Pierwsze kroki z usługą Spanner Graph

1. Wprowadzenie

Spanner Graph łączy funkcje bazy danych grafów przeznaczonej do konkretnych celów z Spannerem, czyli zawsze włączoną, spójną globalnie i praktycznie nieograniczoną skalowalną bazą danych Google Cloud.

Spanner Graph obsługuje interfejs zapytań do wykresów zgodny ze standardami ISO GQL (Graph Query Language). Dzięki interoperacyjności modeli relacyjnych i grafów możesz łączyć sprawdzone możliwości SQL z wyrazistością dopasowywania wzorców grafów z GQL. Tabele można mapować na wykresy za pomocą deklaratywnego schematu bez migracji danych, co umożliwia korzystanie z wykresów w przypadku zbiorów danych w formie tabel. Dzięki temu możesz opóźnić wybór modelu danych i używać najlepszego języka zapytań do każdego zadania.

Z tego modułu dowiesz się, jak skonfigurować bazę danych Spanner Graph za pomocą wstępnie wypełnionego zbioru danych, wysyłać zapytania do wykresu za pomocą języka GQL oraz uzyskiwać dostęp do danych wykresu i danych relacyjnych jednocześnie, łącząc GQL i SQL.

Co utworzysz

W ramach tego modułu:

• Utwórz instancję usługi Spanner.
• Skonfiguruj bazę danych ze schematem wykresu finansowego i wstępnie wypełnionymi zbiorami danych.
• Wysyłaj zapytania GQL i łącz GQL z SQL.

Czego się nauczysz

• Jak skonfigurować instancję usługi Spanner.
• jak skonfigurować przykładową bazę danych Spanner Graph za pomocą polecenia gcloud spanner samples init finance-graph,
• Jak wyświetlić schemat wykresu na stronie przeglądu bazy danych.
• Jak pisać zapytania o ścieżki wielokrotne za pomocą GQL.
• Jak pisać bardziej złożone zapytania za pomocą GQL.
• Jak łączyć GQL i SQL.

Czego potrzebujesz

• Projekt Google Cloud połączony z kontem rozliczeniowym.
• przeglądarka, np. Chrome lub Firefox;

2. Konfiguracja i wymagania

Uwaga: możesz pominąć ten krok, jeśli masz już projekt GCP z włączonymi płatnościami.

Tworzenie projektu GCP

Zaloguj się w konsoli Google Cloud i utwórz nowy projekt lub użyj istniejącego. Jeśli nie masz jeszcze konta Gmail ani Google Workspace, musisz je utworzyć.

• Nazwa projektu to wyświetlana nazwa uczestników tego projektu. Jest to ciąg znaków, który nie jest używany przez interfejsy API Google. Zawsze możesz ją zaktualizować.
• Identyfikator projektu jest unikalny we wszystkich projektach Google Cloud i nie można go zmienić po ustawieniu. Konsola Cloud automatycznie generuje unikalny ciąg znaków. Zwykle nie musisz się nim przejmować. W większości ćwiczeń z programowania musisz odwoływać się do identyfikatora projektu (zwykle oznaczanego jako PROJECT_ID). Jeśli wygenerowany identyfikator Ci się nie podoba, możesz wygenerować inny losowy identyfikator. Możesz też spróbować własnej nazwy i sprawdzić, czy jest dostępna. Po tym kroku nie można go zmienić i pozostaje on taki przez cały czas trwania projektu.
• Warto wiedzieć, że istnieje też trzecia wartość, numer projektu, której używają niektóre interfejsy API. Więcej informacji o tych 3 wartościach znajdziesz w dokumentacji.

Ostrzeżenie: identyfikator projektu jest unikalny na całym świecie i po jego wybraniu nie może być używany przez nikogo innego. Jesteś jedynym użytkownikiem tego identyfikatora. Nawet po usunięciu projektu nie można ponownie użyć jego identyfikatora.

Uwaga: jeśli używasz konta Gmail, możesz pozostawić domyślną lokalizację ustawioną na Brak organizacji. Jeśli używasz konta Google Workspace, wybierz lokalizację odpowiednią dla Twojej organizacji.

Konfiguracja płatności

Następnie musisz postępować zgodnie z przewodnikiem użytkownika dotyczącym zarządzania płatnościami i włączyć płatności w konsoli Google Cloud. Nowi użytkownicy Google Cloud mogą skorzystać z programu bezpłatnego okresu próbnego o wartości 300 USD. Aby uniknąć naliczania opłat po ukończeniu tego samouczka, możesz wyłączyć instancję Spanner na końcu ćwiczenia, wykonując czynności opisane w sekcji „Krok 9. Czyszczenie”.

Uruchamianie Cloud Shell

Z Google Cloud można korzystać zdalnie na laptopie, ale w tym module praktycznym będziesz używać Google Cloud Shell, czyli środowiska wiersza poleceń działającego w chmurze.

W konsoli Google Cloud kliknij ikonę Cloud Shell na pasku narzędzi w prawym górnym rogu:

Uzyskanie dostępu do środowiska i połączenie się z nim powinno zająć tylko kilka chwil. Po zakończeniu powinno wyświetlić się coś takiego:

Ta maszyna wirtualna zawiera wszystkie potrzebne narzędzia dla programistów. Zawiera również stały katalog domowy o pojemności 5 GB i działa w Google Cloud, co znacznie zwiększa wydajność sieci i usprawnia proces uwierzytelniania. Wszystkie zadania w tym laboratorium możesz wykonać w przeglądarce. Nie musisz niczego instalować.

3. Tworzenie instancji usługi Spanner

Uwaga: jeśli w projekcie masz już instancję Spanner na potrzeby testowania, możesz pominąć ten krok. Możesz to sprawdzić, klikając ten link do konsoli.

W Spanner instancja to klaster zasobów obliczeniowych i pamięci masowej, który hostuje co najmniej jedną bazę danych Spanner. Aby przeprowadzić te ćwiczenia, musisz mieć co najmniej 1 instancję do hostowania bazy danych Spanner.

Sprawdzanie wersji pakietu SDK gcloud

Zanim utworzysz instancję, upewnij się, że pakiet SDK gcloud w Google Cloud Shell został zaktualizowany do wymaganej wersji – gcloud SDK 493.0.0. Aby sprawdzić wersję pakietu SDK gcloud, wykonaj to polecenie.

$ gcloud version | grep Google

Przykładowe dane wyjściowe:

Google Cloud SDK 489.0.0

Jeśli używana wersja jest starsza niż wymagana wersja 493.0.0 (489.0.0 w poprzednim przykładzie), musisz uaktualnić Google Cloud SDK, wykonując to polecenie:

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

Uwaga: poprzednie polecenie zawiera wyczerpującą listę pakietów do zaktualizowania ze względów bezpieczeństwa.

Włączanie interfejsu Spanner API

W Cloud Shell sprawdź, czy identyfikator projektu jest skonfigurowany. Użyj pierwszego polecenia poniżej, aby znaleźć aktualnie skonfigurowany identyfikator projektu. Jeśli wynik jest nieoczekiwany, drugie polecenie poniżej ustawia prawidłowy.

gcloud config get-value project

gcloud config set project [YOUR-DESIRED-PROJECT-ID]

Skonfiguruj domyślny region na us-central1. Możesz zmienić ten region na inny obsługiwany przez Spanner w ramach konfiguracji regionalnych.

gcloud config set compute/region us-central1

Włącz interfejs Spanner API:

gcloud services enable spanner.googleapis.com

Tworzenie instancji usługi Spanner

W tej sekcji utworzysz bezpłatną instancję próbną lub instancję z zarezerwowanymi zasobami. W tym samouczku używany identyfikator instancji Spanner Graph to graph-demo, ustawiony jako zmienna SPANNER_INSTANCE_ID za pomocą wiersza poleceń export. Opcjonalnie możesz wybrać własną nazwę identyfikatora instancji.

Tworzenie instancji próbnej Spanner

90-dniowa bezpłatna instancja próbna Spanner jest dostępna dla każdego, kto ma konto Google i włączone Rozliczenia usługi Google Cloud w projekcie. Nie pobierzemy żadnych opłat, dopóki nie przejdziesz z bezpłatnej wersji próbnej na wersję płatną. Usługa Spanner Graph jest obsługiwana w instancji bezpłatnej wersji próbnej. Jeśli kwalifikujesz się do skorzystania z bezpłatnej wersji próbnej, utwórz instancję próbną, otwierając Cloud Shell i uruchamiając to polecenie:

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"

Uwaga: to polecenie używa regional-us-central1 jako regionu. Możesz wybrać inny region na podstawie konfiguracji regionów dostępnych dla bezpłatnej instancji próbnej Spanner. Więcej informacji o tworzeniu bezpłatnej instancji próbnej znajdziesz tutaj.

Wynik polecenia:

$ gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --instance-type=free-instance \
  --description="Spanner Graph demo"
Creating instance...done.

Tworzenie instancji udostępnionej usługi Spanner

Jeśli nie kwalifikujesz się do korzystania z bezpłatnej instancji próbnej, możesz na potrzeby tego laboratorium skonfigurować instancję Spannera z 1 węzłem. Spanner Graph jest dostępny w wersjach Enterprise i Enterprise Plus. Aby utworzyć instancję w wersji Enterprise lub Enterprise Plus, otwórz Cloud Shell i uruchom to polecenie:

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

Uwaga: to polecenie używa regional-us-central1 jako regionu. Możesz wybrać inny region na podstawie konfiguracji regionów dostępnych dla instancji Spanner.

Wynik polecenia:

$ gcloud spanner instances create $SPANNER_INSTANCE_ID \
  --config=$SPANNER_REGION \
  --description="Spanner Graph demo" \
  --nodes=1
Creating instance...done.  

4. Automatyczne tworzenie bazy danych Spanner

Uwaga: w tych instrukcjach do skonfigurowania bazy danych i wypełnienia jej danymi używane jest polecenie gcloud. Jeśli interesuje Cię proces ręczny, przejdź do kroku 5.

Sprawdzanie wersji pakietu SDK gcloud

Zanim utworzysz bazę danych, upewnij się, że pakiet gcloud SDK w Google Cloud Shell został zaktualizowany do wymaganej wersji – gcloud SDK 484.0.0. Aby sprawdzić wersję pakietu SDK gcloud, uruchom to polecenie.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Jeśli wersja jest niższa niż wymagana 484.0.0 (np.w powyższym przykładzie 483.0.0), musisz ją zaktualizować, kopiując i uruchamiając to polecenie:

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

Uwaga: powyższe polecenie zawiera wyczerpującą listę pakietów do uaktualnienia ze względów bezpieczeństwa.

Tworzenie instancji i bazy danych

Gdy instancja będzie działać, możesz utworzyć bazę danych. Spanner umożliwia korzystanie z wielu baz danych w jednej instancji.

W bazie danych definiujesz schemat. Możesz też kontrolować, kto ma dostęp do bazy danych, konfigurować niestandardowe szyfrowanie i optymalizator oraz ustawiać okres przechowywania.

Baza danych zostanie utworzona w instancji o identyfikatorze SPANNER_INSTANCE_ID z poprzedniego kroku.

Jeśli nie masz jeszcze skonfigurowanej zmiennej SPANNER_INSTANCE_ID, użyj poniższego wiersza poleceń, aby ją skonfigurować.

export SPANNER_INSTANCE_ID={your_instance_id}

Aby utworzyć bazę danych Spanner ze schematem wykresu finansowego i wstępnie wypełnionym zbiorem danych finansowych, użyj narzędzia wiersza poleceń gcloud Google Cloud Shell poniżej.

 gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID

Wynik polecenia:

$ 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.

Uwaga: utworzenie bazy danych może potrwać kilka minut.

spanner samples CLI

Polecenie gcloud spanner samples init finance-graph jest otoczką dla tych działań:

• Utworzenie w instancji bazy danych o nazwie „finance-graph-db”.
• Utworzenie w bazie danych schematu wykresu finansowego. Schemat zawiera definicje węzłów dla encji, takich jak konta bankowe, pożyczki itp., oraz definicje krawędzi dla relacji między nimi. Schemat bazy danych możesz sprawdzić w kroku 6.
• Wstawianie do bazy danych kilku tysięcy węzłów i krawędzi wykresu.

Jak radzić sobie z błędami

Nie udało się wstawić danych

Jeśli narzędzie zakończy działanie z komunikatem o błędzie Failed to insert data for the graph database, możesz wykonać opcjonalny krok 5, aby ręcznie utworzyć bazę danych, a następnie wstawić dane.

Następny

Jeśli automatyczne tworzenie bazy danych się powiodło, możesz pominąć następną sekcję opcjonalną i przejść bezpośrednio do sekcji „Poznaj schemat grafu” (krok 6).

5. (Opcjonalnie) Ręczne tworzenie bazy danych Spanner

Uwaga: jeśli w poprzednim kroku utworzono bazę danych finance-graph-db za pomocą gcloud spanner samples, możesz pominąć ten krok.

Gdy instancja będzie działać, możesz ręcznie utworzyć bazę danych.

W bazie danych definiujesz schemat. Możesz też kontrolować, kto ma dostęp do bazy danych, konfigurować niestandardowe szyfrowanie i optymalizator oraz ustawiać okres przechowywania.

Baza danych zostanie utworzona w instancji o identyfikatorze SPANNER_INSTANCE_ID z poprzednich kroków.

Jeśli nie masz jeszcze skonfigurowanej zmiennej SPANNER_INSTANCE_ID, użyj poniższego wiersza poleceń, aby ją skonfigurować.

export SPANNER_INSTANCE_ID={your_instance_id}

Aby utworzyć bazę danych, użyj narzędzia wiersza poleceń gcloud:

export SPANNER_DATABASE=finance-graph-db
gcloud spanner databases create $SPANNER_DATABASE \
 --instance=$SPANNER_INSTANCE_ID

Wynik polecenia:

$ gcloud spanner databases create $SPANNER_DATABASE \
 --instance=$SPANNER_INSTANCE_ID
Creating database...done.

Tworzenie schematu z wykresem

Aby skonfigurować schemat, otwórz Spanner Studio i użyj edytora:

W przypadku schematu skopiuj i wklej poniższy kod DDL do edytora 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
  );

Uwaga: każda instrukcja CREATE jest wykonywana sekwencyjnie, więc może to potrwać kilka chwil.

Następnie kliknij przycisk RUN i poczekaj kilka sekund na utworzenie schematu.

Możesz się zastanawiać nad znaczeniem każdego stwierdzenia CREATE, zwłaszcza stwierdzenia CREATE PROPERTY GRAPH. Sprawdzimy schemat w kroku 6.

Wczytywanie danych

Teraz musisz wstawić do bazy danych dane wykresu finansowego.

Spanner Graph tworzy wykresy na podstawie tabel wejściowych, więc dane wykresu są oparte na danych z tabel wejściowych i nie są duplikowane. Podobnie zmiany danych w tabelach wejściowych są automatycznie odzwierciedlane w modelu wykresu. Pozwala to uniknąć skomplikowanego procesu ETL w przypadku synchronizacji z innymi źródłami danych.

Do wstawiania danych do tabel wejściowych możesz używać znanych Ci instrukcji SQL INSERT.

Otwórz nową kartę w Spanner Studio, a następnie skopiuj i wklej poniższe instrukcje wstawiania i kliknij przycisk RUN. Instrukcje INSERT wypełnią bazę danych tysiącami węzłów i krawędzi. Ze względu na ilość tekstu kopiowanie może potrwać kilka sekund.

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.");

Podsumowanie

W tym kroku utworzyliśmy bazę danych Spanner ze schematem grafu i wstępnie wypełnionymi danymi grafu.

Następny

Następnie zapoznasz się ze schematem wykresu.

6. Analizowanie schematu wykresu

Wyświetlanie schematu wykresu

W konsoli Google Cloud otwórz instancję Spanner i kliknij bazę danych finance-graph-db. Na tej stronie przeglądu kliknij przycisk „Pokaż odpowiednik w języku DDL” (u dołu strony), aby wyświetlić schemat bazy danych.

Podczas sprawdzania schematu zobaczysz najpierw kilka tabel relacyjnych z instrukcjami CREATE TABLE, które są też widoczne na zrzucie ekranu poniżej:

• Account, która zawiera dane o kontach bankowych.
• AccountAudits, która śledzi kontrole kont bankowych.
• AccountRepayLoan, która śledzi spłaty pożyczek dokonywane z kont bankowych.
• AccountTransferAccount, która śledzi przelewy pieniędzy między kontami bankowymi.
• Loan tabeli, która zawiera dane o kredytach klientów;
• Person, która zawiera dane o klientach banku modelowanych jako osoby;
• PersonOwnAccount, która śledzi relacje między osobami posiadającymi konta bankowe.

Przewiń w dół DDL schematu, aby zobaczyć instrukcję CREATE PROPERTY GRAPH FinGraph, w której definiujemy schemat wykresu na podstawie tabel SQL powyżej. Schemat wykresu wyjaśnimy w następnej sekcji.

Informacje o schemacie wykresu

Spanner Graph umożliwia tworzenie grafu z tabel za pomocą instrukcji CREATE PROPERTY GRAPH. Tabele używane do tworzenia wykresów są nazywane tabelami wejściowymi. Podczas tworzenia wykresu nie dochodzi do duplikowania danych.

Spanner Graph obsługuje model danych grafu właściwości z węzłami i krawędziami z adnotacjami w postaci etykiet i właściwości. W tym schemacie wykresu finansowego utworzyliśmy 3 typy węzłów i 3 typy krawędzi na podstawie zdefiniowanych wcześniej relacyjnych tabel wejściowych.

Węzły

Na podstawie 3 tabel wejściowych definiujemy 3 typy węzłów:

1. Person węzeł na podstawie tabeli Person
2. Account węzeł na podstawie tabeli Account
3. Loan węzeł na podstawie tabeli Loan

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)
  )
 ...

Każdy wiersz w tabelach węzłów jest mapowany na węzeł w modelu grafu. Każdy węzeł ma etykietę, np. Account i Person, która go reprezentuje. Na następnej stronie użyjesz etykiet do wysyłania zapytań o typy węzłów.

Domyślnie wszystkie kolumny tabeli wejściowej w momencie tworzenia grafu są uwzględniane jako właściwości węzła. Na przykład kolumny id, create_time, is_blocked i type tabeli Account są właściwościami węzła Account. Kolumny można jednak wykluczyć z modelu wykresu za pomocą składni ALL COLUMNS EXCEPT, która jest opisana tutaj.

Uwaga:

W ręcznie utworzonym schemacie z kroku 5 dane wejściowe tabeli węzłów składają się wyłącznie z nazw tabel (np. Account, Node).

W porównaniu z tym schematem DDL wykresu ze strony przeglądu bazy danych jest rozszerzony o elementy LABEL, KEY i PROPERTIES w przypadku definicji węzłów i krawędzi.

Obie reprezentacje są semantycznie równoważne. Rozwinięta definicja ułatwia zrozumienie całego schematu.

Krawędzie

Definiujemy 3 typy krawędzi między węzłami:

1. AccountRepayLoan na podstawie tabeli AccountRepayLoan, łącząca węzeł Account z węzłem Loan.
2. AccountTransferAccount krawędź na podstawie AccountTransferAccount tabeli, łącząca węzeł Account z innym węzłem Account.
3. PersonOwnAccount na podstawie tabeli PersonOwnAccount, łącząca węzeł Person z węzłem Account.

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)
  );

Mapowanie tabeli na krawędzie wymaga zdefiniowania kluczy źródłowych i docelowych. Te klucze określają relację między krawędzią a węzłami źródłowymi i docelowymi.

Na przykład każda krawędź PersonOwnAccount łączy węzeł Person (źródłowy) z węzłem Account (docelowym).

• Węzeł SOURCE krawędzi to węzeł Person, którego id jest taki sam jak id krawędzi.
• Węzeł DESTINATION krawędzi to węzeł Account, którego id jest taki sam jak account_id krawędzi.

   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)

Każda krawędź ma etykietę, np. Repays lub Owns, która reprezentuje typ krawędzi. Podobnie jak w przypadku węzłów grafu, domyślnie wszystkie kolumny tabeli wejściowej są uwzględniane jako właściwości krawędzi.

Więcej informacji o schemacie

Więcej informacji o ogólnych pojęciach związanych ze schematem wykresu, takich jak etykieta, właściwości i relacja z tabelami wejściowymi, znajdziesz tutaj.

Dowiedz się więcej o definiowaniu węzła i definiowaniu krawędzi.

Podsumowanie

Na tym etapie poznaliśmy tabele wejściowe oraz typy węzłów i krawędzi w schemacie grafu finansowego.

Następny

Następnie uruchomisz zapytania dotyczące scenariuszy finansowych, aby odkryć potencjał danych w formie grafu.

7. Wykonywanie zapytań do wykresu za pomocą GQL

Czym jest przechodzenie po wykresie zapytań w GQL?

Dane wykresu są reprezentowane jako węzły połączone krawędziami. Zapytanie do wykresu przechodzi przez te połączenia, przeskakując z węzła do węzła na podstawie określonych kryteriów. W zapytaniu do wykresu „przeskok” oznacza przejście z jednego węzła do drugiego wzdłuż krawędzi łączącej. Oznacza to pojedynczy krok w procesie przemierzania.

Na przykład w poniższym przejściu po grafie między osobą (Bob), kontem (18) i pożyczką (27) są 2 przeskoki.

Uruchamianie zapytań w Spanner Studio

Na tym etapie uruchomisz kilka zapytań GQL, aby dowiedzieć się, jak semantyka zapytań do grafu umożliwia analizowanie danych grafu finansowego.

Dla każdego zapytania możesz utworzyć w Spanner Studio nowy edytor, np. „Edytor 1”, aby je uruchomić.

Zapytanie 1 – podstawowe dopasowywanie wzorców węzłów i krawędzi

Możesz uruchomić poniższe zapytanie, aby przemierzyć od węzła osoby o nazwie „Jacoby”, znaleźć konta należące do tej osoby, a następnie odkryć pożyczki spłacone z tych kont. Jest to przechodzenie po wykresie zapytania z 2 przeskokami:

• Pierwszy przeskok: węzeł Person do węzła Account przez krawędź Owns
• Drugi przeskok: węzeł Account do węzła Loan przez krawędź Repays

Sposób dopasowywania typów węzłów i krawędzi zależy od ich etykiet, np. części :Person, :Owns i :Account w zapytaniu poniżej.

Wynik zwraca identyfikator konta, informacje o spłacie i informacje o kredycie, uporządkowane według daty spłaty kredytu.

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;

Uwaga: jeśli szybko przejrzysz sekcję Eksplorowanie schematu wykresu (krok 5), zobaczysz, że każdy węzeł i każda krawędź zdefiniowane w schemacie mają przypisany symbol LABEL.

Więcej informacji o tym, jak składnia zapytania pasuje do węzłów i krawędzi, znajdziesz w odpowiednich linkach.

Diagram poniżej ilustruje, jak zapytanie może pobrać wszystkie konta należące do „Jacoby”, na których dokonano spłaty pożyczki. (Wynik zapytania może się różnić od tego, co sugeruje diagram).

Uruchomienie zapytania w edytorze powinno zwrócić wyniki podobne do tych poniżej. Wynik pokazuje, że „Jacoby” ma tylko 1 konto (identyfikator 569) i 1 pożyczkę (identyfikator 110), ale między nimi jest wiele spłat.

Zapytanie 2. Określone przejście ścieżki i zwracanie elementów wykresu

To zapytanie pasuje do wszystkich przelewów z konta źródłowego z adresem id=75, które w 3–6 krokach docierają do konta docelowego z adresem id=199. Składnia {3,6} służy do przedstawiania ilościowego przejścia ścieżki od 3 do 6 przeskoków między src_accnt a 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;

Możesz sobie wyobrazić ilościowe przechodzenie po krawędziach w ten sposób: zaczyna się ono od węzła src_account i pobiera wszystkie możliwe ścieżki przenoszenia konta od 3 do 6 przeskoków, aby dotrzeć do węzła dst_account.

Na przykład wyróżniona ścieżka u dołu to zapytanie z 6 przeskokami.

Uruchomienie tego zapytania powinno dać następujące wyniki:

Uwaga: więcej informacji o wzorze krawędzi z określonymi wartościami znajdziesz tutaj.

Elementy wykresu można zwracać w formacie JSON za pomocą funkcji TO_JSON, tak jak powyżej zwracane są krawędzie transfers. Zwracane obiekty JSON dla węzła i krawędzi zawierają identifier, properties i labels. Dodatkowo zwrócone obiekty JSON dla krawędzi będą zawierać też source_node_identifier i destination_node_identifier.

W tym zapytaniu wynik zwraca liczbę przeskoków krawędzi transferu i krawędzie transferu w każdej pasującej ścieżce w formacie JSON z symbolem TO_JSON(transfer) AS transfer_edges.

Zwracana wartość transfer_edges to obiekt tablicy JSON. Jest to tablica JSON, ponieważ na każdej dopasowanej ścieżce między kontem źródłowym a kontem docelowym może być wiele krawędzi transferu.

Każdy element tablicy to krawędź zawierająca labels, source_node_identifier i destination_node_identifier połączonych węzłów oraz dane krawędzi properties, takie jak amount i 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": "..."
  }
]

Uwaga: identyfikator w elemencie wykresu JSON jest nieprzezroczysty, nie ma znaczenia semantycznego i jest powiązany z zakresem wykonania pojedynczego zapytania. Nie można go użyć ponownie w kolejnych zapytaniach.

Zapytanie 3. Wyszukiwanie najkrótszej ścieżki

Zapytanie 2 znajduje wszystkie 3 ścieżki z src_accnt i dst_accnt w określonym zakresie przeskoków. Każda ścieżka składa się z innej liczby przeskoków: 4, 5 lub 6.

Jeśli chcesz znaleźć najkrótszą ścieżkę między tymi 2 węzłami, możesz ją zmodyfikować, używając prefiksu wyszukiwania ścieżki MATCH ANY SHORTEST. Poniższe zapytanie znajduje dowolną najkrótszą ścieżkę między tymi dwoma kontami w zakresie 3–6 przeskoków.

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;

Porównaj wyniki obu zapytań. Zauważysz, że zapytanie 2 zwraca wszystkie 3 możliwe ścieżki, a zapytanie 3 (to zapytanie) zwraca tylko 1 wynik, czyli najkrótszą ścieżkę składającą się z 4 przeskoków.

Uruchomienie zapytania powinno dać następujący wynik.

Zapytanie 4 – zapytania do wykresu połączone za pomocą kompozycji liniowej

Bardziej złożone relacje można identyfikować za pomocą słowa kluczowego NEXT, aby łączyć ze sobą bloki zapytań do wykresu.

W poniższym zapytaniu chcesz poznać przepływ środków na kontach klientów, aby w ramach analizy zgodności wykrywać podejrzane duże wpływy lub wypływy.

Aby to zrobić, najpierw znajdź wszystkie konta bankowe należące do „Bisla” w pierwszym bloku zapytania za pomocą funkcji MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).

Następnie w drugim bloku po znaku NEXT obliczasz łączne kwoty przelewów na poszczególne konta od daty „2020-01-01”.

Następnie w zapytaniu dotyczącym trzeciego bloku stosujesz tę samą logikę w przypadku kwot wychodzących. Na koniec w ostatnim bloku oblicz stosunek kwot wpływów do kwot wypływów na każdym koncie.

W przypadku wyników pośrednich zapytań, do których musisz uzyskać dostęp po słowie kluczowym NEXT, musisz zwrócić je na końcu poprzedniego bloku. Na przykład dopasowany element accnt jest zwracany w pierwszym bloku, aby drugi blok mógł wysyłać zapytania o przelewy przychodzące na te konta.

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;

Poniższy diagram pokazuje, co obejmuje zapytanie.

Uruchomienie zapytania powinno dać ten wynik:

Odkryj więcej zapytań grafu

W przewodniku znajdziesz przykłady zapytań do wykresu zgodnych ze schematem tego samouczka.

Aby poznać składnię zapytań do wykresu, zapoznaj się z dokumentacją GoogleSQL Graph Query Language tutaj.

Podsumowanie

Na tym etapie wykonano wiele zapytań do wykresu GQL i zrozumiano ich semantykę.

Następny

Następnie wykonasz zapytania, które łączą GQL i SQL.

8. Wykonywanie zapytań dotyczących wykresów i tabel

Uruchamianie zapytań w Spanner Studio

W tym kroku uruchomisz zapytania do grafu, które współdziałają z tabelami SQL, aby połączyć model grafu Spannera z jego modelem relacyjnym.

Dla każdego zapytania możesz utworzyć nowy edytor w Spanner Studio, aby je uruchomić.

Uruchamianie zapytania SQL z możliwością współdziałania

W Spanner Graph języki SQL i GQL są w pełni interoperacyjne. GQL i SQL łączy się za pomocą operatora GRAPH_TABLE. W ramach operatora możesz pisać zapytania GQL tak jak w poprzedniej sekcji. Następnie możesz połączyć wyniki z częścią zapytania SQL za pomocą instrukcji RETURN.

Możesz na przykład połączyć GQL i SQL, aby znaleźć informacje o kontach, które otrzymały przelewy z podejrzanego konta.

W przypadku poniższego zapytania zapytanie GQL w operatorze GRAPH_TABLE przechodzi 1 lub 2 kroki od podejrzanego konta przez krawędź Transfers, a następnie zwraca unikalne identyfikatory osiągniętych kont. Następnie zapytanie łączy się z tabelą AccountAudits, aby znaleźć informacje o audycie tych kont.

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

Uruchomienie zapytania da wyniki podobne do tych poniżej.

Więcej informacji o operatorze GRAPH_TABLE, który służy do łączenia zapytań do wykresu i zapytań SQL, znajdziesz w przewodniku użytkownika.

Następny

Następnie możesz wyczyścić laboratorium.

9. Czyszczenie (opcjonalnie)

Aby posprzątać, otwórz sekcję Spanner w konsoli Cloud i usuń instancję graph-demo utworzoną w ramach tego laboratorium.

10. Gratulacje!

Gratulacje, udało Ci się utworzyć schemat grafu i uruchomić zapytania grafowe za pomocą Spanner Graph.

Tradycyjne zapytania SQL nie wystarczają do odkrywania połączeń w danych, które stają się coraz bardziej złożone ze względu na skomplikowane sieci relacji. Spanner Graph to model danych grafu o znaczeniu krytycznym z zaawansowaną składnią zapytań grafowych, praktycznie nieograniczoną pojemnością i dostępnością na poziomie 99,999%.

Teraz, gdy znasz już koncepcje Spanner Graph, wypróbuj swój schemat i dane.

Co dalej?

Więcej informacji o Spanner Graph znajdziesz w naszym przewodniku.