Wprowadzenie do Spanner Graph

1. Wprowadzenie

Spanner Graph łączy w sobie możliwości bazy danych typu graf z usługą Spanner, która jest zawsze włączoną, spójną globalnie bazą danych o praktycznie nieograniczonych możliwościach skalowania w Google Cloud.

Spanner Graph obsługuje interfejs zapytań do grafu zgodny ze standardami ISO GQL (Graph Query Language). Dzięki interoperacyjności modeli relacyjnych i grafowych możesz łączyć sprawdzone możliwości SQL z wyrazistością dopasowywania wzorca grafu w GQL. Tabele można mapować na wykresy za pomocą schematu deklaratywnego bez migracji danych, co umożliwia tworzenie wykresów na podstawie zbiorów danych tabelarycznych. Dzięki temu możesz opóźnić (czyli odłożyć) wybór modelu danych i użyć najlepszego języka zapytań dla każdego zadania.

W tym module skonfigurujesz bazę danych Spanner Graph, korzystając z wstępnie wypełnionego zbioru danych, wykonasz zapytanie do grafu za pomocą GQL, a także uzyskasz dostęp do danych grafowych i relacyjnych, łącząc GQL i SQL.

Co utworzysz

W ramach tego laboratorium wykonasz te czynności:

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

Czego się nauczysz

• Jak skonfigurować instancję usługi Spanner
• jak użyć polecenia gcloud spanner samples init finance-graph do skonfigurowania przykładowej bazy danych Spanner Graph.
• Jak wyświetlić schemat grafu na stronie przeglądu bazy danych.
• Jak pisać zapytania dotyczące ścieżek wielokrokowych 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.
• przeglądarkę internetową, taką jak Chrome czy Firefox;

2. Konfiguracja i wymagania

Uwaga: jeśli masz już projekt GCP z włączonym rozliczeniem, możesz pominąć ten krok.

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, którego nie używają interfejsy API Google. Zawsze możesz ją zaktualizować.
• Identyfikator projektu jest niepowtarzalny w ramach wszystkich projektów Google Cloud i nie można go zmienić (po ustawieniu). Konsola Cloud automatycznie generuje unikalny ciąg znaków. Zwykle nie ma znaczenia, jaki to ciąg. W większości laboratoriów z kodem musisz podać identyfikator projektu (zwykle oznaczony jako PROJECT_ID). Jeśli nie podoba Ci się wygenerowany identyfikator, możesz wygenerować inny losowy. Możesz też spróbować użyć własnego adresu e-mail, aby sprawdzić, czy jest on dostępny. Nie można go zmienić po wykonaniu tego kroku. Pozostanie on do końca projektu.
• Informacyjnie: istnieje jeszcze 3 wartość, numer projektu, której używają niektóre interfejsy API. Więcej informacji o wszystkich 3 wartościach znajdziesz w dokumentacji.

Uwaga: identyfikator projektu jest globalnie niepowtarzalny i po jego wybraniu nie może być używany przez nikogo innego. Jesteś jedyną osobą, która używa tego identyfikatora. Nawet jeśli projekt zostanie usunięty, nie można ponownie użyć jego identyfikatora.

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

Konfiguracja płatności

Następnie postępuj zgodnie z instrukcjami dla użytkowników dotyczącymi zarządzania płatnościami i włącz je w Cloud Console. Nowi użytkownicy Google Cloud mogą skorzystać z bezpłatnego okresu próbnego, w którym mają do dyspozycji środki w wysokości 300 USD. Aby uniknąć opłat po zakończeniu samouczka, możesz zamknąć instancję Spanner na końcu tego samouczka, wykonując instrukcje podane w sekcji „Krok 9. Czyszczenie”.

Uruchamianie Cloud Shell

Google Cloud można obsługiwać zdalnie z laptopa, ale w tym ćwiczeniu 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 jego zakończeniu powinno wyświetlić się coś takiego:

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

3. Tworzenie instancji usługi Spanner

Uwaga: jeśli masz już instancję Spanner na potrzeby testowania w projekcie, możesz pominąć ten krok. Aby to sprawdzić, otwórz konsolę.

W Spanner instansja to klaster zasobów obliczeniowych i pamięciowych, który hostuje co najmniej jedną bazę danych Spanner. W tym ćwiczeniu będziesz potrzebować co najmniej 1 instancji do hostowania bazy danych Spanner.

Sprawdzanie wersji pakietu gcloud SDK

Przed utworzeniem instancji sprawdź, czy pakiet SDK gcloud w Google Cloud Shell został zaktualizowany do wymaganej wersji gcloud SDK 493.0.0. Aby sprawdzić wersję pakietu SDK gcloud, uruchom to polecenie.

$ gcloud version | grep Google

Oto przykładowy wynik:

Google Cloud SDK 489.0.0

Jeśli używasz wersji starszej niż wymagana wersja 493.0.0 (489.0.0 w poprzednim przykładzie), musisz uaktualnić pakiet Google Cloud SDK, wykonując ten 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 ze względów bezpieczeństwa zawiera pełną listę pakietów, które mają zostać zaktualizowane.

Włączanie interfejsu Spanner API

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

gcloud config get-value project

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

Skonfiguruj region domyślny na us-central1. Możesz zmienić ten region na inny obsługiwany przez konfiguracje regionalne Spanner.

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 instancję w wersji próbnej lub zarezerwowaną instancję. W tym laboratorium kodu używany jest identyfikator instancji grafu Spanner graph-demo, który jest ustawiany jako zmienna SPANNER_INSTANCE_ID za pomocą wiersza poleceń export. Opcjonalnie możesz wybrać własny identyfikator instancji.

Tworzenie instancji usługi Spanner w wersji próbnej

90-dniowy bezpłatny okres próbny Spanner jest dostępny dla każdego, kto ma konto Google i ma włączone Rozliczenia usługi Google Cloud w swoim projekcie. Nie pobierzemy żadnych opłat, dopóki nie przejdziesz z bezpłatnej wersji próbnej na płatną. W wersji próbnej usługi Spanner jest obsługiwana usługa Spanner Graph. Jeśli kwalifikujesz się do skorzystania z bezpłatnej wersji próbnej, utwórz instancję wersji próbnej, 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 regionu regional-us-central1. Możesz wybrać inny region na podstawie konfiguracji regionów dostępnych dla bezpłatnej instancji próbnej Spanner. Więcej informacji o tworzeniu instancji bezpłatnego okresu próbnego 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 udostępnionej instancji usługi Spanner

Jeśli nie kwalifikujesz się do korzystania z bezpłatnej wersji próbnej, możesz skonfigurować dla tego Codelab zarezerwowaną instancję Spannera z 1 węzłem. Rozszerzona baza danych Spanner jest dostępna 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 regionu regional-us-central1. Możesz wybrać inny region na podstawie konfiguracji regionów dostępnych dla instancji Spanner.

Dane wyjściowe 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 służy polecenie gcloud. Jeśli interesuje Cię proces ręczny, przejdź do kroku 5.

Sprawdzanie wersji pakietu gcloud SDK

Zanim utworzysz bazę danych, sprawdź, czy pakiet gcloud SDK w Google Cloud Shell został zaktualizowany do wymaganej wersji – gcloud SDK 484.0.0. Aby sprawdzić wersję pakietu SDK gcloud, uruchom podane niżej polecenie.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Jeśli wersja jest starsza niż wymagana 484.0.0 (na przykład 483.0.0), musisz ją zaktualizować, kopiując i uruchamiając podane niżej 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 ze względów bezpieczeństwa zawiera wyczerpujący wykaz pakietów do uaktualnienia.

Tworzenie instancji i bazy danych

Po uruchomieniu instancji możesz utworzyć bazę danych. Spanner umożliwia tworzenie wielu baz danych w ramach jednej instancji.

W bazie danych definiujesz schemat. Możesz też kontrolować, kto ma dostęp do bazy danych, skonfigurować szyfrowanie niestandardowe, skonfigurować optymalizator i ustawić 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 wiersza poleceń poniżej.

export SPANNER_INSTANCE_ID={your_instance_id}

Użyj narzędzia wiersza poleceń Google Cloud Shell gcloud, aby utworzyć bazę danych Spanner ze schematem grafu finansowego i wstępnie wypełnionym zbiorem danych finansowych.

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

Dane wyjściowe 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 chwilę potrwać.

spanner samples CLI

Polecenie gcloud spanner samples init finance-graph to zewnętrzna warstwa tych działań:

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

Jak radzić sobie z błędami

Nie udało się wstawić danych

Jeśli narzędzie zakończy działanie komunikatem o błędzie Failed to insert data for the graph database, możesz utworzyć bazę danych ręcznie (opcjonalnie, krok 5), a potem wstawić dane.

Następny krok

Jeśli automatyczne utworzenie bazy danych się powiedzie, możesz pominąć następną opcjonalną sekcję i przejść bezpośrednio do sekcji „Przeglądanie schematu grafu” (krok 6).

5. (Opcjonalnie) Ręczne tworzenie bazy danych Spanner

Uwaga: jeśli w poprzednim kroku baza danych finance-graph-db została już utworzona za pomocą narzędzia gcloud spanner samples, możesz pominąć ten krok.

Po uruchomieniu instancji możesz utworzyć bazę danych ręcznie.

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

Baza danych zostanie utworzona w instancji o identyfikatorze SPANNER_INSTANCE_ID w poprzednich krokach.

Jeśli nie masz jeszcze skonfigurowanej zmiennej SPANNER_INSTANCE_ID, użyj wiersza poleceń poniżej.

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

Dane wyjściowe 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 chwilę potrwać.

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

Możesz się zastanawiać, co oznaczają poszczególne stwierdzenia CREATE, zwłaszcza CREATE PROPERTY GRAPH. Sprawdzimy schemat w kroku 6.

Wczytywanie danych

Teraz musisz wstawić do bazy danych dane z wykresu finansowego.

Na podstawie tabel wejściowych tworzy wykresy, więc dane wykresu pochodzą z tabel wejściowych i nie ma dublowania danych. Zmiany danych w tabelach wejściowych są też automatycznie odzwierciedlane w modelu graficznym. Dzięki temu unikniesz skomplikowanych procesów ETL podczas 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 potem skopiuj i wklej te instrukcje wstawiania, a potem kliknij przycisk RUN. Instrukcje INSERT wypełnią bazę danych tysiącami węzłów i krawędzi. Z uwagi 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 card"),(18,"2020-05-25 13:28:18.687",false,"prepaid card"),(19,"2020-05-26 08:20:41.462",false,"brokerage account"),(20,"2020-05-26 21:45:21.362",false,"internet account"),(21,"2020-05-29 11:12:33.826",false,"certificate of deposit"),(22,"2020-06-02 23:51:28.653",false,"trust account"),(23,"2020-06-10 23:13:28.056",false,"debit card"),(24,"2020-06-13 07:03:04.044",false,"prepaid card"),(25,"2020-06-18 00:04:22.973",false,"debit card"),(26,"2020-06-20 02:42:12.633",false,"foreign currency"),(27,"2020-06-27 03:53:28.622",false,"internet account"),(28,"2020-07-04 05:56:27.958",false,"prepaid card"),(29,"2020-07-05 22:59:05.522",false,"foreign currency"),(30,"2020-07-06 16:40:38.026",false,"corporate account"),(31,"2020-07-07 22:50:08.234",false,"prepaid card"),(32,"2020-07-08 02:44:39.09",false,"trust account"),(33,"2020-07-14 10:52:04.924",false,"debit card"),(34,"2020-07-17 02:39:41.539",false,"trust account"),(35,"2020-07-18 13:55:27.536",false,"credit card"),(36,"2020-07-19 18:34:04.354",false,"custodial account"),(37,"2020-07-20 04:59:56.786",false,"custodial account"),(38,"2020-07-27 12:05:32.638",false,"debit card"),(39,"2020-07-30 04:39:01.645",false,"retirement account"),(40,"2020-07-31 11:38:18.198",false,"retirement account"),(41,"2020-08-02 09:08:22.656",false,"foreign currency"),(42,"2020-08-02 11:50:21.996",false,"debit card"),(43,"2020-08-06 05:31:50.574",false,"foreign currency"),(44,"2020-08-08 19:05:07.512",false,"brokerage account"),(45,"2020-08-09 21:46:34.8",false,"prepaid card"),(46,"2020-08-09 22:53:40.287",false,"custodial account"),(47,"2020-08-10 07:35:44.962",false,"prepaid card"),(48,"2020-08-10 09:44:04.774",true,"certificate of deposit"),(49,"2020-08-11 03:40:41.045",false,"custodial account"),(50,"2020-08-11 07:31:33.655",false,"retirement account"),(51,"2020-08-12 19:49:11.684",false,"escrow account"),(52,"2020-08-12 21:26:22.15",false,"foreign currency"),(53,"2020-08-15 08:39:41.839",false,"foreign currency"),(54,"2020-08-15 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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

Na tym etapie utworzysz bazę danych Spanner ze schematem grafu i wstępnie wypełnionymi danymi grafu.

Następny krok

Następnie poznasz schemat grafu.

6. Poznawanie schematu grafu

Wyświetlanie schematu wykresu

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

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

• tabela Account, która zawiera dane o kontach bankowych
• tabeli AccountAudits, która śledzi kontrole kont bankowych
• tabeli AccountRepayLoan, która śledzi spłaty kredytów dokonywane z kont bankowych.
• AccountTransferAccount, która śledzi przelewy środków między kontami bankowymi.
• tabela Loan, która zawiera dane o pożyczkach klientów;
• tabela Person zawierająca dane o klientach bankowych modelowane jako osoby;
• tabela PersonOwnAccount, która śledzi relacje osób posiadających konta bankowe;

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

Schemat wykresu

Za pomocą instrukcji CREATE PROPERTY GRAPH możesz tworzyć wykresy na podstawie tabel. Tabele używane do tworzenia wykresów nazywamy tabelami wejściowymi. Podczas tworzenia wykresu nie dochodzi do dublowania danych.

Spanner Graph obsługuje model danych w formie grafu własności 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 wcześniej zdefiniowanych tabel danych relacyjnych.

Węzły

Na podstawie 3 tabel wejściowych definiujemy 3 typy węzłów:

1. Person na podstawie tabeli Osoba
2. węzeł Account na podstawie tabeli Account
3. węzeł Loan 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 lub Person, która go reprezentuje. Na następnej stronie użyjesz etykiet do zapytania 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 w tabeli Account są właściwościami węzła Account. Kolumny można jednak wykluczyć z modelu grafu, używając składni ALL COLUMNS EXCEPT, której opis znajdziesz tutaj.

Uwaga:

W przypadku ręcznie utworzonego schematu (krok 5) dane wejściowe tabeli węzła składają się wyłącznie z nazwy tabeli (np. Account, Node).

W porównaniu z tym schemat DDL grafu na stronie przeglądu bazy danych został rozszerzony o elementy LABEL, KEY i PROPERTIES w definicjach węzła i krawędzi.

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

Krawędzie

Definiujemy 3 rodzaje krawędzi między węzłami:

1. krawędź AccountRepayLoan na podstawie tabeli AccountRepayLoan, która łączy węzeł Account z węzłem Loan.
2. krawędź AccountTransferAccount na podstawie tabeli AccountTransferAccount, która łączy węzeł Account z innym węzłem Account.
3. krawędź PersonOwnAccount na podstawie tabeli PersonOwnAccount, która łączy 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)
  );

Aby zmapować tabelę na krawędzie, musisz zdefiniować klucze źródłowe i docelowe. Klucze te określają relację między krawędzią a węzłami źródłowym i docelowym.

Na przykład każda krawędź PersonOwnAccount łączy węzeł Person (źródło) z węzłem Account (docelny).

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

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

Więcej informacji o schemacie

Więcej informacji o ogólnych pojęciach dotyczących schematu grafu, takich jak etykieta, właściwości i związek z tabelami wejściowymi, znajdziesz tutaj.

Więcej informacji o definiowaniu węzła i definiowaniu krawędzi znajdziesz w innych artykułach.

Podsumowanie

Na tym etapie poznasz tabele wejściowe oraz typy węzłów i krawędzi schematu finansowego.

Następny krok

Następnie wykonasz zapytania dotyczące scenariuszy finansowych, aby poznać możliwości danych z grafu.

7. Wysyłanie zapytań do grafu za pomocą GQL

Co to jest przeszukiwanie zapytań w grafu w GQL

Dane grafu są reprezentowane jako węzły połączone krawędziami. Zapytanie dotyczące grafu przemieszcza się po tych połączeniach, przeskakując z węzła na węzeł na podstawie określonych kryteriów. W zapytaniu do grafu „przejście” oznacza przejście z jednego węzła do drugiego wzdłuż krawędzi łączącej. Jest to pojedynczy krok w procesie przeszukiwania.

Na przykład w przejściu po grafie widocznym poniżej są 2 skoki między osobą (Bob), kontem (18) i kredytem (27).

Wykonywanie zapytań w Spanner Studio

Na tym etapie uruchomisz kilka zapytań GQL, aby dowiedzieć się, jak semantyka zapytań grafowych umożliwia analizę danych z grafu finansowego.

W przypadku każdego zapytania możesz utworzyć w Spanner Studio nowy edytor, np. „Edytor 1”, aby go uruchomić.

Zapytanie 1. Podstawowe dopasowywanie wzorców węzła i krawędzi

Możesz uruchomić zapytanie poniżej, aby przejść od węzła osoby o nazwie „Jacoby”, znaleźć konta należące do tej osoby, a potem znaleźć spłacone przez to konto kredyty. Oto przeszukiwanie grafu z 2 skokami:

• 1 krok: węzeł Person do węzła Account przez krawędź Owns
• 2 krok: węzeł Account łączy się z węzłem Loan przez krawędź Repays

Typy węzłów i krawędzi dopasowujemy na podstawie ich etykiet, takich jak :Person, :Owns i :Account w zapytaniu poniżej.

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

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 spojrzysz na schemat (krok 5), zobaczysz, że z każdym węzłem i każdą krawędzią zdefiniowaną w schemacie jest powiązany element LABEL.

Więcej informacji o tym, jak składnia zapytania dopasowuje węzły i krawędzie, znajdziesz w odpowiednich linkach.

Diagram poniżej pokazuje, jak zapytanie może pobrać wszystkie konta należące do użytkownika „Jacoby”, które spłaciły pożyczki. (wynik zapytania może się różnić od tego, co sugeruje diagram).

Uruchomienie zapytania w edytorze powinno zwrócić wyniki podobne do tych poniżej. Z wyniku wynika, że „Jacoby” ma tylko jedno konto (identyfikator 569) i jedną pożyczkę (identyfikator 110), ale między nimi jest kilka spłat.

Zapytanie 2. Przejście po ilościowym wykresie ścieżki i zwrot elementów wykresu

Podane niżej zapytanie dopasowuje wszystkie przelewy pieniędzy na koncie, które zaczynają się na koncie źródłowym z id=75 w zakresie 3–6 przeskoków, aby dotrzeć do konta docelowego z id=199. Składnia {3,6} służy do reprezentowania ścieżki z ilościowymi wartościami 3–6 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;

Przejście na krawędzi z ilościową oceną można przedstawić wizualnie w ten sposób: zaczyna się ono od węzła src_account i pobiera wszystkie możliwe ścieżki przenoszenia konta między 3 a 6 przeskokami, aby dotrzeć do węzła dst_account.

Zaznaczona na dole ścieżka to na przykład zapytanie z 6 przeskokami.

Uruchomienie tego zapytania powinno spowodować pojawienie się takich wyników:

Uwaga: więcej informacji o kwantyfikowanym wzorze krawędzi znajdziesz tutaj.

Elementy grafu można zwracać w formacie JSON za pomocą funkcji TO_JSON, tak jak wyżej zwracane są krawędzie transfers. Zwracane obiekty JSON węzła i krawędzi zawierają odpowiednio pola identifier, properties i labels. Dodatkowo zwracane obiekty JSON krawędzi będą zawierać parametry source_node_identifier i destination_node_identifier.

W tym zapytaniu wynik zwraca liczbę skoków krawędzi przeniesienia oraz krawędzie przeniesienia w każdej dopasowanej ścieżce w formacie JSON za pomocą funkcji TO_JSON(transfer) AS transfer_edges.

Zwracany obiekt transfer_edges to tablica JSON. Jest to tablica JSON, ponieważ na każdej dopasowanej ścieżce między kontem źródłowym a docelowym może występować wiele krawędzi przenoszenia.

Każdy element tablicy to krawędzi 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 grafu JSON jest nieprzejrzysty, nie ma znaczenia semantycznego i jest powiązany z jednym zakresem wykonywania zapytań. Nie można go używać w kolejnych zapytaniach.

Zapytanie 3. Wyszukiwanie najkrótszej ścieżki

Zapytanie 2 zwraca wszystkie 3 ścieżki z src_accnt i dst_accnt w określonym zakresie skoków. Każda ścieżka składa się z różnej liczby skoków, a mianowicie 4, 5 lub 6.

Jeśli chcesz znaleźć najkrótszą ścieżkę między tymi dwoma węzłami, możesz ją zmodyfikować, używając prefiksu wyszukiwania ścieżki MATCH ANY SHORTEST. Zapytanie poniżej znajduje dowolną najkrótszą ścieżkę między tymi 2 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. Zauważ, że zapytanie 2 zwraca wszystkie 3 możliwe ścieżki, a zapytanie 3 (to zapytanie) zwraca tylko 1 wynik, czyli najkrótszą ścieżkę o długości 4 przeskoki.

Uruchomienie zapytania powinno dać taki wynik.

Zapytanie 4. Zapytania dotyczące grafu połączone w sposób liniowy

Bardziej złożone relacje można zidentyfikować, używając słowa kluczowego NEXT do łączenia bloków zapytań w grafu.

W zapytaniu poniżej chcesz poznać przepływ pieniędzy na kontach klientów, aby w ramach analizy zgodności z wymaganiami sprawdzić, czy nie występują podejrzane duże napływy lub odpływy środków.

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

Następnie w drugim bloku po NEXT obliczasz łączne kwoty przelewów na każde konto od „2020-01-01”.

Następnie w zapytaniu w 3 bloku stosujesz tę samą logikę w przypadku kwot wychodzących. Na koniec obliczasz stosunek wartości wpływów do wartości odpływów dla każdego konta w ostatnim bloku.

Aby uzyskać dostęp do wyników zapytania pośredniego, które są potrzebne po słowie kluczowym NEXT, musisz je zwrócić na końcu poprzedniego bloku. Na przykład w pierwszym bloku zwracany jest dopasowany element accnt, aby drugi blok mógł zapytać o przepływy napływające 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;

Diagram poniżej pokazuje, przez jakie elementy przechodzi zapytanie.

Uruchomienie tego zapytania powinno dać następujący wynik:

Więcej zapytań do grafu

Przykłady zapytań do grafów zgodnych ze schematem tego Codelab znajdziesz w instrukcji użytkownika.

Aby poznać składnię zapytań grafu, przeczytaj tutaj informacje o języku zapytań grafu GoogleSQL.

Podsumowanie

Na tym etapie wykonasz wiele zapytań do grafu GQL i poznasz ich semantykę.

Następny krok

Następnie wykonasz zapytania, które łączą GQL i SQL.

8. Wykonywanie zapytań do wykresu i tabel jednocześnie

Wykonywanie zapytań w Spanner Studio

W tym kroku uruchomisz zapytania dotyczące grafu, które współpracują z tabelami SQL, aby połączyć model grafu Spannera z modelem relacyjno-relacji.

W przypadku każdego zapytania możesz utworzyć w Spanner Studio nowy edytor do jego wykonania.

Wykonywanie zapytania SQL interoperacyjnego

W Spanner Graph języki SQL i GQL są w pełni interoperacyjne. GQL i SQL są łączone za pomocą operatora GRAPH_TABLE. W operatorze możesz pisać zapytania GQL w sposób opisany 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 z audytu dotyczące kont, na które wpłynęły przelewy z podejrzanego konta.

Z zapytania poniżej wynika, że zapytanie GQL w operatorze GRAPH_TABLE przechodzi 1 lub 2 kroki od podejrzanego konta przez krawędź Transfers, a potem zwraca unikalne identyfikatory osiągniętych kont. Następnie zapytanie łączy się z tabelą AccountAudits, aby znaleźć informacje audytu dotyczące 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 spowoduje uzyskanie wyników podobnych do tych poniżej.

Więcej informacji o operatorze GRAPH_TABLE, który umożliwia łączenie zapytań w grafach i zapytań SQL, znajdziesz w przewodniku użytkownika.

Następny krok

Następnie możesz posprzątać w codelab.

9. Czyszczenie (opcjonalne)

Aby uporządkować, przejdź do sekcji Spanner w konsoli Cloud i usuń instancję graph-demo utworzoną w ramach tego Codelab.

10. Gratulacje!

Gratulacje! Udało Ci się utworzyć schemat grafu i wykonać zapytania do grafu za pomocą Spanner Graph.

Konwencjonalne zapytanie SQL nie wystarcza do odkrywania połączeń w danych, które stają się coraz bardziej złożone z upływem czasu i pojawianiem się coraz bardziej skomplikowanych sieci relacji. Spanner Graph udostępnia model danych w postaci grafu, który jest niezbędny do wykonywania najważniejszych zadań.Oferuje on zaawansowaną składnię zapytań grafu, praktycznie nieograniczoną pojemność i dostępność na poziomie 99,999%.

Teraz, gdy znasz już lepiej pojęcia związane z grafem Spannera, możesz już dziś wypróbować swój schemat i dane.

Co dalej?

Więcej informacji o grafice usługi Spanner znajdziesz w naszym przewodniku dla użytkowników.