Bắt đầu sử dụng Biểu đồ Spanner

1. Giới thiệu

Spanner Graph kết hợp các chức năng cơ sở dữ liệu đồ thị được xây dựng cho mục đích cụ thể với Spanner, cơ sở dữ liệu có khả năng mở rộng gần như không giới hạn, luôn bật và nhất quán trên toàn cầu của Google Cloud.

Spanner Graph hỗ trợ một giao diện truy vấn đồ thị tương thích với các tiêu chuẩn ISO GQL (Ngôn ngữ truy vấn đồ thị). Với khả năng tương tác giữa các mô hình quan hệ và mô hình đồ thị, bạn có thể kết hợp các chức năng SQL đã được thiết lập với khả năng biểu đạt của tính năng so khớp mẫu đồ thị từ GQL. Bạn có thể liên kết các bảng với biểu đồ bằng cách sử dụng giản đồ khai báo mà không cần di chuyển dữ liệu, nhờ đó đưa biểu đồ vào các tập dữ liệu dạng bảng. Nhờ đó, bạn có thể liên kết muộn (tức là hoãn) các lựa chọn về mô hình dữ liệu và sử dụng ngôn ngữ truy vấn phù hợp nhất cho từng công việc cần thực hiện.

Trong bài thực hành này, bạn sẽ tìm hiểu cách thiết lập cơ sở dữ liệu Spanner Graph bằng cách sử dụng một tập dữ liệu được điền sẵn, truy vấn biểu đồ bằng GQL và truy cập đồng thời cả dữ liệu biểu đồ và dữ liệu quan hệ bằng cách kết hợp GQL và SQL.

Sản phẩm bạn sẽ tạo ra

Trong phần này của khoá học, bạn sẽ:

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

Kiến thức bạn sẽ học được

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

Bạn cần có

Một dự án trên 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 trên GCP

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

Tên dự án là tên hiển thị của những người tham gia dự án này. Đây là một chuỗi ký tự mà các API của Google không sử dụng. Bạn luôn có thể cập nhật thông tin này.
Mã dự án là mã duy nhất trên tất cả các dự án trên Google Cloud và không thể thay đổi (bạn không thể thay đổi mã này sau khi đã đặt). Cloud Console sẽ tự động tạo một chuỗi duy nhất; thường thì bạn không cần quan tâm đến chuỗi này. Trong hầu hết các lớp học lập trình, bạn sẽ cần tham chiếu đến Mã dự án (thường được xác định là PROJECT_ID). Nếu không thích mã nhận dạng được tạo, bạn có thể tạo một mã nhận dạng ngẫu nhiên khác. Hoặc bạn có thể thử tên người dùng của riêng mình để xem tên đó có được chấp nhận hay không. Bạn không thể thay đổi tên này sau bước này và tên này sẽ tồn tại trong suốt thời gian của dự án.
Để bạn nắm được thông tin, có một giá trị thứ ba là Số dự án mà một số API sử dụng. Tìm hiểu thêm về cả 3 giá trị này trong tài liệu.

Thiết lập thanh toán

Tiếp theo, bạn cần làm theo hướng dẫn cho người dùng về cách quản lý thông tin 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 trị giá 300 USD. Để tránh phát sinh phí thanh toán ngoài phạm vi hướng dẫn này, bạn có thể tắt phiên bản Spanner ở cuối lớp học lập trình bằng cách làm theo "Bước 9 Dọn dẹp".

Khởi động Cloud Shell

Mặc dù 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 trên Cloud.

Trên Bảng điều khiển Google Cloud, hãy nhấp vào biểu tượng Cloud Shell trên thanh công cụ ở trên cùng bên phải:

Quá trình này chỉ mất vài phút để cung cấp và kết nối với môi trường. Khi quá trình này kết thúc, bạn sẽ thấy như sau:

Máy ảo này được trang bị tất cả các công cụ phát triển mà bạn cần. Nó cung cấp một thư mục chính có dung lượng 5 GB và chạy trên Google Cloud, giúp tăng cường đáng kể hiệu suất mạng và hoạt động xác thực. Bạn có thể thực hiện mọi thao tác trong lớp học lập trình này trong trình duyệt. Bạn không cần cài đặt bất cứ thứ gì.

3. Tạo một phiên bản Spanner

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

Kiểm tra phiên bản gcloud SDK

Trước khi tạo một thực thể, hãy đảm bảo rằng SDK gcloud trong Google Cloud Shell đã được cập nhật lên phiên bản bắt buộc – gcloud SDK 493.0.0. Bạn có thể tìm phiên bản gcloud SDK bằng cách làm theo lệnh bên dưới.

$ gcloud version | grep Google

Sau đây là một ví dụ về kết quả:

Google Cloud SDK 489.0.0

Nếu phiên bản bạn đang dùng cũ hơn phiên bản 493.0.0 bắt buộc (489.0.0 trong ví dụ trước), thì bạn cần nâng cấp Google Cloud SDK bằng cách chạy lệnh sau:

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

Bật Spanner API

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

gcloud config get-value project

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

Định cấu hình vùng mặc định thành us-central1. Bạn có thể thay đổi thành một vùng khác được Spanner hỗ trợ cấu hình theo khu vực.

gcloud config set compute/region us-central1

Bật Spanner API:

gcloud services enable spanner.googleapis.com

Tạo phiên bản Spanner

Trong phần này, bạn sẽ tạo một phiên bản dùng thử miễn phí hoặc một phiên bản được cung cấp. Trong suốt lớp học lập trình này, mã nhận dạng thực thể biểu đồ Spanner được dùng là graph-demo, được đặt làm biến SPANNER_INSTANCE_ID bằng dòng lệnh export. Bạn có thể chọn tên mã nhận dạng phiên bản của riêng mình (không bắt buộc).

Tạo một phiên bản Spanner dùng thử miễn phí

Bất kỳ ai có Tài khoản Google và đã bật tính năng Thanh toán trên 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 phiên bản trả phí. Spanner Graph được hỗ trợ trong phiên bản dùng thử miễn 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 của lệnh:

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

Tạo một phiên bản Spanner được cấp phép

Nếu không đủ điều kiện sử dụng phiên bản dùng thử miễn phí, bạn có thể thiết lập một thực thể Spanner được cấp phép gồm 1 nút cho lớp học lập trình này. Spanner Graph có trong các phiên bản Enterprise hoặc Enterprise Plus. Để tạo một thực thể trong phiên bản Enterprise hoặc Enterprise Plus, hãy mở Cloud Shell rồi 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 \
  --edition=ENTERPRISE

Đầu ra 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 gcloud SDK

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

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Nếu phiên bản thấp hơn phiên bản 484.0.0 bắt buộc (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 phiên bản và cơ sở dữ liệu

Sau khi thực thể của bạn đang chạy, bạn có thể tạo cơ sở dữ liệu. Spanner cho phép có nhiều cơ sở dữ liệu trên một phiên bản duy nhất.

Cơ sở dữ liệu là nơi bạn xác định giản đồ. Bạn cũng có thể kiểm soát những người có quyền truy cập vào cơ sở dữ liệu, thiết lập chế độ 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 phiên bản có mã nhận dạng SPANNER_INSTANCE_ID của bước trước.

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

export SPANNER_INSTANCE_ID={your_instance_id}

Sử dụng công cụ dòng lệnh gcloud Google Cloud Shell bên dưới để tạo một cơ sở dữ liệu Spanner có 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

Đầu ra 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 phiên bản của bạn.
Tạo lược đồ biểu đồ tài chính trong cơ sở dữ liệu. Giản đồ này chứa các định nghĩa về nút cho các thực thể như tài khoản ngân hàng, khoản vay, v.v. và định nghĩa về cạnh cho mối quan hệ giữa các thực thể đó. Bạn có thể kiểm tra giản đồ cơ sở dữ liệu ở Bước 6.
Chèn hàng nghìn nút và cạnh đồ thị vào cơ sở dữ liệu.

Cách xử lý lỗi

Không chèn được dữ liệu

Nếu công cụ kết thúc bằng 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 theo cách thủ công, rồi chèn dữ liệu.

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

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

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

Cơ sở dữ liệu sẽ được tạo trong phiên bản có mã nhận dạng SPANNER_INSTANCE_ID ở các bước trước.

Nếu bạn chưa thiết lập biến SPANNER_INSTANCE_ID, hãy dùng 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

Đầu ra 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:

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 và đợi vài giây để giản đồ của bạn được tạo.

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

Tải dữ liệu

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

Spanner Graph tạo biểu đồ từ các bảng đầu vào, vì vậy dữ liệu của biểu đồ dựa trên dữ liệu từ các bảng đầu vào, không có dữ liệu trùng lặp. Tương tự, những thay đổi về dữ liệu trong các bảng đầu vào sẽ tự động được phản ánh trong mô hình biểu đồ. Điều này giúp tránh được quy trình ETL phức tạp để 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 các 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. Do khối lượng văn bản lớn, nên 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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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

Ở 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, bạn sẽ khám phá giản đồ biểu đồ

6. Khám phá giản đồ đồ thị

Xem giản đồ biểu đồ

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

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

bảng Account chứa dữ liệu về tài khoản ngân hàng
bảng AccountAudits, theo dõi các hoạt động kiểm tra tài khoản ngân hàng
AccountRepayLoan, theo dõi các khoản thanh toán nợ được thực hiện từ tài khoản ngân hàng.
bảng AccountTransferAccount, theo dõi các giao dịch 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 của những người sở hữu tài khoản ngân hàng

Di chuyển xuống DDL giản đồ, bạn sẽ thấy câu lệnh CREATE PROPERTY GRAPH FinGraph nơi chúng ta xác định giản đồ đồ thị dựa trên các bảng SQL ở trên. Chúng ta sẽ giải thích giản đồ đồ thị trong phần tiếp theo.

Tìm hiểu giản đồ đồ thị

Spanner Graph cho phép bạn tạo biểu đồ từ các bảng bằng câu lệnh CREATE PROPERTY GRAPH. Các bảng dùng để tạo biểu đồ được gọi là bảng đầu vào. Không có dữ liệu trùng lặp 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 đồ thị tài chính này, chúng tôi đã tạo 3 loại nút và 3 loại cạnh dựa trên các bảng đầu vào quan hệ được xác định trước đó.

Nút

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

Nút Person, dựa trên bảng Người
nút Account, dựa trên bảng Tài khoản
nút Loan, 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 liên kết đến một nút trong mô hình biểu đồ. Mỗi nút có một nhãn như Account và Person, biểu thị nút đó. Bạn sẽ sử dụng nhãn để truy vấn các loại nút ở trang tiếp theo.

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

Cạnh

Chúng tôi xác định 3 loại cạnh giữa các nút:

cạnh AccountRepayLoan, dựa trên bảng AccountRepayLoan, kết nối nút Account với nút Loan.
cạnh AccountTransferAccount, dựa trên bảng AccountTransferAccount, kết nối nút Account với một nút Account khác.
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 liên kết một bảng với các cạnh cần xác định khoá nguồn và khoá đích. Các khoá này thiết lập mối quan hệ giữa cạnh và các nút nguồn và 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 id của cạnh.
Nút DESTINATION của một cạnh là nút Account có id giống với account_id của cạnh.

   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, biểu thị loại cạnh. Tương tự như các nút đồ thị, theo mặc định, tất cả các cột của bảng đầu vào đều được đưa vào làm thuộc tính cạnh.

Thông tin khác về giản đồ

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

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

Tóm tắt

Trong bước này, bạn đã nắm bắt được các bảng đầu vào, cũng như các loại nút và cạnh đồ thị của giản đồ đồ thị tài chính.

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

7. Truy vấn biểu đồ bằng GQL

Thao tác duyệt qua truy vấn đồ thị trong GQL là gì

Dữ liệu biểu đồ được biểu thị dưới dạng các nút được kết nối bằng các cạnh. Một truy vấn đồ thị sẽ di chuyển qua các kết nối này, chuyển từ nút này sang nút khác dựa trên tiêu chí được chỉ định. Trong truy vấn biểu đồ, "hop" (bước nhảy) đề cập đến việc di chuyển từ một nút sang một nút khác dọc theo một cạnh kết nối. Nó biểu thị một bước duy nhất trong quy trình truyền tải.

Ví dụ: trong quá trình duyệt đồ thị bên dưới, có 2 bước nhảy giữa Người (Bob), Tài khoản (18) và Khoản vay (27).

Chạy truy vấn trong Spanner Studio

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

Truy vấn 1 – So khớp mẫu cơ bản cho nút và cạnh

Bạn có thể chạy truy vấn bên dưới để truyền tải từ một nút người có tên là "Jacoby", tìm các tài khoản thuộc sở hữu của người đó, rồi khám phá các khoản vay mà tài khoản đã trả. Đây là một truy vấn đồ thị 2 bước:

Chặng 1: Từ nút Person đến nút Account qua cạnh Owns
Chặng thứ 2: nút Account đến nút Loan qua cạnh Repays

Cách chúng ta so khớp các loại nút và cạnh 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 hoàn nợ và thông tin khoản vay, được sắp xếp theo ngày hoàn nợ

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 bên dưới giúp trực quan hoá cách truy vấn có thể tìm nạp tất cả tài khoản do "Jacoby" sở hữu và đã trả nợ. (Kết quả truy vấn có thể khác với những gì sơ đồ đề xuất.)

Khi chạy truy vấn trong trình chỉnh sửa, bạn sẽ nhận được kết quả như bên dưới. Kết quả cho thấy "Jacoby" chỉ có một tài khoản (id 569) và một khoản vay (id 110), nhưng có nhiều khoản trả nợ giữa hai khoản này.

Truy vấn 2 – Truy cập vào đường dẫn được định lượng và trả về các phần tử đồ thị

Truy vấn sau đây khớp với tất cả các giao dịch chuyển tiền trong tài khoản bắt đầu từ một tài khoản nguồn có id=75 trong vòng từ 3 đến 6 bước nhảy, để đến một tài khoản đích có id=199. Cú pháp {3,6} được dùng để biểu thị một đường dẫn có số lượng từ 3 đến 6 bước nhảy 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;

Về mặt hình ảnh, bạn có thể xem xét việc duyệt qua cạnh được định lượng như sau: 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 nhảy để đến dst_account.

Ví dụ: đường dẫn được làm nổi bật ở dưới cùng bên dưới là một truy vấn 6 bước.

Khi chạy truy vấn này, bạn sẽ nhận được kết quả sau:

Bạn có thể trả về các phần tử đồ thị 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 lượng bước chuyển cạnh và các cạnh chuyển trong mỗi đường dẫn trùng khớp ở định dạng JSON bằng TO_JSON(transfer) AS transfer_edges.

transfer_edges được trả về là một đối tượng mảng JSON. Đây là loại mảng JSON vì có thể có nhiều cạnh chuyển trong mỗi đường dẫn trùng khớp 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, cũng như dữ liệu properties của cạnh, chẳng hạn 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 đi ngắn nhất

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

Nếu muốn tìm đường đi ngắn nhất giữa hai nút này, bạn có thể sửa đổi bằng cách sử dụng tiền tố tìm kiếm đường dẫn MATCH ANY SHORTEST. Truy vấn dưới đây sẽ tìm đường đi ngắn nhất giữa hai tài khoản này trong phạm vi 3 đến 6 bước nhảy.

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 thấy 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 gồm 4 bước nhảy.

Khi chạy truy vấn, bạn sẽ nhận được kết quả sau.

Truy vấn 4 – Truy vấn đồ thị được liên kết bằng 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 đồ thị với nhau.

Trong truy vấn bên dưới, bạn muốn tìm hiểu dòng tiền của tài khoản khách hàng để tìm kiếm dòng tiền vào hoặc ra lớn đáng ngờ theo yêu cầu phân tích việc tuân thủ.

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

Sau đó, trong khối thứ hai sau NEXT, bạn tính tổng số tiền đã chuyển vào mỗi tài khoản kể từ "2020-01-01".

Sau đó, bạn áp dụng cùng một logic cho số tiền gửi đi trong truy vấn khối thứ ba. Cuối cùng, bạn tính tỉ lệ giữa số tiền nhận được và số tiền đã chi cho mỗi tài khoản trong khối cuối cùng.

Đối với kết quả truy vấn trung gian mà bạn cần truy cập sau từ khoá NEXT, bạn cần trả về kết quả đó ở cuối khối trước. Ví dụ: accnt được so khớp sẽ được trả về trong khối đầu tiên để khối thứ hai có thể truy vấn các giao dịch chuyển tiền vào những 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 minh hoạ những gì mà truy vấn sẽ duyệt qua.

Khi chạy truy vấn, bạn sẽ nhận được kết quả sau:

Khám phá thêm các truy vấn biểu đồ

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

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

Tóm tắt

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

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

8. Truy vấn đồ thị và bảng cùng nhau

Chạy truy vấn trong Spanner Studio

Trong bước này, bạn sẽ chạy các truy vấn đồ thị tương tác với các bảng SQL để kết nối mô hình đồ thị của Spanner với mô hình quan hệ của nó.

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

Chạy truy vấn có thể tương tác với SQL

Trong Spanner Graph, SQL và GQL hoàn toàn có thể tương tác với nhau. Bạn kết hợp GQL và SQL bằng cách sử dụng toán tử GRAPH_TABLE. Trong toán tử này, 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 về những tài khoản đã nhận được lệnh chuyển khoản từ một tài khoản đáng ngờ.

Khi xem xét truy vấn sau, truy vấn GQL trong toán tử GRAPH_TABLE sẽ đi qua 1 hoặc 2 bước nhảy từ một tài khoản đáng ngờ thông qua cạnh Transfers, sau đó trả về các mã nhận dạng riêng biệt của các tài khoản đã truy cập. Sau đó, truy vấn sẽ kết hợp với bảng AccountAudits để tìm thông tin kiểm tra của những 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

Khi chạy truy vấn, bạn sẽ nhận được kết quả như bên dưới.

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

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 mục Spanner của bảng điều khiển Cloud rồi xoá thực thể graph-demo mà chúng ta đã tạo trong lớp học lập trình.

10. Xin chúc mừng!

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

Truy vấn SQL truyền thống không đủ để khám phá các mối kết nối trong dữ liệu ngày càng phức tạp với mạng lưới mối quan hệ phức tạp. Spanner Graph cung cấp một mô hình dữ liệu đồ thị quan trọng với cú pháp truy vấn đồ thị mạnh mẽ, dung lượng gần như không giới hạn và tỷ lệ hoạt động là 99,999%.

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

Tiếp theo là gì?

Tìm hiểu thêm về Spanner Graph trong hướng dẫn sử dụng của chúng tôi.

Bắt đầu sử dụng Biểu đồ Spanner Sử dụng bộ sưu tập để sắp xếp ngăn nắp các trang Lưu và phân loại nội dung dựa trên lựa chọn ưu tiên của bạn.

1. Giới thiệu

Sản phẩm bạn sẽ tạo ra

Kiến thức bạn sẽ học được

Bạn cần có

2. Thiết lập và yêu cầu

Tạo một dự án trên GCP

Thiết lập thanh toán

Khởi động Cloud Shell

3. Tạo một phiên bản Spanner

Kiểm tra phiên bản gcloud SDK

Bật Spanner API

Tạo phiên bản Spanner

Tạo một phiên bản Spanner dùng thử miễn phí

Tạo một phiên bản Spanner được cấp phép

4. Tự động tạo cơ sở dữ liệu Spanner

Kiểm tra phiên bản gcloud SDK

Tạo phiên bản và cơ sở dữ liệu

spanner samples CLI

Cách xử lý lỗi

Không chèn được dữ liệu

Tiếp theo

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

Tạo giản đồ bằng biểu đồ

Tải dữ liệu

Tóm tắt

Tiếp theo

6. Khám phá giản đồ đồ thị

Xem giản đồ biểu đồ

Tìm hiểu giản đồ đồ thị

Nút

Cạnh

Thông tin khác về giản đồ

Tóm tắt

Tiếp theo

7. Truy vấn biểu đồ bằng GQL

Thao tác duyệt qua truy vấn đồ thị trong GQL là gì

Chạy truy vấn trong Spanner Studio

Truy vấn 1 – So khớp mẫu cơ bản cho nút và cạnh

Truy vấn 2 – Truy cập vào đường dẫn được định lượng và trả về các phần tử đồ thị

Truy vấn 3 – Tìm kiếm đường đi ngắn nhất

Truy vấn 4 – Truy vấn đồ thị được liên kết bằng thành phần tuyến tính

Khám phá thêm các truy vấn biểu đồ

Tóm tắt

Tiếp theo

8. Truy vấn đồ thị và bảng cùng nhau

Chạy truy vấn trong Spanner Studio

Chạy truy vấn có thể tương tác với SQL

Tiếp theo

9. Dọn dẹp (không bắt buộc)

10. Xin chúc mừng!

Tiếp theo là gì?

Bắt đầu sử dụng Biểu đồ Spanner

`spanner samples` CLI