Bắt đầu sử dụng Spanner Graph

1. Giới thiệu

Spanner Graph kết hợp các chức năng của cơ sở dữ liệu biểu đồ được thiết kế theo mục đích với Spanner, cơ sở dữ liệu luôn hoạt động, nhất quán trên toàn cầu và gần như không giới hạn của Google Cloud.

Spanner Graph hỗ trợ giao diện truy vấn biểu đồ tương thích với tiêu chuẩn ISO GQL (Ngôn ngữ truy vấn biểu đồ). Với khả năng tương tác giữa các mô hình quan hệ và biểu đồ, bạn có thể kết hợp các khả năng của SQL vốn có với tính biểu đạt của việc so khớp mẫu biểu đồ trong GQL. Bảng có thể được ánh xạ tới biểu đồ bằng giản đồ khai báo mà không cần di chuyển dữ liệu, giúp đưa đồ thị vào tập dữ liệu dạng bảng. Bằng cách đó, bạn có thể lựa chọn mô hình dữ liệu liên kết muộn (tức là trì hoãn) và sử dụng ngôn ngữ truy vấn phù hợp nhất cho mỗi công việc cần thực hiện.

Trong phòng thí nghiệm này, bạn sẽ hướng dẫn cách thiết lập cơ sở dữ liệu Spanner Graph bằng cách sử dụng tập dữ liệu được điền sẵn, truy vấn biểu đồ bằng GQL và truy cập cả dữ liệu đồ thị và dữ liệu quan hệ bằng cách kết hợp GQL và SQL.

Sản phẩm bạn sẽ tạo ra

Trong phòng thí nghiệm này, bạn sẽ:

  • Tạo một thực thể Spanner.
  • Thiết lập cơ sở dữ liệu bằng giản đồ biểu đồ tài chính và các tập dữ liệu được điền sẵn.
  • Đưa ra truy vấn GQL và kết hợp GQL và SQL với nhau.

Kiến thức bạn sẽ học được

  • Cách thiết lập một thực thể Spanner.
  • Cách sử dụng lệnh gcloud spanner samples init finance-graph để thiết lập cơ sở dữ liệu Spanner Graph mẫu.
  • Cách xem giản đồ biểu đồ trên trang tổng quan về cơ sở dữ liệu.
  • Cách viết truy vấn đường dẫn nhiều bước bằng GQL.
  • Cách viết các truy vấn phức tạp hơn bằng GQL.
  • Cách kết hợp GQL và SQL.

Bạn cần có

  • Một dự án Google Cloud được kết nối với một tài khoản thanh toán.
  • Một trình duyệt web, chẳng hạn như Chrome hoặc Firefox.

2. Thiết lập và yêu cầu

Tạo một dự án GCP

Đăng nhập vào Google Cloud Console rồi tạo dự án mới hoặc sử dụng lại dự án hiện có. Nếu chưa có tài khoản Gmail hoặc Google Workspace, bạn phải tạo một tài khoản.

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  • Tên dự án là tên hiển thị của những người tham gia dự án này. Đây là một chuỗi ký tự không được API của Google sử dụng. Bạn luôn có thể cập nhật ứng dụng.
  • Mã dự án là duy nhất trong tất cả các dự án Google Cloud và không thể thay đổi (không thể thay đổi sau khi đã đặt). Cloud Console sẽ tự động tạo một chuỗi duy nhất; thường bạn không quan tâm đến sản phẩm đó là gì. Trong hầu hết các lớp học lập trình, bạn sẽ cần tham khảo Mã dự án của mình (thường được xác định là PROJECT_ID). Nếu không thích mã đã tạo, bạn có thể tạo một mã nhận dạng ngẫu nhiên khác. Ngoài ra, bạn có thể thử cách riêng của mình để xem có thể sử dụng hay không. Bạn không thể thay đổi mã này sau bước này và mã vẫn giữ nguyên trong thời gian dự án.
  • Đối với thông tin của bạn, có giá trị thứ ba, Project Number (Số dự án), mà một số API sử dụng. Tìm hiểu thêm về cả ba giá trị này trong tài liệu này.

Thiết lập thanh toán

Tiếp theo, bạn cần làm theo hướng dẫn sử dụng quản lý tính năng thanh toán và bật tính năng thanh toán trong Cloud Console. Người dùng mới của Google Cloud đủ điều kiện tham gia chương trình Dùng thử miễn phí 300 USD. Để tránh phát sinh việc thanh toán ngoài hướng dẫn này, bạn có thể tắt thực thể Spanner ở cuối lớp học lập trình bằng cách làm theo "Bước 9 Dọn dẹp".

Khởi động Cloud Shell

Mặc dù bạn có thể vận hành Google Cloud từ xa trên máy tính xách tay, nhưng trong lớp học lập trình này, bạn sẽ sử dụng Google Cloud Shell, một môi trường dòng lệnh chạy trong Đám mây.

Trong Google Cloud Console, hãy nhấp vào biểu tượng Cloud Shell ở thanh công cụ trên cùng bên phải:

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Sẽ chỉ mất một chút thời gian để cấp phép và kết nối với môi trường. Sau khi hoàn tất, bạn sẽ thấy như sau:

7ffe5cbb04455448.pngS

Máy ảo này chứa tất cả các công cụ phát triển mà bạn cần. Phiên bản này cung cấp thư mục gốc có dung lượng ổn định 5 GB và chạy trên Google Cloud, giúp nâng cao đáng kể hiệu suất và khả năng xác thực của mạng. Bạn có thể thực hiện mọi công việc trong lớp học lập trình này trong trình duyệt. Bạn không cần cài đặt gì cả.

3. Tạo một thực thể Spanner

Trong Spanner, thực thể là một cụm tài nguyên điện toán và lưu trữ lưu trữ một hoặc nhiều cơ sở dữ liệu Spanner. Bạn sẽ cần có ít nhất 1 thực thể để lưu trữ cơ sở dữ liệu Spanner cho lớp học lập trình này.

Bật Spanner API

Bên trong Cloud Shell, hãy đảm bảo bạn đã thiết lập mã dự án. Sử dụng lệnh đầu tiên dưới đây để tìm mã dự án hiện được định cấu hình. Nếu kết quả không như dự kiến, lệnh thứ hai bên dưới sẽ đặt giá trị phù hợp.

gcloud config get-value project

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

Định cấu hình khu vực mặc định của bạn thành us-central1. Vui lòng thay đổi chế độ cài đặt này thành một khu vực khác được cấu hình theo khu vực của Spanner hỗ trợ.

gcloud config set compute/region us-central1

Bật Spanner API:

gcloud services enable spanner.googleapis.com

Tạo thực thể Spanner

Trong phần này, bạn sẽ tạo một phiên bản dùng thử miễn phí hoặc phiên bản được cấp phép. Trong suốt lớp học lập trình này, mã nhận dạng thực thể của Biểu đồ Spanner được sử dụng là graph-demo, được đặt thành biến SPANNER_INSTANCE_ID thông qua dòng lệnh export. Nếu muốn, bạn có thể chọn tên mã phiên bản của riêng mình.

Tạo một thực thể Spanner dùng thử miễn phí

Bất cứ ai có Tài khoản Google đã bật tính năng Thanh toán đám mây trong dự án của mình đều có thể sử dụng phiên bản dùng thử miễn phí Spanner trong 90 ngày. Bạn sẽ không bị tính phí, trừ phi bạn chọn nâng cấp phiên bản dùng thử miễn phí lên một phiên bản có tính phí. Nếu đủ điều kiện, hãy tạo một phiên bản dùng thử miễn phí bằng cách mở Cloud Shell và chạy lệnh sau:

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"

Đầu ra lệnh:

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

Tạo một thực thể Spanner được cấp phép

Nếu chọn không sử dụng một phiên bản dùng thử miễn phí, bạn có thể thiết lập một thực thể Spanner được cấp phép của 1 nút cho lớp học lập trình này. Để thực hiện việc này, hãy mở Cloud Shell và chạy lệnh sau:

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

Kết quả của lệnh:

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

4. Tự động tạo cơ sở dữ liệu Spanner

Kiểm tra phiên bản SDK gcloud

Trước khi tạo cơ sở dữ liệu, hãy đảm bảo bạn đã cập nhật SDK gcloud trong Google Cloud Shell lên phiên bản cần thiết – gcloud SDK 484.0.0. Bạn có thể tìm ra phiên bản SDK gcloud của mình bằng cách chạy lệnh bên dưới.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Nếu phiên bản thấp hơn yêu cầu 484.0.0 (ví dụ: đầu ra 483.0.0 ở trên), bạn cần nâng cấp bằng cách sao chép và chạy lệnh bên dưới.

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

Tạo thực thể và cơ sở dữ liệu

Khi thực thể của bạn đang chạy, bạn có thể tạo cơ sở dữ liệu. Spanner cho phép nhiều cơ sở dữ liệu trên một thực thể.

Cơ sở dữ liệu là nơi bạn xác định giản đồ của mình. Bạn cũng có thể kiểm soát ai có quyền truy cập vào cơ sở dữ liệu, thiết lập mã hoá tuỳ chỉnh, định cấu hình trình tối ưu hoá và đặt khoảng thời gian lưu giữ.

Cơ sở dữ liệu sẽ được tạo trong thực thể có mã SPANNER_INSTANCE_ID của bước trước.

Nếu bạn chưa thiết lập biến SPANNER_INSTANCE_ID, hãy sử dụng dòng lệnh bên dưới để thiết lập.

export SPANNER_INSTANCE_ID={your_instance_id}

Sử dụng công cụ dòng lệnh gcloud của Google Cloud Shell bên dưới để tạo cơ sở dữ liệu Spanner với giản đồ biểu đồ tài chính và tập dữ liệu tài chính được điền sẵn.

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

Kết quả của lệnh:

$ gcloud spanner samples init finance-graph --instance-id=$SPANNER_INSTANCE_ID
Checking instance 'graph-demo'
Downloading files for the finance-graph sample app
Downloading ../finance-graph/finance-graph-schema.sdl
Downloading ../finance-graph/finance-graph-inserts.sql
Initializing database 'finance-graph-db' for sample app 'finance-graph'
Creating database 'finance-graph-db'...done.                                                                                                  
Populating graph data into `finance-graph-db`...done.                                                                                         
|
  Initialization done for your Spanner Graph database.

spanner samples CLI

Lệnh gcloud spanner samples init finance-graph là một trình bao bọc cho các thao tác sau:

  • Tạo một cơ sở dữ liệu có tên "finance-graph-db" trong trường hợp của bạn.
  • Tạo giản đồ biểu đồ tài chính trong cơ sở dữ liệu. Giản đồ chứa định nghĩa nút cho các thực thể như tài khoản ngân hàng, khoản vay, v.v. và định nghĩa biên cho mối quan hệ giữa chúng. Bạn có thể kiểm tra giản đồ cơ sở dữ liệu trong Bước 6).
  • Chèn vài nghìn nút và cạnh biểu đồ vào cơ sở dữ liệu.

Cách xử lý lỗi

Không chèn được dữ liệu

Nếu công cụ hoàn tất bằng một thông báo lỗi Failed to insert data for the graph database, bạn có thể làm theo trang Bước 5 (không bắt buộc) để tạo cơ sở dữ liệu rồi chèn dữ liệu theo cách thủ công.

Tiếp theo

Bạn có thể bỏ qua phần không bắt buộc tiếp theo nếu việc tạo tự động cơ sở dữ liệu thành công và chuyển thẳng đến mục "Khám phá giản đồ biểu đồ" (Bước 6).

5. (Không bắt buộc) Tạo cơ sở dữ liệu Spanner theo cách thủ công

Khi thực thể của bạn đang chạy, bạn có thể tạo cơ sở dữ liệu theo cách thủ công.

Cơ sở dữ liệu là nơi bạn xác định giản đồ của mình. Bạn cũng có thể kiểm soát ai có quyền truy cập vào cơ sở dữ liệu, thiết lập mã hoá tuỳ chỉnh, định cấu hình trình tối ưu hoá và đặt khoảng thời gian lưu giữ.

Cơ sở dữ liệu sẽ được tạo trong thực thể có mã SPANNER_INSTANCE_ID ở các bước trước.

Nếu bạn chưa thiết lập biến SPANNER_INSTANCE_ID, hãy sử dụng dòng lệnh bên dưới để thiết lập.

export SPANNER_INSTANCE_ID={your_instance_id}

Để tạo cơ sở dữ liệu, hãy sử dụng công cụ dòng lệnh gcloud:

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

Kết quả của lệnh:

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

Tạo giản đồ bằng biểu đồ

Để thiết lập giản đồ, hãy chuyển đến Spanner Studio rồi sử dụng Trình chỉnh sửa:

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Đối với giản đồ, hãy sao chép và dán DDL bên dưới vào Trình chỉnh sửa 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
  );

Sau đó, hãy nhấp vào nút RUN rồi đợi vài giây để tạo giản đồ.

Bạn có thể thắc mắc về ý nghĩa của từng câu lệnh CREATE, đặc biệt là câu lệnh CREATE PROPERTY GRAPH. Chúng ta sẽ kiểm tra giản đồ trong Bước 6 tiếp theo).

Tải dữ liệu

Bây giờ, bạn sẽ muốn chèn một số dữ liệu trên biểu đồ tài chính vào cơ sở dữ liệu của mình.

Spanner Graph tạo biểu đồ từ các bảng đầu vào, do đó, dữ liệu của biểu đồ dựa trên dữ liệu từ bảng đầu vào và không có dữ liệu trùng lặp. Tương tự, những thay đổi về dữ liệu trong bảng đầu vào sẽ tự động được phản ánh trong mô hình biểu đồ. Điều này giúp tránh tình trạng phức tạp của ETL khi đồng bộ hoá với các nguồn dữ liệu khác.

Bạn có thể sử dụng các câu lệnh INSERT SQL quen thuộc để chèn dữ liệu vào bảng đầu vào.

Mở một thẻ mới trong Spanner Studio, sau đó sao chép và dán các câu lệnh chèn sau đây rồi nhấp vào nút RUN. Các câu lệnh INSERT sẽ điền hàng nghìn nút và cạnh vào cơ sở dữ liệu của bạn. Với khối lượng văn bản, có thể mất vài giây để sao chép.

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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08:33:18.515",false,"corporate account"),(126,"2020-12-15 19:09:35.512",false,"prepaid card"),(127,"2020-12-16 08:36:23.124",false,"brokerage account"),(128,"2020-12-17 12:07:26.547",false,"foreign currency"),(129,"2020-12-18 13:42:59.981",false,"merchant account"),(130,"2020-12-19 05:47:14.714",false,"retirement account"),(131,"2020-12-20 19:50:44.173",false,"trust account"),(132,"2020-12-22 01:44:50.711",false,"corporate account"),(133,"2020-12-23 02:31:46.849",false,"foreign currency"),(134,"2020-12-23 10:07:28.308",false,"merchant account"),(135,"2020-12-23 23:06:04.601",true,"retirement account"),(136,"2020-12-24 01:27:15.123",false,"credit card"),(137,"2020-12-24 03:01:42.112",false,"trust account"),(138,"2020-12-24 23:57:34.334",false,"debit card"),(139,"2020-12-25 05:47:40.479",false,"merchant account"),(140,"2020-12-27 23:42:26.114",false,"escrow account"),(141,"2020-12-28 17:26:15.005",true,"brokerage account"),(142,"2020-12-29 07:23:26.859",false,"retirement 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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.");

Tóm tắt

Trong bước này, bạn đã tạo cơ sở dữ liệu Spanner bằng giản đồ biểu đồ và dữ liệu biểu đồ được điền sẵn.

Tiếp theo

Tiếp theo, bạn sẽ tìm hiểu về giản đồ biểu đồ

6. Khám phá giản đồ biểu đồ

Xem giản đồ biểu đồ

Trong Cloud Console, hãy chuyển đến phiên bản Spanner rồi nhấp vào cơ sở dữ liệu finance-graph-db. Từ trang tổng quan này, hãy nhấp vào "Hiển thị DDL tương đương" (ở cuối trang) để hiển thị giản đồ cơ sở dữ liệu.

26837c6140a6667f.png.

Khi kiểm tra giản đồ, trước tiên bạn sẽ thấy một số bảng quan hệ có câu lệnh CREATE TABLE cũng được chụp trong ảnh chụp màn hình dưới đây:

  • Bảng Account chứa dữ liệu về tài khoản ngân hàng
  • Bảng AccountAudits theo dõi các hoạt động kiểm tra tài khoản ngân hàng
  • Bảng AccountRepayLoan theo dõi các khoản tiền vay được thực hiện từ tài khoản ngân hàng.
  • Bảng AccountTransferAccount theo dõi các hoạt động chuyển tiền giữa các tài khoản ngân hàng.
  • Bảng Loan chứa dữ liệu về các khoản vay của khách hàng
  • Bảng Person chứa dữ liệu về khách hàng ngân hàng được mô hình hoá dưới dạng người
  • Bảng PersonOwnAccount theo dõi mối quan hệ giữa những người sở hữu tài khoản ngân hàng

3cd4ea803709467.pngS

Di chuyển xuống giản đồ DDL và bạn sẽ thấy câu lệnh CREATE PROPERTY GRAPH FinGraph trong đó chúng ta xác định giản đồ biểu đồ dựa trên bảng SQL ở trên. Chúng tôi sẽ giải thích về giản đồ biểu đồ trong phần tiếp theo.

e7fec3b329fb95da.png

Tìm hiểu giản đồ biểu đồ

Spanner Graph cho phép bạn tạo biểu đồ từ các bảng bằng cách sử dụng câu lệnh CREATE PROPERTY GRAPH. Các bảng dùng để tạo biểu đồ được gọi là bảng đầu vào. Không có trường hợp trùng lặp dữ liệu khi tạo biểu đồ.

Spanner Graph hỗ trợ mô hình dữ liệu biểu đồ thuộc tính với các nút và cạnh được chú thích bằng nhãn và thuộc tính. Trong giản đồ biểu đồ tài chính này, chúng ta đã tạo 3 loại nút và 3 loại cạnh dựa trên bảng đầu vào quan hệ được xác định trước đó.

30ef4fa5b6b29bd9.pngS

Nút

Chúng ta xác định 3 loại nút dựa trên 3 bảng đầu vào:

  1. Nút Person, dựa trên bảng Người
  2. Account nút, dựa trên bảng Tài khoản
  3. Loan nút, dựa trên bảng Khoản vay
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)
  )
 ...

Mỗi hàng trong bảng nút sẽ ánh xạ tới một nút trong mô hình biểu đồ. Mỗi nút có một nhãn, chẳng hạn như Account và Person, đại diện cho nút đó. Bạn sẽ sử dụng nhãn để truy vấn loại nút trong trang tiếp theo.

Theo mặc định, tất cả các cột của bảng đầu vào tại thời điểm tạo biểu đồ đều được đưa vào dưới dạng thuộc tính nút. Ví dụ: cột id, create_time, is_blocked và type của bảng Account là thuộc tính của nút Account. Tuy nhiên, bạn có thể loại trừ cột khỏi mô hình biểu đồ bằng cách sử dụng cú pháp ALL COLUMNS EXCEPT.Điều này được giải thích tại đây.

Cạnh

Chúng ta xác định 3 loại cạnh giữa các nút:

  1. Cạnh AccountRepayLoan, dựa trên bảng AccountRepayLoan, kết nối nút Account với nút Loan.
  2. Cạnh AccountTransferAccount, dựa trên bảng AccountTransferAccount, kết nối nút Account với một nút Account khác.
  3. Cạnh PersonOwnAccount, dựa trên bảng PersonOwnAccount, kết nối nút Person với nút 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)
  );

Việc ánh xạ một bảng với các cạnh cần xác định khoá nguồn và khoá đích. Các khoá này thiết lập mối quan hệ giữa cạnh, nút nguồn và nút đích.

Ví dụ: mỗi cạnh PersonOwnAccount kết nối một Person (nguồn) với một nút Account (đích).

  • Nút SOURCE của một cạnh là nút Person có id giống với cạnh id.
  • Nút DESTINATION của một cạnh là một nút Account có id giống với cạnh 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)

Mỗi cạnh có một nhãn, chẳng hạn như Repays và Owns, đại diện cho loại cạnh. Tương tự như các nút biểu đồ, tất cả các cột của bảng dữ liệu đầu vào đều được đưa vào dưới dạng thuộc tính cạnh.

Tìm hiểu thêm về giản đồ

Bạn có thể tìm hiểu thêm về các khái niệm chung của giản đồ biểu đồ, chẳng hạn như nhãn, thuộc tính và mối quan hệ với bảng dữ liệu đầu vào tại đây.

Bạn có thể đọc thêm về cách xác định nút và xác định cạnh.

Tóm tắt

Ở bước này, bạn đã nắm được các bảng dữ liệu đầu vào cũng như các loại nút và cạnh của biểu đồ tài chính.

Tiếp theo

Tiếp theo, bạn sẽ chạy các truy vấn về các tình huống tài chính để khám phá tiềm năng của dữ liệu biểu đồ.

7. Truy vấn biểu đồ bằng GQL

Truyền tải truy vấn bằng biểu đồ trong GQL là gì

Dữ liệu đồ thị được biểu diễn dưới dạng các nút được kết nối bởi các cạnh. Một truy vấn biểu đồ điều hướng qua các kết nối này, chuyển từ nút này sang nút khác dựa trên tiêu chí được chỉ định. Trong truy vấn biểu đồ, một "hop" đề cập đến việc truyền từ nút này sang nút khác dọc theo cạnh kết nối. Biểu thị một bước duy nhất trong quá trình truyền tải.

Ví dụ: trong biểu đồ truyền tải bên dưới, có 2 bước giữa Người (Bob), Tài khoản (18) và Khoản vay (27).

6398be1677919d93.pngS

Chạy truy vấn trong Spanner Studio

Trong bước này, bạn sẽ chạy nhiều truy vấn GQL để hiểu cách ngữ nghĩa truy vấn biểu đồ cho phép phân tích dữ liệu biểu đồ tài chính.

Đối với mỗi truy vấn, bạn có thể tạo một trình chỉnh sửa mới, chẳng hạn như "Trình chỉnh sửa 1" trong Spanner Studio để chạy.

85130e5d40737852.pngS

Truy vấn 1 - So khớp mẫu cạnh và nút cơ bản

Bạn có thể chạy truy vấn bên dưới để chuyển từ nút người dùng có tên là "Jacoby", tìm tài khoản do người đó sở hữu và sau đó khám phá các khoản vay mà tài khoản đã trả lại. Đây là truyền tải truy vấn đồ thị 2 bước:

  • Bước thứ nhất: Nút Person đến nút Account qua cạnh Owns
  • Bước thứ 2: Nút Account đến nút Loan qua cạnh Repays

Cách chúng tôi so khớp các loại nút và cạnh sẽ dựa trên nhãn của chúng, chẳng hạn như các phần :Person, :Owns và :Account trong truy vấn bên dưới.

Kết quả trả về mã tài khoản, thông tin trả nợ và thông tin khoản vay, được sắp xếp theo ngày trả nợ vay

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;

Sơ đồ dưới đây giúp trực quan hoá cách truy vấn có thể tìm nạp tất cả các tài khoản mà "Jacoby" sở hữu đã trả nợ vay. (Kết quả truy vấn có thể khác với những gì biểu đồ đề xuất.)

8165a85878d957ef.png.

Việc chạy truy vấn trong trình chỉnh sửa sẽ trả về kết quả như bên dưới. Kết quả cho biết rằng "Jacoby" chỉ có một tài khoản (mã 569) và một khoản vay (mã 110), nhưng có nhiều khoản tiền trả nợ giữa các tài khoản đó.

6321db0b18694fba.png.

Truy vấn 2 – Các phần tử biểu đồ trả về và truyền tải qua đường dẫn định lượng

Truy vấn sau khớp với tất cả các giao dịch chuyển tiền của tài khoản bắt đầu từ tài khoản nguồn có id=75 trong vòng 3 đến 6 bước, để đến tài khoản đích có id=199. Cú pháp {3,6} dùng để biểu diễn truyền tải qua đường dẫn 3 đến 6 hop đã định lượng giữa src_accnt và 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;

Nhìn bề ngoài, bạn có thể hình dung về hoạt động truyền tải cạnh có định lượng như dưới đây: nó bắt đầu từ một nút src_account và tìm nạp tất cả các đường dẫn chuyển tài khoản có thể có từ 3 đến 6 bước để truy cập dst_account.

Ví dụ: đường dẫn được đánh dấu ở cuối bên dưới là một truy vấn 6-hop.

51b1064a707727bd.pngS

Việc chạy truy vấn này sẽ mang lại kết quả như sau:

1cbcb60ad921ebbf.png.

Bạn có thể trả về các phần tử biểu đồ ở định dạng JSON bằng hàm TO_JSON, vì các cạnh transfers được trả về ở trên. Các đối tượng JSON được trả về cho nút và cạnh bao gồm identifier, properties và labels. Ngoài ra, các đối tượng JSON được trả về cho các cạnh cũng sẽ bao gồm source_node_identifier và destination_node_identifier.

Trong truy vấn này, kết quả trả về số bước chuyển cạnh (chuyển) và số cạnh chuyển (chuyển) trong mỗi đường dẫn phù hợp ở định dạng JSON với TO_JSON(transfer) AS transfer_edges.

transfer_edges được trả về là một đối tượng mảng JSON. Thuộc tính này thuộc loại mảng JSON vì có thể có nhiều cạnh chuyển trong mỗi đường dẫn phù hợp giữa tài khoản nguồn và tài khoản đích.

Mỗi phần tử của mảng là một cạnh, chứa labels, source_node_identifier và destination_node_identifier của các nút được kết nối và dữ liệu properties cạnh như amount và 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": "..."
  }
]

Truy vấn 3 - Tìm kiếm đường dẫn ngắn nhất

Truy vấn 2 tìm cả 3 đường dẫn từ src_accnt và dst_accnt trong phạm vi bước nhảy được chỉ định. Mỗi lộ trình bao gồm một số bước nhảy riêng biệt, cụ thể là 4, 5 và 6 bước.

Nếu muốn tìm đường dẫn ngắn nhất giữa hai nút này, bạn có thể sửa đổi đường dẫn đó bằng cách sử dụng tiền tố tìm kiếm đường dẫn MATCH ANY SHORTEST để tìm đường dẫn đó. Truy vấn bên dưới tìm mọi đường dẫn ngắn nhất giữa hai tài khoản này trong vòng 3 đến 6 bước.

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;

So sánh kết quả của cả hai truy vấn, bạn sẽ phát hiện ra rằng Truy vấn 2 trả về tất cả 3 đường dẫn có thể có trong khi Truy vấn 3 (truy vấn này) chỉ trả về 1 kết quả, đó là đường dẫn ngắn nhất của 4 bước.

66a5f6eac2b0978d.png.

Việc chạy truy vấn sẽ mang lại kết quả như sau.

4c070e69fa83ee.png.

Truy vấn 4 – Truy vấn biểu đồ được xâu chuỗi theo thành phần tuyến tính

Bạn có thể xác định các mối quan hệ phức tạp hơn bằng cách sử dụng từ khoá NEXT để liên kết các khối truy vấn biểu đồ với nhau.

Trong truy vấn dưới đây, bạn cần tìm hiểu dòng tiền của các tài khoản khách hàng để tìm luồng thu hoặc luồng chi đáng ngờ trong quá trình phân tích mức độ tuân thủ.

Để làm việc này, trước tiên, bạn phải tìm tất cả tài khoản ngân hàng do "Bisla" sở hữu trong khối truy vấn đầu tiên bằng MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).

Tiếp theo, trong khối thứ hai sau NEXT, bạn sẽ tính tổng số tiền chuyển vào từng tài khoản kể từ ngày "2020-01-01".

Sau đó, bạn áp dụng cùng một logic cho các số tiền đi trong truy vấn khối thứ ba. Cuối cùng, bạn tính toán tỷ lệ số tiền trong luồng thu so với số tiền trong luồng chi cho mỗi tài khoản trong khối cuối cùng.

Đối với các kết quả truy vấn trung gian mà bạn cần truy cập sau từ khoá NEXT, bạn cần trả về các kết quả này ở cuối khối trước. Ví dụ: accnt trùng khớp được trả về trong khối đầu tiên để khối thứ hai có thể truy vấn việc chuyển luồng thu vào các tài khoản này.

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;

Sơ đồ dưới đây trực quan hoá nội dung truy vấn truyền tải.

2155849dc5008fd.pngS

Chạy truy vấn sẽ mang lại kết quả sau:

ff7f0a1cb2ad877d.png

Khám phá thêm truy vấn biểu đồ

Bạn có thể tìm thấy một số ví dụ về truy vấn biểu đồ tương thích với giản đồ của lớp học lập trình này trong hướng dẫn sử dụng.

Để khám phá cú pháp truy vấn biểu đồ, bạn có thể đọc tài liệu tham khảo về Ngôn ngữ truy vấn biểu đồ của GoogleSQL tại đây.

Tóm tắt

Trong bước này, bạn đã chạy nhiều truy vấn biểu đồ GQL và hiểu được ngữ nghĩa của chúng.

Tiếp theo

Tiếp theo, bạn sẽ chạy các truy vấn kết hợp GQL và SQL với nhau.

8. Truy vấn biểu đồ và bảng cùng nhau

Chạy truy vấn trong Spanner Studio

Trong bước này, bạn sẽ chạy các truy vấn biểu đồ có khả năng tương tác với các bảng SQL để kết nối mô hình biểu đồ của Spanner với mô hình quan hệ của mô hình đó.

Đối với mỗi truy vấn, bạn có thể tạo một trình chỉnh sửa mới trong Spanner Studio để chạy.

85130e5d40737852.pngS

Chạy truy vấn có khả năng tương tác SQL

Trong Spanner Graph, SQL và GQL hoàn toàn có khả năng tương tác. Bạn sẽ kết hợp GQL và SQL bằng toán tử GRAPH_TABLE. Trong toán tử, bạn có thể viết GQL như trong phần trước. Sau đó, bạn có thể kết nối kết quả trở lại phần truy vấn SQL thông qua câu lệnh RETURN.

Ví dụ: bạn có thể kết hợp GQL và SQL để tìm thông tin kiểm tra của những tài khoản đã nhận chuyển khoản ngân hàng từ một tài khoản đáng ngờ.

defc99e2d5e1398e.png

Theo truy vấn sau đây, truy vấn GQL trong toán tử GRAPH_TABLE truyền tải 1 hoặc 2 bước từ một tài khoản đáng ngờ thông qua cạnh Transfers, sau đó trả về mã nhận dạng riêng biệt của các tài khoản đã tiếp cận. Sau đó, truy vấn này sẽ kết hợp với bảng AccountAudits để tìm thông tin kiểm tra của các tài khoản đó.

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

Việc chạy truy vấn sẽ mang lại kết quả như bên dưới.

87aa00d2f968ab4e.png.

Bạn có thể đọc thêm về toán tử GRAPH_TABLE để kết hợp biểu đồ và truy vấn SQL trong hướng dẫn sử dụng.

Tiếp theo

Tiếp theo, bạn có thể dọn dẹp lớp học lập trình.

9. Dọn dẹp (không bắt buộc)

Để dọn dẹp, bạn chỉ cần chuyển đến phần Spanner của Cloud Console rồi xoá thực thể graph-demo mà chúng ta đã tạo trong lớp học lập trình này.

9352e2267c5f6fd0.pngS

10. Xin chúc mừng!

Xin chúc mừng, bạn đã tạo thành công giản đồ biểu đồ và chạy truy vấn biểu đồ bằng Spanner Graph.

Truy vấn SQL truyền thống không đủ để khám phá các kết nối trong dữ liệu ngày càng trở nên phức tạp với mạng lưới mối quan hệ phức tạp. Spanner Graph cung cấp mô hình dữ liệu đồ thị quan trọng với cú pháp truy vấn đồ thị mạnh mẽ, dung lượng gần như vô hạn và tính khả dụng 99,999%.

Bây giờ bạn đã quen thuộc hơn với các khái niệm về Spanner Graph, hãy thử dùng giản đồ và dữ liệu của bạn ngay hôm nay!

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