:
gcloud services enable spanner.googleapis.com
יצירת המכונה של Spanner
בקטע הזה תלמדו איך ליצור מכונה לתקופת ניסיון בחינם או מכונה שהוקצתה. במהלך הקודלאב הזה, מזהה המכונה של Spanner Graph שבו נעשה שימוש הוא graph-demo, שמוגדר כמשתנה SPANNER_INSTANCE_ID באמצעות שורת הפקודה export. אפשר גם לבחור שם משלכם למזהה המכונה.
יצירת מכונה של Spanner לתקופת ניסיון בחינם
מכונה לתקופת ניסיון בחינם של Spanner למשך 90 יום זמינה לכל מי שיש לו חשבון Google והחיוב ב-Cloud מופעל בפרויקט שלו. לא תחויבו אלא אם תבחרו לשדרג את המכונה של תקופת הניסיון בחינם למכונה בתשלום. יש תמיכה ב-Spanner Graph במכונה של תקופת הניסיון בחינם. אם אתם עומדים בדרישות, תוכלו ליצור מכונה לתקופת ניסיון בחינם. לשם כך, פותחים את Cloud Shell ומריצים את הפקודה הבאה:
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"
פלט הפקודה:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --instance-type=free-instance \ --description="Spanner Graph demo" Creating instance...done.
יצירת מכונה של Spanner שהוקצתה
אם אתם לא זכאים להשתמש במכונה של תקופת ניסיון בחינם, תוכלו להגדיר מכונה של Spanner עם צומת אחד לצורך הקודלהב הזה. Spanner Graph זמין במהדורות Enterprise או Enterprise Plus. כדי ליצור מכונה במהדורת Enterprise או Enterprise Plus, פותחים את Cloud Shell ומריצים את הפקודה הבאה:
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
פלט הפקודה:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --description="Spanner Graph demo" \ --nodes=1 Creating instance...done.
4. יצירת מסד הנתונים של Spanner באופן אוטומטי
בדיקת גרסת ה-SDK של gcloud
לפני שיוצרים מסד נתונים, צריך לוודא ש-gcloud SDK ב-Google Cloud Shell עודכן לגרסה הנדרשת – gcloud SDK 484.0.0. כדי לבדוק מהי גרסת ה-SDK של gcloud, מריצים את הפקודה הבאה.
$ gcloud version | grep Google Google Cloud SDK 483.0.0
אם הגרסה נמוכה מהגרסה הנדרשת 484.0.0 (לדוגמה, הפלט שלמעלה 483.0.0), צריך לשדרג על ידי העתקה והרצה של הפקודה הבאה.
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
יצירת מכונה ומסד נתונים
אחרי שהמכונה פועלת, אפשר ליצור את מסד הנתונים. ב-Spanner אפשר להשתמש במספר מסדי נתונים במכונה אחת.
מסד הנתונים הוא המקום שבו מגדירים את הסכימה. אתם יכולים גם לקבוע למי תהיה גישה למסד הנתונים, להגדיר הצפנה בהתאמה אישית, להגדיר את האופטימיזטור ולהגדיר את תקופת השמירה.
מסד הנתונים ייוצר במכונה עם המזהה SPANNER_INSTANCE_ID מהשלב הקודם.
אם עדיין לא הגדרתם את המשתנה SPANNER_INSTANCE_ID, תוכלו להשתמש בשורת הפקודה הבאה כדי להגדיר אותו.
export SPANNER_INSTANCE_ID={your_instance_id}
משתמשים בכלי שורת הפקודה gcloud של Google Cloud Shell שמופיע בהמשך כדי ליצור מסד נתונים ב-Spanner עם סכימה של תרשים פיננסי ומערך נתונים פיננסיים מאוכלס מראש.
gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
פלט הפקודה:
$ 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
הפקודה gcloud spanner samples init finance-graph היא מעטפת לפעולות הבאות:
- יצירת מסד נתונים בשם finance-graph-db במכונה.
- יצירת סכמה של תרשים פיננסי במסד הנתונים. הסכימה מכילה הגדרות של צמתים לישות כמו חשבונות בנק, הלוואות וכו', והגדרות של קצוות ליחסים ביניהן. תוכלו לבדוק את הסכימה של מסד הנתונים בשלב 6).
- הוספה של כמה אלפי צמתים וקצוות של גרף למסד הנתונים.
איך מטפלים בשגיאות
הוספת הנתונים נכשלה
אם הכלי מסתיים בהודעת השגיאה Failed to insert data for the graph database, אפשר לפעול לפי ההוראות בדף האופציונלי של שלב 5 כדי ליצור מסד נתונים באופן ידני ולאחר מכן להוסיף נתונים.
השלב הבא
אם היצירה האוטומטית של מסד הנתונים הצליחה, אפשר לדלג על הקטע האופציונלי הבא ולעבור ישירות לקטע 'הצגת הסכימה של הגרף' (שלב 6).
5. (אופציונלי) יצירת מסד נתונים של Spanner באופן ידני
אחרי שהמכונה פועלת, אפשר ליצור את מסד הנתונים באופן ידני.
מסד הנתונים הוא המקום שבו מגדירים את הסכימה. אתם יכולים גם לקבוע למי תהיה גישה למסד הנתונים, להגדיר הצפנה בהתאמה אישית, להגדיר את האופטימיזטור ולהגדיר את תקופת השמירה.
מסד הנתונים ייוצר במכונה עם המזהה SPANNER_INSTANCE_ID בשלבים הקודמים.
אם עדיין לא הגדרתם את המשתנה SPANNER_INSTANCE_ID, תוכלו להשתמש בשורת הפקודה הבאה כדי להגדיר אותו.
export SPANNER_INSTANCE_ID={your_instance_id}
כדי ליצור מסד נתונים, משתמשים בכלי שורת הפקודה של gcloud:
export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
--instance=$SPANNER_INSTANCE_ID
פלט הפקודה:
$ gcloud spanner databases create $SPANNER_DATABASE \ --instance=$SPANNER_INSTANCE_ID Creating database...done.
יצירת הסכימה עם גרף
כדי להגדיר את הסכימה, עוברים אל Spanner Studio ומשתמשים בעורך:
כדי ליצור את הסכימה, מעתיקים ומדביקים את ה-DDL שבהמשך ב-Spanner Studio Editor.
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
);
לאחר מכן לוחצים על הלחצן RUN וממתינים כמה שניות עד שהסכימה נוצרת.
יכול להיות שתתהו לגבי המשמעות של כל טענת CREATE, במיוחד של טענת CREATE PROPERTY GRAPH. נבדוק את הסכימה בשלב הבא (6).
טעינת הנתונים
עכשיו עליכם להוסיף למסד הנתונים נתונים של תרשים פיננסי.
Spanner Graph יוצר גרפים מטבלאות קלט, כך שהנתונים בגרף מבוססים על הנתונים מטבלאות הקלט, ללא כפילויות של נתונים. באופן דומה, שינויים בנתונים בטבלאות הקלט משתקפים באופן אוטומטי במודל הגרף. כך אפשר להימנע מביצוע ETL מורכב לצורך סנכרון עם מקורות נתונים אחרים.
אפשר להשתמש בהצהרות INSERT המוכרות של SQL כדי להוסיף נתונים לטבלאות הקלט.
פותחים כרטיסייה חדשה ב-Spanner Studio, מעתיקים את הוראות ההוספה הבאות ומדביקים אותן, ואז לוחצים על הלחצן RUN. הצהרות INSERT יאכלסו אלפי צמתים וקצוות במסד הנתונים. בהתאם לכמות הטקסט, ההעתקה עשויה להימשך כמה שניות.
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 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10:34:54", "Two-factor authentication enabled."), (186,"2021-06-18 10:18:16", "Account password reset successfully."), (453,"2021-09-09 09:10:46", "Support ticket closed."), (404,"2020-02-17 04:34:58", "Login attempt from unrecognized device."), (206,"2021-08-22 09:01:55", "Security question updated."), (153,"2020-05-04 08:51:37", "Account recovery email updated."), (391,"2021-05-15 00:15:56", "Account unlocked by system administrator."), (608,"2021-10-22 03:23:17", "Failed login attempt using incorrect password from IP address [ip address removed]."), (427,"2021-02-21 21:59:25", "API key revoked."), (455,"2020-11-30 08:52:46", "Payment method added."), (650,"2021-12-18 14:29:06", "Account successfully created."), (129,"2020-02-13 00:37:57", "Account password reset requested."), (453,"2021-03-15 18:39:15", "Notification preferences changed."), (489,"2020-09-09 23:52:09", "Account deleted by user."), (464,"2021-01-05 15:35:25", "Profile picture updated."), (554,"2021-07-12 00:42:50", "User logged in successfully."), (229,"2021-02-07 21:25:24", "Profile picture updated."), (301,"2020-05-16 13:22:18", "Data import completed."), (282,"2020-03-27 08:10:51", "Support ticket closed."), (438,"2020-12-09 17:56:16", "API key generated."), (375,"2021-08-24 21:12:00", "User logged in successfully."), (75,"2021-10-04 00:55:23", "Subscription renewed."), (688,"2020-02-25 22:27:13", "Payment method removed."), (683,"2020-05-04 13:50:30", "Device unlinked from the account."), (353,"2020-02-11 21:40:06", "Billing information updated."), (96,"2020-08-15 04:10:06", "Login attempt from unrecognized device."), (617,"2020-06-08 19:07:19", "Failed login attempt using incorrect password from IP address [ip address removed]."), (451,"2020-06-09 13:00:48", "Account password reset successfully."), (392,"2021-04-02 12:05:56", "User logged in successfully."), (688,"2021-10-01 14:32:51", "API key revoked."), (617,"2020-08-11 09:23:39", "Account locked due to multiple failed login attempts."), (392,"2021-10-15 17:09:39", "Account permissions modified."), (196,"2020-01-27 20:05:26", "Account unlocked by system administrator."), (130,"2020-07-05 20:04:29", "File uploaded to the account."), (123,"2021-11-13 13:55:12", "Billing information updated."), (153,"2020-10-07 10:10:29", "File uploaded to the account."), (518,"2020-08-18 15:05:17", "Account password reset successfully."), (225,"2021-06-22 13:13:52", "Account unlocked by system administrator."), (123,"2021-02-17 23:57:05", "API key generated."), (8,"2020-05-26 14:33:07", "Subscription renewed."), (229,"2021-07-26 08:40:50", "Data import completed."), (247,"2021-03-13 23:46:57", "Referral link shared."), (621,"2021-08-02 19:40:15", "Subscription renewed."), (4,"2020-01-14 11:59:52", "Two-factor authentication enabled."), (153,"2020-12-13 18:58:38", "Account deleted by user."), (562,"2021-04-01 16:16:58", "Account successfully created."), (392,"2020-12-18 19:07:27", "Successful login from new IP address."), (573,"2020-04-01 06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset successfully."), (3,"2020-03-29 00:27:36", "Account password reset successfully."), (489,"2020-02-29 23:54:59", "Account password updated."), (621,"2021-06-15 07:33:20", "Account details viewed by user."), (212,"2020-01-16 02:15:04", "Successful login from new IP address."), (645,"2020-06-25 10:59:08", "Account deleted by user."), (48,"2020-08-22 06:21:04", "Support ticket closed."), (213,"2021-10-13 19:32:02", "Account password reset successfully."), (290,"2020-09-16 09:20:21", "Account permissions modified."), (693,"2021-08-02 12:08:43", "Billing information updated."), (505,"2021-08-29 00:05:24", "Data import completed."), (602,"2020-04-20 00:52:09", "Data import completed."), (213,"2020-08-14 00:25:44", "Data export requested."), (247,"2021-01-06 08:56:08", "Profile picture updated."), (117,"2021-10-08 15:20:14", "Payment method added."), (75,"2020-12-07 05:42:09", "API key revoked."), (196,"2020-09-10 22:24:16", "Suspicious activity detected from new location."), (13,"2020-02-18 00:41:02", "Account recovery email updated."), (455,"2021-05-15 17:20:35", "Account locked due to multiple failed login attempts."), (575,"2021-04-23 00:10:22", "Payment method added."), (562,"2021-09-04 20:30:50", "Account locked due to multiple failed login attempts."), (285,"2020-02-28 18:37:10", "Suspicious activity detected from new location."), (393,"2021-01-02 11:08:14", "Account temporarily suspended."), (641,"2021-08-23 18:55:47", "Account details viewed by user."), (186,"2020-03-07 09:03:05", "File downloaded from the account."), (528,"2021-10-08 06:15:33", "User logged in successfully."), (450,"2020-07-25 12:27:14", "Suspicious activity detected from new location."), (453,"2021-03-07 15:57:55", "Account details viewed by user."), (123,"2020-02-23 12:40:05", "API key generated."), (696,"2020-08-25 06:04:33", "Two-factor authentication disabled."), (416,"2021-06-22 12:48:01", "Account successfully created."), (597,"2020-03-21 11:30:56", "Two-factor authentication enabled."), (196,"2021-04-06 22:35:06", "File uploaded to the account."), (173,"2021-09-04 00:57:52", "Account successfully created."), (590,"2020-03-01 02:56:54", "Billing information updated."), (225,"2021-10-15 07:34:01", "Security question updated."), (693,"2021-11-14 18:03:39", "File downloaded from the account."), (146,"2020-10-14 03:41:20", "Payment method removed."), (577,"2020-01-22 16:46:18", "Suspicious activity detected from new location."), (545,"2020-01-30 23:00:29", "Subscription cancelled."), (504,"2021-06-17 10:57:26", "Data import completed."), (228,"2020-06-05 05:42:53", "Account successfully created."), (405,"2021-04-14 08:41:16", "API key revoked."), (301,"2020-06-14 18:29:04", "Login attempt from unrecognized device."), (375,"2021-05-27 13:06:27", "Security question updated."), (186,"2021-09-04 17:18:21", "Account password updated."), (475,"2020-05-11 08:50:01", "Security question updated."), (504,"2020-08-12 00:24:22", "Subscription cancelled."), (582,"2021-02-02 12:10:03", "Successful login from new IP address."), (392,"2020-10-15 13:16:42", "Account subscription upgraded."), (475,"2021-11-30 03:54:07", "New device linked to the account."), (381,"2020-07-25 22:45:45", "Two-factor authentication disabled."), (130,"2020-10-17 12:38:07", "Account unlocked by system administrator."), (285,"2020-12-23 04:59:09", "Account temporarily suspended."), (501,"2021-05-15 21:58:05", "Billing information updated."), (301,"2020-05-16 03:38:05", "Account password updated."), (504,"2020-07-14 18:53:49", "API key revoked."), (404,"2021-09-04 13:38:11", "Billing information updated."), (696,"2020-02-16 16:14:12", "Login attempt from unrecognized device."), (153,"2020-05-07 05:14:19", "Payment method added."), (590,"2020-09-23 16:58:49", "API key revoked."), (453,"2020-12-06 06:59:15", "Device unlinked from the account."), (453,"2020-04-25 16:07:55", "Data export requested."), (602,"2020-02-23 02:34:53", "Support ticket created."), (404,"2021-05-29 09:08:03", "Account password reset successfully."), (163,"2020-05-03 11:35:26", "Suspicious activity detected from new location."), (207,"2021-08-24 17:55:30", "Subscription cancelled."), (455,"2021-08-17 02:37:09", "Account details viewed by user."), (453,"2021-09-04 20:44:33", "Account locked due to multiple failed login attempts."), (520,"2020-08-07 18:45:09", "Support ticket closed."), (392,"2021-12-16 05:13:11", "API key revoked."), (212,"2020-03-08 15:17:22", "User logged out successfully."), (641,"2021-01-04 21:45:14", "Profile picture updated."), (213,"2020-10-19 19:01:08", "Notification preferences changed."), (393,"2021-08-22 17:30:48", "Account password reset requested."), (577,"2021-03-02 10:29:48", "Support ticket created."), (13,"2020-09-05 17:36:02", "API key generated."), (694,"2021-07-11 03:48:13", "Successful login from new IP address."), (442,"2021-03-04 15:54:53", "Security question updated."), (4,"2020-09-05 15:19:58", "Support ticket closed."), (590,"2021-11-14 16:36:14", "Device unlinked from the account."), (528,"2021-06-30 15:43:15", "Login attempt from unrecognized device."), (688,"2021-04-28 16:58:35", "Failed login attempt using incorrect password from IP address [ip address removed]."), (545,"2020-08-01 10:56:52", "Billing information updated."), (282,"2020-08-30 00:51:45", "Privacy settings updated."), (123,"2020-09-21 13:09:39", "Account details viewed by user."), (617,"2020-07-30 02:19:52", "Account unlocked by system administrator."), (163,"2020-10-23 08:21:23", "Account password reset successfully."), (446,"2020-01-14 12:47:36", "Device unlinked from the account."), (282,"2020-04-10 12:01:11", "Data import completed."), (163,"2021-12-10 17:29:15", "Account details viewed by user."), (207,"2021-02-03 04:52:45", "Account permissions modified."), (163,"2020-05-17 02:30:41", "Account password reset successfully."), (393,"2020-03-25 05:02:37", "Account details viewed by user."), (146,"2021-11-22 08:36:02", "Account password reset successfully."), (489,"2020-06-16 10:18:46", "Account password updated."), (489,"2020-04-27 01:14:43", "API key revoked."), (694,"2021-03-09 16:22:12", "User logged in successfully."), (693,"2021-09-23 19:58:58", "New device linked to the account."), (171,"2021-02-10 12:41:49", "Account recovery email updated."), (218,"2020-12-22 16:02:56", "Account locked due to multiple failed login attempts."), (206,"2020-08-10 13:13:11", "Payment method removed."), (621,"2020-07-14 11:43:52", "File uploaded to the account."), (218,"2021-05-16 10:08:04", "Account password reset requested."), (619,"2020-09-02 18:20:40", "Subscription cancelled."), (206,"2020-04-18 21:30:38", "File uploaded to the account."), (290,"2021-07-08 07:46:39", "Data import completed."), (285,"2021-09-28 19:07:26", "Privacy settings updated."), (453,"2021-05-02 20:50:37", "Referral link shared."), (275,"2021-10-27 19:20:27", "Account locked due to multiple failed login attempts."), (3,"2021-12-20 05:03:37", "Account locked due to multiple failed login attempts."), (573,"2020-09-27 14:11:48", "Login attempt from unrecognized device."), (381,"2020-05-26 05:40:25", "Referral link shared."), (275,"2020-03-18 20:25:31", "Privacy settings updated."), (282,"2020-07-06 09:11:40", "Subscription renewed."), (213,"2021-07-18 02:30:49", "Data import completed."), (44,"2021-08-04 13:37:56", "Account deleted by user."), (173,"2020-09-13 12:52:45", "Account recovery email updated."), (504,"2020-03-11 02:54:59", "Suspicious activity detected from new location."), (416,"2020-11-01 11:14:00", "Profile picture updated."), (306,"2021-05-09 19:19:25", "Profile picture updated."), (212,"2021-06-10 12:03:57", "Subscription renewed."), (186,"2020-10-15 01:02:40", "Device unlinked from the account."), (229,"2020-05-09 05:14:39", "Account details viewed by user."), (450,"2020-06-28 04:46:57", "Account subscription upgraded."), (218,"2021-10-31 11:12:28", "Subscription renewed."), (312,"2021-11-01 17:31:13", "Profile picture updated."), (518,"2021-04-04 22:32:05", "Account password reset requested."), (353,"2020-07-01 14:00:06", "User logged in successfully."), (306,"2021-07-08 07:38:32", "Account password updated."), (153,"2021-12-10 04:16:02", "Notification preferences changed."), (562,"2021-06-01 15:55:25", "API key revoked."), (207,"2020-02-11 12:08:16", "Account password reset requested."), (597,"2020-05-30 13:42:10", "File downloaded from the account."), (518,"2021-02-04 02:08:40", "Subscription renewed."), (96,"2020-10-12 13:38:21", "Payment method added."), (489,"2021-04-14 08:05:29", "Two-factor authentication enabled."), (442,"2020-06-13 00:22:31", "Account recovery email updated."), (275,"2020-05-18 10:17:59", "File uploaded to the account."), (353,"2021-05-23 20:48:25", "Payment method removed."), (206,"2021-07-01 04:44:06", "Two-factor authentication enabled."), (528,"2021-08-12 05:52:10", "Payment method removed.");
סיכום
בשלב הזה יצרתם את מסד הנתונים של Spanner עם סכימה של גרף ונתוני גרף מאוכלסים מראש.
השלב הבא
בשלב הבא נלמד על הסכימה של התרשים
6. סקירה של הסכימה של הגרף
הצגת הסכימה של תרשים
במסוף Cloud, עוברים למכונה של Spanner ולוחצים על מסד הנתונים finance-graph-db. בדף הסקירה הכללית הזה, לוחצים על הלחצן 'הצגת DDL מקביל' (בתחתית הדף) כדי להציג את הסכימה של מסד הנתונים.
כשבודקים את הסכימה, מופיעות קודם כמה טבלאות יחסיות עם הצהרות CREATE TABLE, שמוצגות גם בצילום המסך שבהמשך:
- הטבלה
Account, שמכילה נתונים על חשבונות בנק - טבלה
AccountAudits, שבה מתבצע מעקב אחרי ביקורות של חשבונות בנק - הטבלה
AccountRepayLoan, שבה מתבצע מעקב אחר תשלומי הלוואות שבוצעו מחשבונות בנק. - טבלה
AccountTransferAccount, שבה מתבצע מעקב אחר העברות כספים בין חשבונות בנק. - הטבלה
Loan, שמכילה נתונים על הלוואות ללקוחות - הטבלה
Person, שמכילה נתונים על לקוחות בנק שהמודל שלהם הוא אנשים - טבלה
PersonOwnAccount, שבה מתועד הקשר בין אנשים שיש להם חשבונות בנק
גוללים למטה ב-DDL של הסכימה, ומוצאים את ההצהרה CREATE PROPERTY GRAPH FinGraph שבה מגדירים את הסכימה של התרשים על סמך טבלאות SQL שלמעלה. נסביר על הסכימה של הגרף בקטע הבא.
הסבר על הסכימה של הגרף
בעזרת Spanner Graph אפשר ליצור גרף מטבלאות באמצעות משפט CREATE PROPERTY GRAPH. הטבלאות שבהן משתמשים כדי ליצור תרשימים נקראות טבלאות קלט. אין כפילות של נתונים ביצירת תרשים.
Spanner Graph תומך במודל הנתונים של תרשים נכסים עם צמתים וקצוות עם הערות של תוויות ומאפיינים. בסכימה הזו של תרשים פיננסי, יצרנו 3 סוגים של צמתים ו-3 סוגים של קצוות על סמך טבלאות הקלט היחסיות שהוגדרו קודם.
צמתים
אנחנו מגדירים 3 סוגים של צמתים על סמך 3 טבלאות קלט:
- צומת
Person, על סמך טבלת Person - צומת
Account, על סמך טבלת החשבון - צומת
Loan, על סמך טבלת ההלוואות
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)
)
...
כל שורה בטבלאות הצמתים ממופה לצומת במודל הגרף. לכל צומת יש תווית, כמו Account ו-Person, שמייצגת את הצומת. בדף הבא תשתמשו בתוויות כדי לשלוח שאילתות לגבי סוגי צמתים.
כברירת מחדל, כל העמודות של טבלת הקלט בזמן יצירת הגרף נכללות כמאפייני צומת. לדוגמה, העמודות id, create_time, is_blocked ו-type בטבלה Account הן מאפיינים של הצומת Account. עם זאת, אפשר להחריג עמודות ממודל הגרף באמצעות תחביר ALL COLUMNS EXCEPT, שמוסבר כאן.
קצוות
אנחנו מגדירים 3 סוגים של קשרים בין צמתים:
AccountRepayLoanedge, על סמך הטבלהAccountRepayLoan, שמקשר את הצומתAccountלצומתLoan.AccountTransferAccountedge, על סמך טבלהAccountTransferAccount, שמחברת צומתAccountלצומתAccountאחר.PersonOwnAccountedge, על סמך הטבלהPersonOwnAccount, שמקשר את הצומתPersonלצומתAccount.
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)
);
כדי למפות טבלה לקצוות, צריך להגדיר את מפתחות המקור והיעד. המפתחות האלה קובעים את הקשר בין הקצה לבין צמתים המקור והיעד.
לדוגמה, כל קודקוד PersonOwnAccount מחבר צומת Person (מקור) לצומת Account (יעד).
- הצומת
SOURCEשל צלע הוא צומתPersonש-idשלו זהה לצלעid. - הצומת
DESTINATIONשל צלע הוא צומתAccountש-idשלו זהה לצלעaccount_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)
לכל קצה יש תווית, כמו Repays ו-Owns, שמייצגת את סוג הקצה. בדומה לצמתים בתרשים, כל העמודות בטבלת הקלט נכללות כמאפייני צומת כברירת מחדל.
מידע נוסף על הסכימה
כאן אפשר לקרוא מידע נוסף על מושגים כלליים של סכימה של תרשים, כמו תווית, מאפיינים וקשר לטבלאות קלט.
מידע נוסף על הגדרת צומת ומידע נוסף על הגדרת קצוות
סיכום
בשלב הזה הבנתם את טבלאות הקלט ואת סוגי הצמתים והקצוות של תרשים הכספים.
השלב הבא
בשלב הבא, מריצים שאילתות של תרחישים פיננסיים כדי לחשוף את הפוטנציאל של נתוני התרשימים.
7. שליחת שאילתות לגרף באמצעות GQL
מהי סריקה של שאילתות גרף ב-GQL
נתוני הגרף מיוצגים כצומתים שמחוברים באמצעות קצוות. שאילתת תרשים מנווטת בין החיבורים האלה, ומעבירת את הנתונים מצומת לצומת על סמך הקריטריונים שצוינו. בשאילתה של תרשים, 'קפיצה' מתייחסת לתנועה מצומת אחד לצומת אחר לאורך צלע מקשרת. הוא מייצג שלב אחד בתהליך הטרaversal.
לדוגמה, במעבר בתרשים הבא יש 2 קפיצות בין 'אדם' (Bob), 'חשבון' (18) ו'הלוואה' (27).
הרצת שאילתות ב-Spanner Studio
בשלב הזה, מריצים כמה שאילתות GQL כדי להבין איך סמנטיקה של שאילתות גרף מאפשרת לנתח נתונים של גרף פיננסי.
לכל שאילתה, אפשר ליצור עורך חדש כמו 'עריכה 1' ב-Spanner Studio כדי להריץ אותה.
שאילתה 1 – התאמה בסיסית לדפוסים של צמתים וקצוות
אפשר להריץ את השאילתה הבאה כדי לעבור מצומת של אדם בשם Jacoby, למצוא את החשבונות שבבעלות האדם ולאחר מכן למצוא את ההלוואות ששולמו על ידי החשבון. זוהי טרנספורמציה של שאילתה בגרף בשני שלבים:
- הקפיצה הראשונה: מצומת
PersonלצומתAccountדרך הקצהOwns - הצעד השני: מהצומת
AccountלצומתLoanדרך הקצהRepays
האופן שבו אנחנו מתאימים בין סוגי צמתים וקצוות מבוסס על התוויות שלהם, כמו החלקים :Person, :Owns ו-:Account בשאילתה שבהמשך.
התוצאה מחזירה את מספר החשבון, פרטי התשלום ופרטי ההלוואה, לפי סדר תאריך התשלום של ההלוואה
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;
התרשים הבא ממחיש איך השאילתה יכולה לאחזר את כל החשבונות שבבעלות 'Jacoby' שביצעו תשלומי הלוואות. (תוצאת השאילתה עשויה להיות שונה ממה שמוצג בתרשים).
הרצת השאילתה בעורך אמורה להחזיר תוצאות כמו אלה שבהמשך. התוצאה מראה של-"Jacoby" יש רק חשבון אחד (מזהה 569) והלוואה אחת (מזהה 110), אבל יש כמה תשלומי החזר בין שניהם.
שאילתה 2 – סריקה כמותית של נתיב והחזרת רכיבי תרשים
השאילתה הבאה תואמת לכל העברות הכספים בחשבון, החל מחשבון מקור עם id=75 תוך 3 עד 6 קפיצות, עד לחשבון יעד עם id=199. התחביר {3,6} משמש לייצוג נתיב מפורט של 3 עד 6 קפיצות בין src_accnt ל-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;
באופן חזותי, אפשר לחשוב על ניתוח הקצוות הממוספרים באופן הבא: הוא מתחיל בצומת src_account ומאחזר את כל הנתיבים האפשריים להעברת חשבון בין 3 ל-6 קפיצות, כדי להגיע אל dst_account.
לדוגמה, הנתיב המודגש בחלק התחתון הוא שאילתה עם 6 שלבים.
הרצת השאילתה הזו אמורה להניב את התוצאות הבאות:
אפשר להחזיר רכיבי גרף בפורמט JSON באמצעות הפונקציה TO_JSON, כפי שמוחזר הקצה transfers למעלה. אובייקטי ה-JSON שמוחזרים עבור הצומת והקצה כוללים את הערכים של identifier, properties ו-labels. בנוסף, אובייקטי ה-JSON שמוחזרים לקצוות יכללו גם את source_node_identifier ו-destination_node_identifier.
בשאילתה הזו, התוצאה מחזירה את מספר הקפיצות של קצוות ההעברה ואת קצוות ההעברה בכל נתיב תואם בפורמט JSON עם TO_JSON(transfer) AS transfer_edges.
הערך המוחזר של transfer_edges הוא אובייקט מערך JSON. הוא מסוג מערך JSON כי יכולים להיות כמה צמתים להעברה בכל נתיב תואם בין חשבון המקור לחשבון היעד.
כל רכיב במערך הוא קצה, שמכיל את labels, source_node_identifier ו-destination_node_identifier של צמתים מחוברים, ונתוני properties של הקצה, כמו amount ו-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": "..."
}
]
שאילתה 3 – חיפוש הנתיב הקצר ביותר
שאילתה 2 מאתרת את כל שלושת הנתיבים מ-src_accnt ומ-dst_accnt בטווח הקפיצות שצוין. כל נתיב מורכב ממספר ספציפי של קפיצות, כלומר ארבע, חמש ושש.
כדי למצוא את הנתיב הקצר ביותר בין שני הצמתים האלה, אפשר לשנות אותו באמצעות קידומת החיפוש של הנתיב MATCH ANY SHORTEST. השאילתה הבאה מאתרת את הנתיב הקצר ביותר בין שני החשבונות האלה תוך 3 עד 6 קפיצות.
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;
אם משווים בין התוצאות של שתי השאילתות, מגלים ששאילתה 2 מחזירה את כל 3 הנתיבים האפשריים, ואילו שאילתה 3 (השאילתה הזו) מחזירה רק תוצאה אחת, שהיא הנתיב הקצר ביותר של 4 קפיצות.
הרצת השאילתה אמורה להניב את התוצאה הבאה.
שאילתה 4 – שרשרת של שאילתות גרף באמצעות קומפוזיציה ליניארית
כדי לזהות קשרים מורכבים יותר, אפשר להשתמש במילות המפתח NEXT כדי לשרשר יחד בלוקים של שאילתות גרפיות.
בשאילתה הבאה, רוצים להבין את זרימת הכספים בחשבונות הלקוחות כדי לחפש תזרים גדול חשוד של כניסה או יציאה כחלק מדרישות ניתוח התאימות.
כדי לעשות זאת, קודם מאתרים את כל חשבונות הבנק שבבעלות Bisla בבלוק השאילתה הראשון באמצעות MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).
לאחר מכן, בבלוק השני אחרי NEXT, מחשבים את סכומי ההעברה הכוללים לכל חשבון מאז '1 בינואר 2020'.
לאחר מכן, מחילים את אותה לוגיקה על סכומים יוצאים בשאילתת החסימה השלישית. לבסוף, מחשבים את היחס בין סכומי ההכנסות לבין סכומי ההוצאות בכל חשבון בבלוק האחרון.
כדי לגשת לתוצאות ביניים של שאילתות אחרי מילת המפתח NEXT, צריך להחזיר אותן בסוף הבלוק הקודם. לדוגמה, הערך התואם של accnt מוחזר בבלוק הראשון כדי שהבלוק השני יוכל לשלוח שאילתה לגבי העברות של תזרים מזומנים נכנס לחשבונות האלה.
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;
בתרשים הבא מוצגת גרפיקה של הנתיב שבו השאילתה עוברת.
הרצת השאילתה אמורה להניב את התוצאה הבאה:
מידע נוסף על שאילתות של גרפים
במדריך למשתמש תוכלו למצוא כמה דוגמאות לשאילתות גרפיות שתואמות לסכימה של ה-codelab הזה.
כאן אפשר לקרוא מסמכי עזרה בנושא שפת השאילתות של גרפים ב-GoogleSQL.
סיכום
בשלב הזה הרצתם מספר שאילתות תרשים של GQL והבנתם את הסמנטיקה שלהן.
השלב הבא
בשלב הבא מריצים שאילתות שמשלבות בין GQL ל-SQL.
8. שליחת שאילתות על גרף ועל טבלאות יחד
הרצת שאילתות ב-Spanner Studio
בשלב הזה, מריצים שאילתות תרשים שמאפשרות פעולה הדדית עם טבלאות SQL כדי לחבר את מודל התרשים של Spanner למודל היחסי שלו.
לכל שאילתה, אפשר ליצור עורך חדש ב-Spanner Studio כדי להריץ אותה.
הרצת שאילתת SQL עם יכולת פעולה הדדית
ב-Spanner Graph, יש תאימות מלאה בין SQL ל-GQL. משלבים בין GQL ל-SQL באמצעות האופרטור GRAPH_TABLE. בתוך המפעיל, אפשר לכתוב GQL כמו בקטע הקודם. לאחר מכן אפשר לחבר את התוצאות חזרה לחלק של שאילתת ה-SQL באמצעות ההצהרה RETURN.
לדוגמה, אפשר לשלב בין GQL ל-SQL כדי למצוא מידע ביקורת על חשבונות שקיבלו העברות בנקאיות מחשבון חשוד.
בשאילתה הבאה, שאילתה GQL באופרטור GRAPH_TABLE עוברת קפיצה אחת או שתיים מחשבון חשוד דרך הקצה Transfers, ולאחר מכן מחזירה מזהי חשבונות נפרדים שהושגו. לאחר מכן, השאילתה מתבצעת עם טבלה AccountAudits כדי למצוא את פרטי הביקורת של החשבונות האלה.
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
הרצת השאילתה תניב תוצאות כמו אלה שבהמשך.
במדריך למשתמש מפורט מידע נוסף על האופרטור GRAPH_TABLE לשילוב של שאילתת גרף ושאילתת SQL.
השלב הבא
בשלב הבא אפשר לנקות את הקוד.
9. ניקוי (אופציונלי)
כדי לנקות את הנתונים, עוברים אל הקטע Spanner במסוף Cloud ומוחקים את המכונה graph-demo שיצרנו בקודלאב.
10. מעולה!
כל הכבוד, יצרתם סכימת תרשים והרצתם שאילתות על גרפים באמצעות Spanner Graph.
שאילתה רגילה של SQL לא מספיקה כדי לחשוף קשרים בנתונים שהפכו מורכבים יותר ויותר עם רשתות מורכבות של קשרים. Spanner Graph מספק מודל נתונים של גרף קריטי עם תחביר חזק של שאילתות גרף, קיבולת כמעט בלתי מוגבלת וזמינות של 99.999%.
עכשיו, אחרי שהבנתם את המושגים של Spanner Graph, תוכלו לנסות את הסכימה והנתונים שלכם כבר היום.
מה השלב הבא?
במדריך למשתמש תוכלו לקרוא מידע נוסף על Spanner Graph.