1. מבוא
Spanner Graph מאחד יכולות מובנות של מסדי נתונים של תרשימים עם Spanner, מסד הנתונים של Google Cloud שפועל כל הזמן, עם מודל עקביות גלובלי ויכולת התאמה לעומס ( כמעט בלתי מוגבל).
Spanner Graph תומך בממשק של שאילתות תרשים שתואם לתקני ISO GQL (שפת שאילתת תרשים). בעזרת יכולת הפעולה ההדדית בין מודלים יחסיים ומודל של תרשים, אפשר לשלב את היכולות המתקדמות של SQL עם מידת ההבעה והאקספרסיביות של התאמת תבניות הגרף מ-GQL. אפשר למפות את הטבלאות לתרשימים באמצעות סכימה הצהרתית ללא העברת נתונים, שמאפשרת להציג גרפים במערכי נתונים של טבלאות. כך תוכלו לקשר מאוחר יותר (כלומר, לדחות) את האפשרויות של מודל הנתונים ולהשתמש בשפת השאילתות הטובה ביותר לכל משימה.
בשיעור ה-Lab הזה תלמדו איך להגדיר מסד נתונים של Spanner Graph באמצעות מערך נתונים מאוכלס מראש, לשלוח שאילתות על התרשים באמצעות GQL, ולגשת גם לנתונים בגרף וגם לנתונים יחסיים על ידי שילוב של GQL ו-SQL.
מה תפַתחו
במסגרת שיעור ה-Lab הזה:
- יוצרים מכונה של Spanner.
- הגדרת מסד נתונים עם סכימת גרף פיננסי ומערכי נתונים שאוכלסו מראש.
- שולחים שאילתות GQL ומשלבים את GQL ו-SQL.
מה תלמדו
- איך מגדירים מכונה של Spanner.
- איך להשתמש בפקודה
gcloud spanner samples init finance-graphכדי להגדיר מסד נתונים לדוגמה של Spanner Graph. - איך להציג את סכימת התרשים בדף הסקירה הכללית של מסד הנתונים
- איך לכתוב שאילתות מסוג נתיבים מרובים באמצעות GQL.
- איך לכתוב שאילתות מורכבות יותר באמצעות GQL.
- איך משלבים בין GQL ל-SQL.
למה תזדקק?
2. הגדרה ודרישות
יצירת פרויקט GCP
נכנסים למסוף Google Cloud ויוצרים פרויקט חדש או עושים שימוש חוזר בפרויקט קיים. אם אין לכם עדיין חשבון Gmail או חשבון Google Workspace, עליכם ליצור חשבון.
- Project name הוא השם המוצג של המשתתפים בפרויקט. זו מחרוזת תווים שלא משמשת את Google APIs. תמיד אפשר לעדכן.
- Project ID הוא ייחודי בכל הפרויקטים ב-Google Cloud ואי אפשר לשנות אותו (אי אפשר לשנות אותו אחרי שמגדירים אותו). מסוף Cloud יוצר מחרוזת ייחודית באופן אוטומטי; בדרך כלל לא מעניין אותך מה זה. ברוב ה-codelabs תצטרכו להפנות למזהה הפרויקט שלכם (בדרך כלל מזוהה כ-
PROJECT_ID). אם המזהה שנוצר לא מוצא חן בעיניכם, אתם יכולים ליצור מזהה אקראי אחר. לחלופין, אפשר לנסות שם משלך ולראות אם הוא זמין. לא ניתן לשנות אותו אחרי השלב הזה, והוא נשאר למשך הפרויקט. - לידיעתך, יש ערך שלישי, Project Number, שבו משתמשים בחלק מממשקי ה-API. מידע נוסף על כל שלושת הערכים האלה זמין במסמכי התיעוד.
הגדרת החיוב
לאחר מכן, תצטרכו לפעול לפי המדריך למשתמש בנושא ניהול החיוב ולהפעיל את החיוב במסוף Cloud. משתמשים חדשים ב-Google Cloud זכאים להשתתף בתוכנית תקופת ניסיון בחינם בשווי 1,200 ש"ח. כדי להימנע מצבירה של חיובים מעבר למדריך הזה, אפשר להשבית את מכונת Spanner בסוף ה-Codelab על ידי ביצוע הפעולות ל'שלב 9: פינוי מקום'.
הפעלת Cloud Shell
אומנם אפשר להפעיל את Google Cloud מרחוק מהמחשב הנייד, אבל ב-Codelab הזה משתמשים ב-Google Cloud Shell, סביבת שורת הפקודה שפועלת ב-Cloud.
במסוף Google Cloud, לוחצים על הסמל של Cloud Shell בסרגל הכלים שבפינה השמאלית העליונה:
נדרשים רק כמה דקות כדי להקצות את הסביבה ולהתחבר אליה. בסיום התהליך, אתם אמורים לראות משהו כזה:
למכונה הווירטואלית הזו נטען כל כלי הפיתוח הדרושים. יש בה ספריית בית בנפח מתמיד של 5GB והיא פועלת ב-Google Cloud, מה שמשפר משמעותית את ביצועי הרשת והאימות. כל העבודה ב-Codelab הזה יכולה להתבצע בתוך דפדפן. אתה לא צריך להתקין שום דבר.
3. יצירת מכונה של Spanner
ב-Spanner, מכונה היא אשכול של משאבי מחשוב ואחסון שמארח מסדי נתונים אחד או יותר של Spanner. צריך לפחות מכונה אחת כדי לארח מסד נתונים של Spanner עבור ה-Codelab הזה.
הפעלת Spanner API
ב-Inside Cloud Shell, מוודאים שמזהה הפרויקט מוגדר. כדי למצוא את מזהה הפרויקט המוגדר כרגע, משתמשים בפקודה הראשונה שבהמשך. אם התוצאה לא צפויה, הפקודה השנייה שלמטה מגדירה את הפקודה הנכונה.
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
צריך להגדיר את אזור ברירת המחדל כus-central1. אתם יכולים לשנות את ההגדרה לאזור אחר שנתמך על ידי ההגדרות האזוריות של Spanner.
gcloud config set compute/region us-central1
מפעילים את Spanner API:
gcloud services enable spanner.googleapis.com
יצירת מכונת Spanner
בקטע הזה צריך ליצור מכונה לתקופת ניסיון בחינם או מכונה שהוקצתה. במהלך ה-codelab הזה, מזהה המכונה של Spanner Graph שבו נעשה שימוש הוא graph-demo, ומוגדר כמשתנה SPANNER_INSTANCE_ID באמצעות שורת הפקודה export. אפשר גם לבחור שם למזהה המכונה שלכם.
יצירת מכונת Spanner לתקופת ניסיון בחינם
מופע של תקופת ניסיון בחינם למשך 90 יום של Spanner זמין לכל מי שיש לו חשבון Google שמופעל בו חיוב ב-Cloud בפרויקט. לא נחייב אותך, אלא אם תשדרג את הגרסה של תקופת הניסיון בחינם למופע בתשלום. אם אתם עומדים בדרישות, כדי ליצור מכונה לתקופת ניסיון בחינם, 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"
הפלט של הפקודה:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --instance-type=free-instance \ --description="Spanner Graph demo" Creating instance...done.
יצירת מכונת Spanner שהוקצתה לכם
אם בוחרים לא להשתמש במופע של תקופת ניסיון בחינם, אפשר להגדיר ל-Codelab הזה מופע Spanner מוקצה של 1. כדי לעשות את זה, 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
פלט הפקודה:
$ gcloud spanner instances create $SPANNER_INSTANCE_ID \ --config=$SPANNER_REGION \ --description="Spanner Graph demo" \ --nodes=1 Creating instance...done.
4. יצירה אוטומטית של מסד הנתונים Spanner
בדיקת גרסת ה-SDK של gcloud
לפני שיוצרים מסד נתונים, צריך לוודא שה-SDK של gcloud ב-Google Cloud Shell עודכן לגרסה הנדרשת – gcloud SDK 484.0.0. כדי לבדוק איזו גרסה של ה-SDK של gcloud פועלת, מריצים את הפקודה הבאה.
$ gcloud version | grep Google Google Cloud SDK 483.0.0
אם מספר הגרסה קטן מהנדרש ב-484.0.0 (למשל, 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
כשהמכונה פועלת, אפשר ליצור את מסד הנתונים. Spanner מאפשר להשתמש בכמה מסדי נתונים במכונה אחת.
מסד הנתונים הוא המקום שבו מגדירים את הסכימה. תוכלו גם לקבוע למי תהיה גישה למסד הנתונים, להגדיר הצפנה מותאמת אישית, להגדיר את כלי האופטימיזציה ולהגדיר את תקופת השמירה.
מסד הנתונים ייווצר במכונה עם המזהה SPANNER_INSTANCE_ID של השלב הקודם.
אם עדיין לא הגדרתם את המשתנה SPANNER_INSTANCE_ID, אתם צריכים להשתמש בשורת הפקודה שלמטה כדי להגדיר אותו.
export SPANNER_INSTANCE_ID={your_instance_id}
צריך להשתמש בכלי שורת הפקודה gcloud של Google Cloud Shell שבהמשך כדי ליצור מסד נתונים של Spanner עם סכימת גרף פיננסי ומערך נתונים פיננסי שמאוכלס 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.
CLI של spanner samples
הפקודה gcloud spanner samples init finance-graph היא wrapper לפעולות הבאות:
- יצירת מסד נתונים בשם 'finance-graph-db' במקרה שלכם.
- יצירת סכימה של תרשים פיננסי במסד הנתונים. הסכימה מכילה הגדרות צמתים לישויות כמו חשבונות בנק, הלוואות וכו', והגדרות קצה ליחסים ביניהם. תוכלו לבחון את הסכימה של מסד הנתונים בשלב 6).
- הזנה של אלפי צמתים וקצוות של גרף למסד הנתונים.
איך לטפל בשגיאות
הוספת הנתונים נכשלה
אם הכלי מסיים להציג הודעת שגיאה Failed to insert data for the graph database, אפשר לפעול לפי הדף 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 אל 'ניתוח סכימת התרשים' (שלב 6).
5. (אופציונלי) יצירה ידנית של מסד נתונים ב-Spanner
כשהמכונה פועלת, אפשר ליצור את מסד הנתונים באופן ידני.
מסד הנתונים הוא המקום שבו מגדירים את הסכימה. תוכלו גם לקבוע למי תהיה גישה למסד הנתונים, להגדיר הצפנה מותאמת אישית, להגדיר את כלי האופטימיזציה ולהגדיר את תקופת השמירה.
מסד הנתונים ייווצר במכונה עם המזהה SPANNER_INSTANCE_ID בשלבים הקודמים.
אם עדיין לא הגדרתם את המשתנה SPANNER_INSTANCE_ID, אתם צריכים להשתמש בשורת הפקודה שלמטה כדי להגדיר אותו.
export SPANNER_INSTANCE_ID={your_instance_id}
כדי ליצור מסד נתונים, משתמשים בכלי שורת הפקודה של Google Cloud:
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 באמצעות גרף
כדי להגדיר את הסכימה, עוברים אל Spanner Studio ומשתמשים בעורך:
בשביל הסכימה, מעתיקים את ה-DDL שלמטה ומדביקים אותו בעורך של 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
);
לאחר מכן, לוחצים על הלחצן RUN ומחכים כמה שניות עד שהסכימה תיווצר.
אנשים ישמחו לדעת מה המשמעות של כל הצהרת CREATE, במיוחד זו של ההצהרה CREATE PROPERTY GRAPH. נבדוק את הסכימה בשלב 6 הבא).
טעינת הנתונים
עכשיו תצטרכו להוסיף למסד הנתונים שלכם חלק מנתוני התרשים הפיננסי.
Spanner Graph יוצר גרפים מטבלאות קלט, כך שהנתונים בתרשים מבוססים על הנתונים מטבלאות הקלט, ללא כפילויות של נתונים. באופן דומה, שינויים בנתונים בטבלאות קלט משתקפים באופן אוטומטי במודל התרשים. כך אפשר להימנע מ-ETL מסובך לסנכרון עם מקורות נתונים אחרים.
אתם יכולים להשתמש בהצהרות INSERT המוכרות של SQL כדי להוסיף נתונים לטבלאות הקלט.
פותחים כרטיסייה חדשה ב-Spanner Studio, מעתיקים ומדביקים את הצהרות ההוספה הבאות ולוחצים על הלחצן RUN. ההצהרות INSERT יאכלסו אלפי צמתים וקצוות במסד הנתונים שלכם. בגלל עוצמת הקול של הטקסט, העתקת הטקסט 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 Spanner עם סכימת גרפים ונתוני גרף שאוכלסו מראש.
השלב הבא
בשלב הבא תכירו את סכימת התרשימים
6. הסבר על סכימת התרשים
הצגה של סכימת התרשים
במסוף Cloud, נכנסים למכונה של Spanner ולוחצים על מסד הנתונים finance-graph-db. בדף הסקירה הכללית הזה, לוחצים על 'הצגת ערכי DDL שווי ערך' (בחלק התחתון של הדף) להצגת הסכימה של מסד הנתונים.
בבדיקת הסכימה, תחילה יוצגו כמה טבלאות של קשרים עם הצהרות CREATE TABLE, והן מתועדות גם בצילום המסך הבא:
- הטבלה
Account, שמכילה נתונים על חשבונות בנק - טבלה אחת (
AccountAudits), שעוקבת אחרי ביקורות של חשבונות בנק - הטבלה
AccountRepayLoan, שעוקבת אחרי התשלומים של ההלוואות מחשבונות בנק. - הטבלה
AccountTransferAccount, שעוקבת אחרי העברות כספים בין חשבונות בנק. - הטבלה
Loan, שמכילה נתונים על הלוואות ללקוחות - הטבלה
Person, שמכילה נתונים על לקוחות בנקאיים לפי מודל של אנשים - הטבלה
PersonOwnAccount, שעוקבת אחרי הקשר של בעלי חשבונות הבנק
גוללים למטה בסכימה של ה-DDL כדי לראות את ההצהרה CREATE PROPERTY GRAPH FinGraph, שבה אנחנו מגדירים את סכימת התרשים על סמך טבלאות SQL שלמעלה. בקטע הבא נסביר את סכימת התרשימים.
הסבר על סכימת התרשים
Spanner Graph מאפשר ליצור תרשים מטבלאות באמצעות ההצהרה CREATE PROPERTY GRAPH. הטבלאות שמשמשות ליצירת גרפים נקראות טבלאות קלט. אין כפילויות של נתונים כשיוצרים תרשים.
Spanner Graph תומך במודל הנתונים של תרשים הנכס עם צמתים וקצוות עם הערות עם תוויות ומאפיינים. בסכימה הזו של הגרף הפיננסי, יצרנו 3 סוגי צמתים ו-3 סוגי קצוות על סמך טבלאות הקלט היחסיות שהוגדרו קודם לכן.
צמתים
אנחנו מגדירים 3 סוגי צמתים על סמך 3 טבלאות קלט:
- צומת
Person, על סמך טבלת אנשים - 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 התרשים. לכל צומת יש תווית כמו Account ו-Person, שמייצגת את הצומת. תוכלו להשתמש בתוויות כדי לשלוח שאילתות לגבי סוגי צמתים בדף הבא.
כברירת מחדל, כל העמודות של טבלת הקלט בזמן יצירת התרשים נכללות כמאפייני צומת. לדוגמה, העמודות id, create_time, is_blocked ו-type בטבלה Account הן המאפיינים של הצומת Account. עם זאת, אפשר להחריג עמודות ממודל התרשים.לשם כך, משתמשים בתחביר ALL COLUMNS EXCEPT, שמוסבר כאן.
קצוות
אנחנו מגדירים 3 סוגים של קצוות בין צמתים:
- הקצה
AccountRepayLoan, על סמך הטבלהAccountRepayLoan, מחבר צומתAccountלצומתLoan. - הקצה
AccountTransferAccount, על סמך הטבלהAccountTransferAccount, מחבר צומתAccountלצומת אחר שלAccount. - הקצה
PersonOwnAccount, על סמך הטבלהPersonOwnAccount, מחבר צומתPersonלצומתAccount.
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)
);
במהלך מיפוי טבלה לקצוות צריך להגדיר את מפתחות המקור והיעד. המפתחות האלה יוצרים את הקשר בין הקצה לצומתי המקור והיעד.
לדוגמה, כל קצה של PersonOwnAccount מחבר Person (מקור) לצומת Account (יעד).
- הצומת
SOURCEשל קצה הוא צומתPersonשה-idשלו זהה לקצהid. - הצומת
DESTINATIONשל קצה הוא צומתAccountשה-idשלו זהה לקצהaccount_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 קצה כברירת מחדל.
מידע נוסף על הסכימה
כאן אפשר לקבל מידע נוסף על מושגים כלליים של סכימת תרשימים, כמו תוויות, מאפיינים וקשר לטבלאות להזנת קלט.
מידע נוסף על הגדרת צומת ועל הגדרת קצה
סיכום
בשלב זה הבנתם את טבלאות הקלט ואת סוגי הצומת והקצה של התרשים של סכימת התרשים הפיננסי.
השלב הבא
בשלב הבא תוכלו להריץ שאילתות לגבי תרחישים פיננסיים כדי לגלות את הפוטנציאל של נתוני התרשימים.
7. שליחת שאילתה לתרשים באמצעות GQL
מהו מעבר שאילתות בגרף ב-GQL
נתוני התרשים מיוצגים כצמתים שמחוברים בקצוות. שאילתת תרשים מנווטת בין החיבורים האלה, ועוברת מצומת לצומת על סמך הקריטריונים שצוינו. בשאילתת תרשים, מתייחס למעבר מצומת אחד לאחר לאורך קצה מתחבר. הוא מייצג שלב יחיד בתהליך המעבר.
לדוגמה, במעבר בגרף שבהמשך, יש 2 צעדים בין אדם (Bob), חשבון (18) והלוואה (27).
הרצת שאילתות ב-Spanner Studio
בשלב הזה תריצו כמה שאילתות GQL כדי להבין איך סמנטיקה של שאילתות בתרשים מאפשרת ניתוח של נתוני תרשים פיננסי.
לכל שאילתה אפשר ליצור עורך חדש כמו 'עורך 1' ב-Spanner Studio כדי להפעיל.
שאילתה 1 – התאמה בסיסית של דפוסי קצה וצומת
אפשר להריץ את השאילתה הבאה כדי לעבור מצומת של אדם בשם "Jacoby", למצוא את החשבונות שבבעלות אותו אדם ולאחר מכן לגלות את ההלוואות שבוצעו על ידי החשבון. זהו מעבר שאילתה בתרשים דו-שלבי:
- צעד ראשון: מצומת
PersonלצומתAccountדרך קצהOwns - צעד שני: מצומת
AccountלצומתLoanדרך קצהRepays
האופן שבו אנחנו מתאימים בין סוגי צמתים וקצוות מבוסס על התוויות שלהם, כמו החלקים :Person, :Owns ו-:Account בשאילתה שלמטה.
התוצאה מחזירה את מספר החשבון, פרטי התשלום ופרטי ההלוואה, לפי התאריך של החזר 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 עוזר להמחיש איך השאילתה יכולה לאחזר את כל החשבונות שבבעלות 'Jacoby'. שביצעו החזרי הלוואות. (תוצאת השאילתה עשויה להיות שונה ממה שהתרשים מציע).
הרצת השאילתה בכלי העריכה אמורה להחזיר תוצאות כמו בהמשך. התוצאה מציינת ש"יעקב" יש רק חשבון אחד (מזהה 569) והלוואה אחת (מזהה 110), אבל יש כמה תשלומים ביניהם.
שאילתה 2 – רכיבי תרשים מכוסים של מעבר נתיב והחזרת תרשים
השאילתה הבאה תואמת לכל העברות הכספים בחשבון החל מחשבון מקור עם id=75 במרחק של 3 עד 6 צעדים, כדי להגיע לחשבון יעד עם id=199. התחביר {3,6} משמש לייצוג חציית נתיב של 3 עד 6 צעד 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;
מבחינה חזותית, אפשר לחשוב על מעבר הקצה המחושב כמו בדוגמה הבאה: הוא מתחיל בצומת src_account ומאחזר את כל הנתיבים האפשריים להעברת חשבון בין 3 ל-6 צעדים, כדי להגיע ל-dst_account.
הנתיב המודגש שלמטה, לדוגמה, הוא שאילתה של 6 קווים.
הרצת השאילתה הזו אמורה להניב את התוצאות הבאות:
אפשר להחזיר רכיבי תרשים בפורמט JSON באמצעות הפונקציה TO_JSON, כי למעלה מוחזרים קצוות של transfers. אובייקטי ה-JSON שמוחזרים לצומת ולקצה כוללים את identifier, properties ו-labels. בנוסף, אובייקטי ה-JSON המוחזרים לקצוות יכללו גם את source_node_identifier ואת destination_node_identifier.
בשאילתה הזו, התוצאה מחזירה את מספר הצעדים להעברה ואת הקצוות של ההעברה בכל נתיב תואם בפורמט JSON עם TO_JSON(transfer) AS transfer_edges.
ה-transfer_edges שהוחזר הוא אובייקט מערך JSON. הוא מסוג מערך JSON כי יכולים להיות כמה קצוות העברה בכל נתיב תואם בין המקור לחשבון היעד.
כל רכיב במערך הוא קצה, המכיל את labels, source_node_identifier ו-destination_node_identifier מהצמתים המחוברים, ואת הקצה של נתוני properties, 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 מוצאת את כל שלושת הנתיבים מ-src_accnt ומ-dst_accnt בטווח של הצעדים שצוין. כל נתיב מורכב ממספר ייחודי של צעדים – ארבע, חמש ושישה.
כדי למצוא את הנתיב הקצר ביותר בין שני הצמתים האלה, אפשר לשנות אותו על ידי שימוש בקידומת MATCH ANY SHORTEST לחיפוש נתיב. השאילתה הבאה מוצאת את הנתיב הקצר ביותר בין שני החשבונות האלה, בטווח של 3 עד 6 צעדים.
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 תשוו את התוצאות של שתי השאילתות, תגלו ששאילתה 2 מחזירה את כל 3 הנתיבים האפשריים ואילו שאילתה 3 (השאילתה הזו) מחזירה רק תוצאה אחת, שהיא הנתיב הקצר ביותר של 4 צעדים.
הרצת השאילתה אמורה להניב את התוצאה הבאה.
שאילתה 4 – שאילתות בגרף שמקובצות לפי הרכבה לינארית
כדי לזהות קשרים מורכבים יותר, אפשר להשתמש במילת המפתח NEXT כדי לשרשר בלוקים של שאילתות בתרשים יחד.
בשאילתה הבאה, אתם רוצים להבין את זרימת הכסף של חשבונות הלקוח כדי לחפש אחר זרימה גדולה של כספים או חריגות חשודות כחלק מהדרישות של ניתוח התאימות.
לשם כך, תחילה מאתרים את כל חשבונות הבנק בבעלות Bisla. בבלוק השאילתות הראשון עם MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).
לאחר מכן, בבלוק השני שאחרי NEXT, מחשבים את סכומי ההעברה הכוללים לכל חשבון מאז '01-01-2020'.
לאחר מכן, יחולו אותה לוגיקה על סכומים יוצאים בשאילתת הבלוק השלישית. לבסוף, מחשבים את היחס בין סכומי הזרימה לבין הסכומים של הזרימה עבור כל חשבון בבלוק האחרון.
לתוצאות של שאילתות ביניים שצריך לגשת אליהן אחרי מילת המפתח NEXT, צריך להחזיר אותן בסוף הבלוק הקודם. למשל, השדה accnt התואם מוחזר בבלוק הראשון, כדי שהבלוק השני יוכל לבצע שאילתות על העברות כספים נכנסות לחשבונות אלה.
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;
התרשים הבא ממחיש את מה שהשאילתה עוברת.
הרצת השאילתה אמורה להניב את התוצאה הבאה:
עיון בשאילתות נוספות בתרשים
במדריך למשתמש תוכלו למצוא כמה דוגמאות של שאילתות תרשים שתואמות לסכימה של ה-Codelab הזה.
כדי לבדוק את התחביר של השאילתות בגרף, אפשר לקרוא כאן הפניות לשפת השאילתות של GoogleSQL Graph.
סיכום
בשלב הזה הרצתם כמה שאילתות בתרשים GQL והבנתם את הסמנטיקה שלהן.
השלב הבא
בשלב הבא תוכלו להריץ שאילתות שמשלבות בין GQL ל-SQL.
8. תרשים שאילתות וטבלאות – יחד
הרצת שאילתות ב-Spanner Studio
בשלב הזה נריץ שאילתות גרף שמשתלבות עם טבלאות SQL כדי לחבר את מודל הגרף של Spanner למודל הרלציוני שלו.
לכל שאילתה, אפשר ליצור עורך חדש ב-Spanner Studio כדי להפעיל אותו.
הרצת שאילתה עם יכולת פעולה הדדית של SQL
ב-Spanner Graph, SQL ו-GQL פועלים באופן הדדי באופן מלא. כשמשלבים בין GQL ל-SQL, משתמשים באופרטור GRAPH_TABLE. בתוך האופרטור אפשר לכתוב GQL כמו בקטע הקודם. לאחר מכן אפשר לחבר את התוצאות חזרה לחלק של שאילתת ה-SQL באמצעות ההצהרה RETURN.
לדוגמה, אתם יכולים לשלב בין GQL לבין SQL כדי לאתר פרטי ביקורת של חשבונות שקיבלו העברות בנקאיות מחשבון חשוד.
בבדיקת השאילתה הבאה, שאילתת ה-GQL באופרטור GRAPH_TABLE חוצה צעד אחד או שניים מחשבון חשוד דרך הקצה Transfers, ולאחר מכן מחזירה מזהים ייחודיים של החשבונות שנחשפו. לאחר מכן השאילתה תצורף לטבלה 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 בדוגמה הבאה.
מידע נוסף על האופרטור GRAPH_TABLE לשילוב תרשים עם שאילתת SQL זמין במדריך למשתמש.
השלב הבא
בשלב הבא אפשר למחוק את ה-Codelab.
9. הסרת המשאבים (אופציונלי)
כדי להסיר את המשאבים, עוברים לקטע Spanner במסוף Cloud ומוחקים את המכונה graph-demo שיצרנו ב-Codelab.
10. מעולה!
מעולה. יצרת בהצלחה סכימת גרף והרצת שאילתות תרשים עם Spanner Graph.
שאילתת SQL מסורתית לא מספיקה כדי לחשוף חיבורים בנתונים שהפכו למורכבים יותר ויותר עם רשתות מורכבות של קשרים. Spanner Graph מספק מודל נתונים של תרשים קריטי למשימה, עם תחביר עוצמתי של שאילתות בתרשים, קיבולת כמעט בלתי מוגבלת וזמינות של 99.999%.
עכשיו, אחרי שכבר למדתם את המושגים של Spanner Graph, אתם יכולים לנסות את הסכימה והנתונים שלכם עוד היום.
מה השלב הבא?
מידע נוסף על Spanner Graph במדריך למשתמש שלנו.