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Bắt đầu sử dụng Biểu đồ Spanner

1. Giới thiệu

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

Biểu đồ Spanner hỗ trợ giao diện truy vấn biểu đồ tương thích với các tiêu chuẩn ISO GQL (Ngôn ngữ truy vấn biểu đồ). Với khả năng tương tác giữa mô hình quan hệ và mô hình biểu đồ, bạn có thể kết hợp các chức năng SQL đã được thiết lập với khả năng biểu đạt của tính năng so khớp mẫu biểu đồ từ GQL. Bạn có thể liên kết bảng với biểu đồ bằng cách sử dụng giản đồ khai báo mà không cần di chuyển dữ liệu. Việc này sẽ đưa biểu đồ vào tập dữ liệu dạng bảng. Nhờ đó, bạn có thể liên kết muộn (tức là trì 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 lớp học lập trình này, bạn sẽ tìm hiểu cách thiết lập cơ sở dữ liệu Biểu đồ Spanner bằng cách sử dụng tập dữ liệu được điền sẵn, truy vấn biểu đồ bằng GQL và truy cập cả dữ liệu biểu đồ và dữ liệu quan hệ cùng nhau bằng cách kết hợp GQL và SQL.

Sản phẩm bạn sẽ tạo ra

Trong lớp học này, bạn sẽ:

Tạo một thực thể Spanner.
Thiết lập cơ sở dữ liệu có giản đồ biểu đồ tài chính và tập dữ liệu được điền sẵn.
Phát hành truy vấn GQL và kết hợp GQL với SQL.

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 Biểu đồ Spanner mẫu.
Cách xem giản đồ biểu đồ trong 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 với nhau.

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. Cách thiết lập và yêu cầu

Tạo dự án 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 cho 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 thông tin này.
Mã dự án là duy nhất trên tất cả các dự án Google Cloud và không thể thay đổi (không thể thay đổi sau khi 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 được tạo, bạn có thể tạo một mã ngẫu nhiên khác. Ngoài ra, bạn có thể thử dùng email của riêng mình để xem có thể sử dụng hay không. Bạn không thể thay đổi thông tin này sau bước này và thông tin này sẽ được giữ nguyên trong suốt thời gian diễn ra dự án.
Xin lưu ý rằng có một giá trị thứ ba là Mã dự án mà một số API sử dụng. Tìm hiểu thêm về cả ba giá trị này trong tài liệu.

Thiết lập thanh toán

Tiếp theo, bạn cần làm theo hướng dẫn dành cho người dùng về việc quản lý thông tin thanh toán và bật thông tin 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 bị tính phí sau khi hoàn tất 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 điều khiển 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 đám mây.

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

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

Máy ảo này được tải sẵn tất cả các công cụ phát triển mà bạn cần. Ứng dụng này cung cấp một thư mục gốc 5 GB ổn định và chạy trên Google Cloud, giúp nâng cao đáng kể hiệu suất mạng và xác thực. Bạn có thể thực hiện tất cả công việc trong lớp học lập trình này trong một trình duyệt. Bạn không cần cài đặt gì cả.

3. Tạo một thực thể Spanner

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

Kiểm tra phiên bản SDK gcloud

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 – SDK gcloud 493.0.0. Bạn có thể tìm thấy phiên bản SDK gcloud bằng cách làm theo lệnh bên dưới.

$ gcloud version | grep Google

Dưới đây là một kết quả mẫu:

Google Cloud SDK 489.0.0

Nếu phiên bản bạn đang sử dụng thấp hơn phiên bản 493.0.0 bắt buộc (489.0.0 trong ví dụ trước), thì bạn cần nâng cấp SDK Google Cloud 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 dự kiến, lệnh thứ hai bên dưới sẽ đặt kết quả chính xác.

gcloud config get-value project

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

Định cấu hình khu vực mặc định thành us-central1. Bạn có thể thay đổi khu vực 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 thực thể dùng thử miễn phí hoặc một thực thể được cấp. Trong suốt lớp học lập trình này, mã nhận dạng thực thể biểu đồ Spanner được sử dụng là graph-demo, được đặt làm biến SPANNER_INSTANCE_ID bằng cách sử dụng dòng lệnh export. Bạn có thể chọn tên mã nhận dạng thực thể của riêng mình (không bắt buộc).

Tạo một phiên bản Spanner dùng thử miễn phí

Mọi người dùng có Tài khoản Google và đã bật Cloud Billing 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. Biểu đồ Spanner 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"

Kết quả 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 đã được cấp phép

Nếu không đủ điều kiện sử dụng phiên bản dùng thử miễn phí, bạn có thể thiết lập một phiên bản Spanner được cấp phép gồm 1 nút cho lớp học lập trình này. Bạn có thể sử dụng Biểu đồ Spanner 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

Kết quả 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 SDK gcloud trong Google Cloud Shell đã được cập nhật lên phiên bản bắt buộc – SDK gcloud 484.0.0. Bạn có thể tìm hiểu phiên bản SDK gcloud bằng cách chạy lệnh bên dưới.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Nếu phiên bản thấp hơn phiên bản bắt buộc 484.0.0 (ví dụ: kết quả trên 483.0.0), 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

Sau khi thực thể 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. Bạn cũng có thể kiểm soát những người có quyền truy cập vào cơ sở dữ liệu, thiết lập phương thức 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 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

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

Cách xử lý lỗi

Không chèn được dữ liệu

Nếu công cụ này 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, sau đó chèn dữ liệu.

Bạn có thể bỏ qua phần không bắt buộc tiếp theo nếu quá trình tạo cơ sở dữ liệu tự động đã 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 đang chạy, bạn có thể tạo cơ sở dữ liệu theo cách thủ công.

Cơ sở dữ liệu sẽ được tạo trong thực thể có mã nhận dạng 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 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 và 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 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 biểu đồ tài chính vào cơ sở dữ liệu.

Biểu đồ Spanner tạo biểu đồ từ các bảng đầu vào, vì vậy, dữ liệu của biểu đồ dựa trên dữ liệu từ các bảng đầu vào mà không có dữ liệu trùng lặp. Tương tự, các thay đổi về dữ liệu trong bảng đầu vào sẽ tự động được phản ánh trong mô hình biểu đồ. Điều này giúp tránh việc sử dụng 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 bảng đầu vào.

Mở một thẻ mới trong Spanner Studio, sau đó sao chép và dán các câu lệnh chèn sau rồi nhấp vào nút RUN. Các câu lệnh INSERT sẽ điền hàng nghìn nút và cạnh vào cơ sở dữ liệu của bạn. Do 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 11:15:30.647",false,"custodial account"),(55,"2020-08-15 16:01:36.985",false,"brokerage account"),(56,"2020-08-24 06:00:08.942",false,"retirement account"),(57,"2020-08-25 21:45:39.75",false,"foreign currency"),(58,"2020-08-29 16:24:18.633",false,"brokerage account"),(59,"2020-08-30 22:31:59.522",true,"certificate of deposit"),(60,"2020-08-31 01:11:41.554",false,"trust account"),(61,"2020-09-03 11:10:31.293",false,"internet account"),(62,"2020-09-03 21:45:38.601",false,"brokerage account"),(63,"2020-09-06 02:58:04.078",false,"foreign currency"),(64,"2020-09-09 20:20:39.17",false,"prepaid card"),(65,"2020-09-12 22:03:48.188",false,"prepaid card"),(66,"2020-09-18 03:49:33.735",false,"trust account"),(67,"2020-09-18 23:43:57.301",false,"foreign currency"),(68,"2020-09-20 01:00:25.7",false,"certificate of deposit"),(69,"2020-09-22 06:55:49.873",false,"credit card"),(70,"2020-09-23 14:55:42.597",false,"certificate of deposit"),(71,"2020-09-25 11:14:17.006",false,"custodial 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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 biểu đồ

Xem giản đồ biểu đồ

Trong Cloud Console, hãy chuyển đến thực thể Spanner rồi nhấp vào cơ sở dữ liệu finance-graph-db. Trên trang tổng quan này, hãy nhấp vào nút "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 chụp trong ảnh chụp màn hình bên dưới:

Bảng Account chứa dữ liệu về tài khoản ngân hàng
Bảng AccountAudits theo dõi các cuộc kiểm tra tài khoản ngân hàng
Bảng AccountRepayLoan theo dõi các khoản thanh toán trả 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 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 mà chúng ta xác định giản đồ biểu đồ dựa trên các bảng SQL ở trên. Chúng ta sẽ giải thích giản đồ biểu đồ trong phần tiếp theo.

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 dữ liệu trùng lặp khi tạo biểu đồ.

Biểu đồ Spanner 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 các bảng đầu vào quan hệ đã xác định trước đó.

Nút

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

Nút Person, dựa trên bảng Person
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, đại diện cho nút đó. Bạn sẽ sử dụng nhãn để truy vấn các 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: 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 được giải thích tại đây.

Cạnh

Chúng ta 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 nút nguồn và đích.

Ví dụ: mỗi cạnh PersonOwnAccount kết nối Person (nguồn) với 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 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 như Repays và Owns, đại diện cho loại cạnh. Tương tự như các nút biểu đồ, tất cả cột của bảng đầu vào đều được đưa vào dưới dạng thuộc tính cạnh theo mặc định.

Thông tin khác về giản đồ

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

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

Tóm tắt

Trong bước này, bạn đã nắm được các bảng đầu vào, cũng như các loại nút và cạnh của giản đồ biểu đồ 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

Truy vấn đồ thị là gì trong GQL

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

Ví dụ: trong quá trình duyệt qua biểu đồ 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 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 như "Trình chỉnh sửa 1" trong Spanner Studio để chạy.

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

Bạn có thể chạy truy vấn bên dưới để di chuyển từ nút người có tên là "Jacoby", tìm các tài khoản thuộc sở hữu của người đó, sau đó tìm các khoản vay mà tài khoản đã trả. Đây là một truy vấn biểu đồ 2 bước:

Bước nhảy đầu tiên: nút Person đến nút Account thông qua cạnh Owns
Bước nhảy thứ 2: nút Account đến nút Loan thông qua cạnh Repays

Cách chúng ta so khớp các loại nút và cạnh dựa trên nhãn của các loại đó, 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

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 bạn hình dung 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 nội dung đề xuất trong sơ đồ.)

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

Truy vấn 2 – Xác định lượng đường dẫn và trả về các phần tử biểu đồ

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

Về mặt hình ảnh, bạn có thể xem xét việc truy cập cạnh được định lượng như bên dưới: quá trình này bắt đầu từ nút src_account và tìm nạp tất cả đường dẫn chuyển tài khoản có thể có từ 3 đến 6 bước để đến dst_account.

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

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

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 lượng bước chuyển đổi cạnh và các cạnh chuyển đổi trong mỗi đường dẫn đã so khớp ở định dạng JSON bằng TO_JSON(transfer) AS transfer_edges.

transfer_edges được trả về là một đối tượng mảng JSON. Loại này thuộc loại mảng JSON vì có thể có nhiều cạnh chuyển trong mỗi đường dẫn được so 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 và dữ liệu cạnh properties 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 ngắn nhất

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

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 đạt được mục tiêu. Truy vấn bên dưới tìm mọi đường đi 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 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 với 4 bước nhảy.

Việc chạy truy vấn sẽ trả về kết quả sau.

Truy vấn 4 – Truy vấn đồ thị được tạo chuỗi bằng thành phần kết hợp 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 bên dưới, bạn muốn tìm hiểu dòng tiền của tài khoản khách hàng để tìm dòng tiền ra hoặc vào lớn đáng ngờ theo yêu cầu của quy trình phân tích tuân thủ.

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

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

Sau đó, bạn áp dụng cùng một logic cho số tiền gửi đi trong truy vấn khối thứ ba. Cuối cùng, bạn tính tỷ lệ giữa số tiền vào và số tiền ra 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 đã so khớp được trả về trong khối đầu tiên để khối thứ hai có thể truy vấn các khoản chuyển vào trong 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 minh hoạ nội dung truy vấn sẽ truy cập.

Việc chạy truy vấn sẽ trả về kết quả sau:

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 GoogleSQL tại đây.

Tóm tắt

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

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 tương tác với các bảng SQL để kết nối mô hình biểu đồ của Spanner với mô hình quan hệ.

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

Chạy truy vấn SQL có khả năng tương tác

Trong Biểu đồ Spanner, SQL và GQL có thể tương tác hoàn toàn với nhau. Bạn kết hợp GQL và SQL bằng cách sử dụng 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 được khoản chuyển khoản ngân hàng từ một tài khoản đáng ngờ.

Khi xem xét truy vấn sau, truy vấn GQL trong toán tử GRAPH_TABLE sẽ di chuyển qua 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 truy cập. 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 trả về kết quả như bên dưới.

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, 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 Cloud Console 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 giản đồ biểu đồ và chạy truy vấn biểu đồ bằng Biểu đồ Spanner.

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

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

Tiếp theo là gì?

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

Bắt đầu sử dụng Biểu đồ Spanner

1. Giới thiệu

Sản phẩm bạn sẽ tạo ra

Kiến thức bạn sẽ học được

Bạn cần có

2. Cách thiết lập và yêu cầu

Tạo dự án GCP

Thiết lập thanh toán

Khởi động Cloud Shell

3. Tạo một thực thể Spanner

Kiểm tra phiên bản SDK gcloud

Bật Spanner API

Tạo thực thể Spanner

Tạo một phiên bản Spanner dùng thử miễn phí

Tạo một thực thể Spanner đã được cấp phép

4. Tự động tạo cơ sở dữ liệu Spanner

Kiểm tra phiên bản SDK gcloud

Tạo thực thể 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 biểu đồ

Xem giản đồ biểu đồ

Tìm hiểu giản đồ biểu đồ

Nút

Cạnh

Thông tin khác về giản đồ

Tóm tắt

Tiếp theo

7. Truy vấn biểu đồ bằng GQL

Truy vấn đồ thị là gì trong GQL

Chạy truy vấn trong Spanner Studio

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

Truy vấn 2 – Xác định lượng đường dẫn và trả về các phần tử biểu đồ

Truy vấn 3 – Tìm kiếm đường ngắn nhất

Truy vấn 4 – Truy vấn đồ thị được tạo chuỗi bằng thành phần kết hợp tuyến tính

Khám phá thêm truy vấn biểu đồ

Tóm tắt

Tiếp theo

8. Truy vấn biểu đồ và bảng cùng nhau

Chạy truy vấn trong Spanner Studio

Chạy truy vấn SQL có khả năng tương tác

Tiếp theo

9. Dọn dẹp (không bắt buộc)

10. Xin chúc mừng!

Tiếp theo là gì?

`spanner samples` CLI