Memulai Spanner Graph

1. Pengantar

Spanner Graph menggabungkan kemampuan database grafik yang dibuat khusus dengan Spanner, yaitu database Google Cloud yang skalabel, selalu aktif, konsisten secara global, dan hampir tidak terbatas.

Spanner Graph mendukung antarmuka kueri grafik yang kompatibel dengan standar ISO GQL (Graph Query Language). Dengan interoperabilitas antara model relasional dan grafik, Anda dapat menggabungkan kemampuan SQL yang sudah mapan dengan keekspresifan pencocokan pola grafik dari GQL. Tabel dapat dipetakan ke grafik menggunakan skema deklaratif tanpa migrasi data, yang menghadirkan grafik ke set data tabulasi. Dengan demikian, Anda dapat mengikat-lambat (yaitu, menunda) pilihan model data dan menggunakan bahasa kueri terbaik untuk setiap tugas yang akan dilakukan.

Di lab ini, Anda akan mempelajari cara menyiapkan database Spanner Graph menggunakan set data yang telah diisi sebelumnya, membuat kueri grafik menggunakan GQL, serta mengakses grafik dan data relasional secara bersamaan dengan menggabungkan GQL dan SQL.

Yang akan Anda build

Sebagai bagian dari lab ini, Anda akan:

• Membuat instance Spanner.
• Siapkan database dengan skema grafik keuangan dan set data yang telah diisi otomatis.
• Terbitkan kueri GQL, dan gabungkan GQL dan SQL bersama-sama.

Yang akan Anda pelajari

• Cara menyiapkan instance Spanner.
• Cara menggunakan perintah gcloud spanner samples init finance-graph untuk menyiapkan contoh database Spanner Graph.
• Cara melihat skema grafik di halaman ringkasan database.
• Cara menulis kueri jalur multi-hop menggunakan GQL.
• Cara menulis kueri yang lebih kompleks menggunakan GQL.
• Cara menggabungkan GQL dan SQL bersama-sama.

Yang Anda butuhkan

• Project Google Cloud yang terhubung ke akun penagihan.
• Browser web, seperti Chrome atau Firefox.

2. Penyiapan dan persyaratan

Catatan: Anda dapat melewati langkah ini jika sudah memiliki project GCP dengan penagihan yang diaktifkan.

Membuat project GCP

Login ke Google Cloud Console dan buat project baru atau gunakan kembali project yang sudah ada. Jika belum memiliki akun Gmail atau Google Workspace, Anda harus membuatnya.

• Project name adalah nama tampilan untuk peserta project ini. String ini adalah string karakter yang tidak digunakan oleh Google API. Anda dapat memperbaruinya kapan saja.
• Project ID bersifat unik di semua project Google Cloud dan tidak dapat diubah (tidak dapat diubah setelah ditetapkan). Cloud Console otomatis membuat string unik; biasanya Anda tidak mementingkan kata-katanya. Di sebagian besar codelab, Anda harus merujuk Project ID-nya (umumnya diidentifikasi sebagai PROJECT_ID). Jika tidak suka dengan ID yang dibuat, Anda dapat membuat ID acak lainnya. Atau, Anda dapat mencobanya sendiri, dan lihat apakah ID tersebut tersedia. ID tidak dapat diubah setelah langkah ini dan tersedia selama durasi project.
• Sebagai informasi, ada nilai ketiga, Project Number, yang digunakan oleh beberapa API. Pelajari lebih lanjut ketiga nilai ini di dokumentasi.

Perhatian: Project ID bersifat unik secara global dan tidak dapat digunakan orang lain setelah Anda memilihnya. Anda adalah satu-satunya pengguna ID tersebut. Meskipun project sudah dihapus, ID tersebut tidak dapat digunakan lagi

Catatan: Jika menggunakan akun Gmail, Anda dapat menyetel lokasi default ke No organization. Jika Anda menggunakan akun Google Workspace, pilih lokasi yang sesuai untuk organisasi Anda.

Penyiapan penagihan

Selanjutnya, Anda harus mengikuti panduan pengguna mengelola penagihan dan mengaktifkan penagihan di Konsol Cloud. Pengguna baru Google Cloud memenuhi syarat untuk mengikuti program Uji Coba Gratis senilai$300 USD. Agar tidak menimbulkan penagihan di luar tutorial ini, Anda dapat menonaktifkan instance Spanner di akhir codelab dengan mengikuti "Langkah 9 Pembersihan".

Mulai Cloud Shell

Meskipun Google Cloud dapat dioperasikan dari jarak jauh menggunakan laptop Anda, dalam codelab ini, Anda akan menggunakan Google Cloud Shell, lingkungan command line yang berjalan di Cloud.

Dari Google Cloud Console, klik ikon Cloud Shell di toolbar kanan atas:

Hanya perlu waktu beberapa saat untuk penyediaan dan terhubung ke lingkungan. Jika sudah selesai, Anda akan melihat tampilan seperti ini:

Mesin virtual ini berisi semua alat pengembangan yang Anda perlukan. Layanan ini menawarkan direktori beranda tetap sebesar 5 GB dan beroperasi di Google Cloud, sehingga sangat meningkatkan performa dan autentikasi jaringan. Semua pekerjaan Anda dalam codelab ini dapat dilakukan di browser. Anda tidak perlu menginstal apa pun.

3. Membuat instance Spanner

Catatan: Anda dapat melewati langkah ini jika sudah memiliki instance Spanner untuk tujuan pengujian dalam project Anda. Anda dapat memverifikasi dengan membuka link konsol ini

Di Spanner, instance adalah cluster resource komputasi dan penyimpanan yang menghosting satu atau beberapa database Spanner. Anda akan memerlukan setidaknya 1 instance untuk menghosting database Spanner untuk codelab ini.

Mengaktifkan Spanner API

Di dalam Cloud Shell, pastikan project ID Anda sudah disiapkan. Gunakan perintah pertama di bawah untuk menemukan project ID yang saat ini dikonfigurasi. Jika hasilnya tidak diharapkan, perintah kedua di bawah menetapkan hasil yang benar.

gcloud config get-value project

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

Konfigurasi region default ke us-central1. Anda dapat mengubahnya ke region lain yang didukung oleh konfigurasi regional Spanner.

gcloud config set compute/region us-central1

Aktifkan Spanner API:

gcloud services enable spanner.googleapis.com

Membuat instance Spanner

Di bagian ini, Anda akan membuat instance uji coba gratis atau instance yang disediakan. Dalam codelab ini, ID Instance Grafik Spanner yang digunakan adalah graph-demo, yang ditetapkan sebagai variabel SPANNER_INSTANCE_ID melalui command line export. Jika perlu, Anda dapat memilih nama ID instance Anda sendiri.

Membuat instance Spanner uji coba gratis

Instance uji coba gratis Spanner selama 90 hari tersedia untuk siapa saja yang memiliki Akun Google dan mengaktifkan Penagihan Cloud di project-nya. Anda tidak akan dikenai biaya kecuali jika Anda memilih untuk mengupgrade instance uji coba gratis ke instance berbayar. Jika memenuhi syarat, buat instance uji coba gratis dengan membuka Cloud Shell dan menjalankan perintah ini:

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"

Catatan: Perintah ini menggunakan regional-us-central1 sebagai region. Anda dapat memilih region yang berbeda berdasarkan konfigurasi wilayah yang tersedia untuk instance uji coba gratis Spanner. Baca selengkapnya tentang cara membuat instance uji coba gratis di sini.

Output perintah:

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

Membuat instance Spanner yang disediakan

Jika memilih untuk tidak menggunakan instance uji coba gratis, Anda dapat menyiapkan instance Spanner yang disediakan dari 1 node untuk codelab ini. Untuk melakukannya, buka Cloud Shell dan jalankan perintah ini:

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

Catatan: Perintah ini menggunakan regional-us-central1 sebagai region. Anda dapat memilih region yang berbeda berdasarkan konfigurasi region yang tersedia untuk instance Spanner.

Output perintah:

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

4. Membuat database Spanner secara otomatis

Catatan: Petunjuk berikut menggunakan perintah gcloud untuk menyiapkan database dan mengisi data. Jika Anda tertarik dengan proses manual, lanjutkan ke Langkah 5 berikutnya).

Memeriksa versi gcloud SDK

Sebelum membuat database, pastikan gcloud SDK di Google Cloud Shell telah diupdate ke versi yang diperlukan - gcloud SDK 484.0.0. Anda dapat mengetahui versi gcloud SDK dengan menjalankan perintah di bawah ini.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

Jika versi lebih rendah dari yang diperlukan 484.0.0 (misalnya, output di atas 483.0.0), Anda perlu melakukan upgrade dengan menyalin dan menjalankan perintah di bawah.

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

Catatan: Perintah di atas secara lengkap mencantumkan paket yang akan diupgrade untuk alasan keamanan.

Membuat instance dan database

Setelah instance berjalan, Anda dapat membuat database. Spanner memungkinkan beberapa database pada satu instance.

{i>Database<i} adalah tempat Anda menentukan skema. Anda juga dapat mengontrol siapa saja yang memiliki akses ke database, menyiapkan enkripsi kustom, mengonfigurasi pengoptimal, dan menetapkan periode retensi.

Database akan dibuat dalam instance dengan ID SPANNER_INSTANCE_ID dari langkah sebelumnya.

Jika Anda belum menyiapkan variabel SPANNER_INSTANCE_ID, gunakan command line di bawah untuk melakukan penyiapan.

export SPANNER_INSTANCE_ID={your_instance_id}

Gunakan alat command line gcloud Google Cloud Shell di bawah untuk membuat database Spanner dengan skema grafik keuangan dan set data keuangan yang sudah terisi otomatis.

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

Output perintah:

$ 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.

Catatan: Perlu waktu beberapa saat untuk membuat database.

CLI spanner samples

Perintah gcloud spanner samples init finance-graph adalah wrapper untuk tindakan berikut:

• Pembuatan database bernama "finance-graph-db" dalam instance Anda.
• Pembuatan skema grafik keuangan dalam database. Skema ini berisi definisi node untuk entitas seperti rekening bank, pinjaman, dll., dan definisi edge untuk hubungan antar-entitas. Anda akan dapat memeriksa skema {i>database<i} di Langkah 6).
• Penyisipan beberapa ribu node dan tepi grafik ke dalam database.

Cara menangani error

Gagal menyisipkan data

Jika fitur selesai dengan pesan error Failed to insert data for the graph database, Anda dapat mengikuti halaman Langkah 5 opsional) untuk membuat database secara manual, lalu menyisipkan data.

Berikutnya

Anda dapat melewati bagian opsional berikutnya jika pembuatan otomatis database berhasil dan langsung membuka 'Menjelajahi skema grafik' (Langkah 6).

5. (Opsional) Membuat database Spanner secara manual

Catatan: Jika sudah menggunakan gcloud spanner samples untuk membuat database finance-graph-db di langkah sebelumnya, Anda dapat melewati langkah ini.

Setelah instance berjalan, Anda dapat membuat database secara manual.

{i>Database<i} adalah tempat Anda menentukan skema. Anda juga dapat mengontrol siapa saja yang memiliki akses ke database, menyiapkan enkripsi kustom, mengonfigurasi pengoptimal, dan menetapkan periode retensi.

Database akan dibuat dalam instance dengan ID SPANNER_INSTANCE_ID pada langkah sebelumnya.

Jika Anda belum menyiapkan variabel SPANNER_INSTANCE_ID, gunakan command line di bawah untuk melakukan penyiapan.

export SPANNER_INSTANCE_ID={your_instance_id}

Untuk membuat database, gunakan alat command line gcloud:

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

Output perintah:

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

Membuat skema dengan grafik

Untuk menyiapkan skema, buka Spanner Studio dan gunakan Editor:

Untuk skemanya, salin dan tempel DDL di bawah ke dalam Spanner Studio Editor.

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
  );

Catatan: Setiap pernyataan CREATE dieksekusi secara berurutan, sehingga memerlukan waktu beberapa saat.

Kemudian, klik tombol RUN dan tunggu beberapa detik hingga skema Anda selesai dibuat.

Anda mungkin ingin tahu tentang arti setiap pernyataan CREATE, terutama arti dari pernyataan CREATE PROPERTY GRAPH. Kita akan memeriksa skema pada Langkah 6 berikutnya).

Memuat data

Sekarang, masukkan beberapa data grafik keuangan ke dalam {i>database<i} Anda.

Spanner Graph membuat grafik dari tabel input, sehingga data grafik didasarkan pada data dari tabel input, tanpa duplikasi data. Demikian pula, perubahan data dalam tabel input otomatis tercermin dalam model grafik. Hal ini menghindari ETL yang rumit untuk sinkronisasi dengan sumber data lain.

Anda dapat menggunakan pernyataan INSERT SQL yang sudah dikenal untuk menyisipkan data ke dalam tabel input.

Buka tab baru di Spanner Studio, lalu salin dan tempel pernyataan penyisipan berikut dan klik tombol RUN. Pernyataan INSERT akan mengisi ribuan node dan edge ke dalam database Anda. Mengingat volume teks, mungkin perlu waktu beberapa detik untuk menyalin.

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 account"),(72,"2020-09-25 17:42:44.351",false,"retirement account"),(73,"2020-09-25 20:02:14.781",false,"debit card"),(74,"2020-09-26 02:11:28.268",false,"credit card"),(75,"2020-09-26 15:16:16.604",false,"escrow account"),(76,"2020-09-26 23:27:19.193",false,"debit card"),(77,"2020-09-28 19:51:20.008",false,"certificate of deposit"),(78,"2020-09-29 00:13:01.697",false,"certificate of deposit"),(79,"2020-09-30 17:41:16.516",false,"trust account"),(80,"2020-10-03 19:42:27.803",false,"debit card"),(81,"2020-10-04 22:54:00.124",false,"debit card"),(82,"2020-10-06 12:22:20.764",false,"brokerage account"),(83,"2020-10-06 14:35:38.915",false,"merchant account"),(84,"2020-10-06 20:32:54.987",true,"trust account"),(85,"2020-10-09 11:11:21.638",false,"retirement account"),(86,"2020-10-15 16:05:12.846",false,"foreign currency"),(87,"2020-10-15 20:43:04.559",false,"certificate of deposit"),(88,"2020-10-22 05:03:40.496",false,"merchant account"),(89,"2020-10-22 23:54:54.151",false,"certificate of deposit"),(90,"2020-10-25 09:04:14.056",false,"retirement account"),(91,"2020-10-26 12:39:53.181",true,"foreign currency"),(92,"2020-10-26 14:33:29.071",false,"corporate account"),(93,"2020-10-27 04:10:25.385",false,"foreign currency"),(94,"2020-10-27 05:01:26.297",false,"internet account"),(95,"2020-10-27 16:24:27.232",true,"credit card"),(96,"2020-10-27 17:10:11.181",false,"brokerage account"),(97,"2020-11-02 16:50:16.48",false,"trust account"),(98,"2020-11-03 07:28:44.64",false,"certificate of deposit"),(99,"2020-11-04 07:40:40.553",false,"certificate of deposit"),(100,"2020-11-10 04:26:17.153",false,"brokerage account"),(101,"2020-11-10 22:05:49.841",false,"foreign currency"),(102,"2020-11-11 18:44:24.021",false,"certificate of deposit"),(103,"2020-11-15 01:57:12.581",false,"foreign currency"),(104,"2020-11-15 05:50:51.532",true,"retirement account"),(105,"2020-11-17 12:01:11.565",false,"escrow account"),(106,"2020-11-21 15:35:07.655",true,"certificate of deposit"),(107,"2020-11-21 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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.");

Ringkasan

Pada langkah ini, Anda telah membuat database Spanner dengan skema grafik dan data grafik yang terisi otomatis.

Berikutnya

Selanjutnya, Anda akan menjelajahi skema grafik

6. Mempelajari skema grafik

Lihat skema grafik

Di Konsol Cloud, buka instance Spanner, lalu klik database finance-graph-db. Dari halaman ringkasan ini, klik tombol "Show Equivalent DDL" (di bagian bawah halaman) untuk menampilkan skema database.

Saat memeriksa skema, pertama-tama Anda akan melihat sejumlah tabel relasional dengan pernyataan CREATE TABLE, yang juga terdapat pada screenshot di bawah:

• Tabel Account, yang berisi data tentang rekening bank
• Tabel AccountAudits, yang melacak audit rekening bank
• Tabel AccountRepayLoan, yang melacak pembayaran pinjaman yang dilakukan dari rekening bank.
• Tabel AccountTransferAccount, yang melacak transfer uang antar rekening bank.
• Tabel Loan, yang berisi data tentang pinjaman pelanggan
• Tabel Person, yang berisi data tentang klien perbankan yang dimodelkan sebagai orang
• Tabel PersonOwnAccount, yang melacak hubungan orang yang memiliki rekening bank

Scroll ke bawah skema DDL, dan Anda akan melihat pernyataan CREATE PROPERTY GRAPH FinGraph tempat kami menentukan skema grafik berdasarkan tabel SQL di atas. Kami akan menjelaskan skema grafik di bagian berikutnya.

Memahami skema grafik

Spanner Graph memungkinkan Anda membuat grafik dari tabel menggunakan pernyataan CREATE PROPERTY GRAPH. Tabel yang digunakan untuk membuat grafik disebut tabel input. Tidak ada duplikasi data saat membuat grafik.

Spanner Graph mendukung model data grafik properti dengan node dan edge yang dianotasi dengan label dan properti. Dalam skema grafik keuangan ini, kami membuat 3 jenis simpul dan 3 jenis tepi berdasarkan tabel input relasional yang ditentukan sebelumnya.

Node

Kami menentukan 3 jenis node berdasarkan 3 tabel input:

1. Node Person, berdasarkan tabel Person
2. Node Account, berdasarkan tabel Akun
3. Node Loan, berdasarkan tabel Pinjaman

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)
  )
 ...

Setiap baris dalam tabel node dipetakan ke node dalam model grafik. Setiap node memiliki label seperti Account dan Person, yang mewakili node. Anda akan menggunakan label untuk melakukan kueri jenis node di halaman berikutnya.

Secara default, semua kolom tabel input pada waktu pembuatan grafik disertakan sebagai properti node. Misalnya, kolom id, create_time, is_blocked, dan type dalam tabel Account adalah properti node Account. Namun, kolom dapat dikecualikan dari model grafik dengan menggunakan sintaksis ALL COLUMNS EXCEPT, yang dijelaskan di sini.

Catatan:

Dalam skema yang dibuat secara manual pada Langkah 5), input tabel node hanya terdiri dari nama tabel (mis., Account, Node).

Sebagai perbandingan, skema DDL grafik dari halaman ringkasan database diperluas untuk menyertakan LABEL, KEY, dan PROPERTIES untuk definisi node dan edge.

Kedua representasi tersebut setara secara semantik. Definisi yang diperluas akan meningkatkan pemahaman tentang skema lengkap.

Tepi

Kami menentukan 3 jenis tepi antar-node:

1. Edge AccountRepayLoan, berdasarkan tabel AccountRepayLoan, yang menghubungkan node Account ke node Loan.
2. Edge AccountTransferAccount, berdasarkan tabel AccountTransferAccount, yang menghubungkan node Account ke node Account lain.
3. Edge PersonOwnAccount, berdasarkan tabel PersonOwnAccount, yang menghubungkan node Person ke node 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)
  );

Memetakan tabel ke tepi harus menentukan kunci sumber dan tujuan. Kunci-kunci ini menetapkan hubungan antara edge dan node sumber dan tujuan.

Misalnya, setiap edge PersonOwnAccount menghubungkan Person (sumber) ke node Account (tujuan).

• Node SOURCE dari tepi adalah node Person yang id-nya sama dengan tepi id.
• Node DESTINATION dari tepi adalah node Account yang id-nya sama dengan tepi 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)

Setiap tepi memiliki label seperti Repays dan Owns, yang mewakili jenis tepi. Serupa dengan node grafik, semua kolom tabel input disertakan sebagai properti tepi secara default.

Selengkapnya tentang skema

Anda dapat mempelajari lebih lanjut konsep umum skema grafik seperti label, properti, dan hubungan dengan tabel input di sini.

Anda dapat membaca lebih lanjut cara menentukan node dan menentukan edge.

Ringkasan

Pada langkah ini, Anda telah memahami tabel input, simpul grafik, dan jenis tepi skema grafik keuangan.

Berikutnya

Selanjutnya, Anda akan menjalankan kueri skenario keuangan untuk mengungkap potensi data grafik.

7. Mengkueri grafik menggunakan GQL

Apa itu graph query traversal di GQL

Data grafik direpresentasikan sebagai node yang dihubungkan oleh tepi-tepi. Kueri grafik menavigasi seluruh koneksi ini, melompat dari simpul ke simpul berdasarkan kriteria yang ditentukan. Dalam kueri grafik, "hop" mengacu pada pendaratan dari satu {i>node<i} ke {i>node<i} lain di sepanjang tepi yang terhubung. Hal ini menandakan satu langkah dalam proses traversal.

Misalnya, pada grafik traversal di bawah, ada 2 hop antara Orang (Bob), Akun (18), dan Pinjaman (27).

Menjalankan kueri di Spanner Studio

Pada langkah ini, Anda akan menjalankan beberapa kueri GQL untuk memahami bagaimana semantik kueri grafik memungkinkan analisis data grafik keuangan.

Untuk setiap kueri, Anda dapat membuat editor baru seperti "Editor 1" di Spanner Studio untuk dijalankan.

Kueri 1 - Pencocokan pola tepi dan node dasar

Anda dapat menjalankan kueri di bawah ini untuk menelusuri dari node orang yang bernama "Jacoby", menemukan akun milik orang tersebut, lalu melihat pinjaman yang telah dibayarkan oleh akun tersebut. Ini adalah traversal kueri grafik 2-hop:

• Hop pertama: Person node ke node Account melalui Owns edge
• Hop ke-2: Account node ke node Loan melalui edge Repays

Cara kita mencocokkan jenis node dan edge didasarkan pada labelnya, seperti bagian :Person, :Owns, dan :Account pada kueri di bawah ini.

Hasilnya menampilkan ID akun, info pembayaran, dan info pinjaman, yang diurutkan berdasarkan tanggal pelunasan pinjaman

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;

Catatan: Jika Anda melihat sekilas Menjelajahi Skema Grafik (Langkah 5), setiap node dan tepi yang ditentukan dalam skema memiliki LABEL yang terkait dengannya.

Anda dapat membaca selengkapnya tentang cara sintaksis kueri cocok dengan node dan edge di masing-masing link.

Diagram di bawah membantu memvisualisasikan cara kueri mengambil semua akun yang dimiliki oleh "Jacoby" yang telah melakukan pembayaran pinjaman. (Hasil kueri mungkin berbeda dari yang disarankan di diagram.)

Menjalankan kueri di editor akan menampilkan hasil seperti di bawah ini. Hasilnya menunjukkan bahwa "Jacoby" hanya memiliki satu akun (id 569) dan satu pinjaman (id 110), tetapi ada beberapa pelunasan di antara keduanya.

Kueri 2 - Traversal jalur terukur dan elemen grafik yang ditampilkan

Kueri berikut cocok dengan semua transfer uang akun yang dimulai dari akun sumber dengan id=75 dalam 3 hingga 6 hop, untuk mencapai akun tujuan dengan id=199. Sintaksis {3,6} digunakan untuk merepresentasikan 3 hingga 6 traversal jalur hop yang dikuantifikasi antara src_accnt dan 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;

Secara visual, Anda dapat menganggap traversal tepi terukur seperti di bawah ini: edge traversal dimulai dari node src_account, dan mengambil semua kemungkinan jalur transfer akun antara 3 hingga 6 hop, untuk mencapai dst_account.

Misalnya, jalur yang disorot di bagian bawah di bawah ini adalah kueri 6 hop.

Menjalankan kueri ini akan memberikan hasil berikut:

Catatan: Anda dapat membaca selengkapnya tentang pola tepi terukur di sini.

Elemen grafik dapat ditampilkan dalam format JSON menggunakan fungsi TO_JSON, karena tepi transfers ditampilkan di atas. Objek JSON yang ditampilkan untuk node dan edge menyertakan identifier, properties, dan labels. Selain itu, objek JSON yang ditampilkan untuk tepi juga akan menyertakan source_node_identifier dan destination_node_identifier.

Dalam kueri ini, hasilnya menampilkan jumlah edge hop transfer, dan edge transfer di setiap jalur yang cocok dalam format JSON dengan TO_JSON(transfer) AS transfer_edges.

transfer_edges yang ditampilkan adalah objek array JSON. Ini adalah jenis array JSON karena mungkin ada beberapa tepi transfer di setiap jalur yang cocok antara akun sumber dan tujuan.

Setiap elemen array adalah edge, yang berisi labels, source_node_identifier, dan destination_node_identifier node yang terhubung, serta data properties edge seperti amount dan 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": "..."
  }
]

Catatan: ID dalam elemen grafik JSON buram , tidak memiliki makna semantik, dan terikat pada satu cakupan eksekusi kueri. ID tersebut tidak dapat digunakan kembali pada kueri berikutnya.

Kueri 3 - Penelusuran jalur terpendek

Kueri 2 menemukan ketiga jalur dari src_accnt dan dst_accnt dalam rentang hop yang ditentukan. Setiap jalur terdiri dari jumlah hop yang berbeda, yaitu empat, lima, dan enam.

Jika ingin menemukan jalur terpendek antara dua node ini, Anda dapat mengubahnya dengan menggunakan awalan penelusuran jalur MATCH ANY SHORTEST untuk mencapainya. Kueri di bawah ini menemukan jalur terpendek antara kedua akun ini dalam 3 hingga 6 hop.

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;

Bandingkan hasil dari kedua kueri, Anda akan menemukan bahwa Kueri 2 menampilkan semua kemungkinan 3 jalur, sedangkan Kueri 3 (kueri ini) hanya menampilkan 1 hasil, yang merupakan jalur terpendek dari 4 hop.

Menjalankan kueri akan memberikan hasil berikut.

Kueri 4 - Kueri grafik yang dirantai oleh komposisi linear

Hubungan yang lebih rumit dapat diidentifikasi dengan menggunakan kata kunci NEXT untuk menggabungkan blok kueri grafik.

Pada kueri di bawah ini, Anda ingin memahami aliran uang akun pelanggan untuk mencari aliran masuk atau aliran keluar besar yang mencurigakan sebagai bagian dari persyaratan analisis kepatuhan.

Untuk melakukannya, pertama-tama Anda akan menemukan semua rekening bank yang dimiliki oleh "Bisla" di blok kueri pertama dengan MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account).

Kemudian, di blok kedua setelah NEXT, Anda menghitung total jumlah transfer ke setiap akun sejak "01-01-2020".

Setelah itu, Anda menerapkan logika yang sama untuk jumlah yang keluar dalam kueri blok ketiga. Terakhir, Anda menghitung rasio jumlah aliran masuk terhadap jumlah aliran keluar untuk setiap akun dalam blok terakhir.

Untuk hasil kueri perantara yang perlu Anda akses setelah kata kunci NEXT, Anda harus menampilkannya di akhir blok sebelumnya. Misalnya, accnt yang cocok ditampilkan dalam blok pertama sehingga blok kedua dapat mengkueri transfer masuk ke akun ini.

GRAPH FinGraph
MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)
RETURN accnt

NEXT

MATCH (accnt)<-[inflow:Transfers]-(:Account)
WHERE inflow.amount > 100
  AND inflow.create_time > TIMESTAMP("2020-1-1")
RETURN accnt, SUM(inflow.amount) AS total_inflow_amounts
GROUP BY accnt

NEXT

MATCH (accnt) -[outflow:Transfers]->(:Account)
WHERE outflow.amount > 100
  AND outflow.create_time > TIMESTAMP("2020-1-1")
RETURN accnt, total_inflow_amounts, SUM(outflow.amount) AS total_outflow_amounts
GROUP BY accnt, total_inflow_amounts

NEXT

LET money_flow_ratio = total_inflow_amounts / total_outflow_amounts
RETURN accnt.id, money_flow_ratio
ORDER BY money_flow_ratio DESC;

Diagram di bawah ini memvisualisasikan apa yang dilalui kueri.

Menjalankan kueri akan memberikan hasil berikut:

Mempelajari kueri grafik lainnya

Anda dapat menemukan sejumlah contoh kueri grafik yang kompatibel dengan skema codelab ini dalam panduan pengguna.

Untuk mempelajari sintaksis kueri grafik, Anda dapat membaca referensi Bahasa Kueri Grafik GoogleSQL di sini.

Ringkasan

Pada langkah ini, Anda telah menjalankan banyak kueri grafik GQL dan memahami semantiknya.

Berikutnya

Selanjutnya, Anda akan menjalankan kueri yang menggabungkan GQL dan SQL bersama-sama.

8. Membuat kueri grafik dan tabel bersama-sama

Menjalankan kueri di Spanner Studio

Pada langkah ini, Anda akan menjalankan kueri grafik yang berinterop dengan tabel SQL untuk menghubungkan model grafik Spanner dengan model relasionalnya.

Untuk setiap kueri, Anda dapat membuat editor baru di Spanner Studio untuk dijalankan.

Jalankan kueri SQL yang dapat dioperasikan bersama

Dalam Spanner Graph, SQL dan GQL dapat dioperasikan sepenuhnya. Anda menggabungkan GQL dan SQL menggunakan operator GRAPH_TABLE. Di dalam operator, Anda dapat menulis GQL seperti di bagian sebelumnya. Anda kemudian dapat menghubungkan hasil kembali ke bagian kueri SQL melalui pernyataan RETURN.

Misalnya, Anda dapat menggabungkan GQL dan SQL untuk menemukan informasi audit akun yang telah menerima transfer bank dari akun yang mencurigakan.

Dengan melihat kueri berikut, kueri GQL di operator GRAPH_TABLE melintasi 1 atau 2 hop dari akun yang mencurigakan melalui edge Transfers, lalu menampilkan ID yang berbeda dari akun yang dijangkau. Kueri tersebut kemudian digabungkan dengan tabel AccountAudits untuk menemukan informasi audit akun tersebut.

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

Menjalankan kueri akan memberikan hasil seperti di bawah ini.

Anda dapat membaca lebih lanjut tentang operator GRAPH_TABLE untuk menggabungkan grafik dan kueri SQL di panduan pengguna.

Berikutnya

Selanjutnya, Anda dapat membersihkan codelab.

9. Membersihkan (opsional)

Untuk membersihkannya, cukup buka bagian Spanner di Konsol Cloud dan hapus instance graph-demo yang kita buat di codelab.

10. Selamat!

Selamat, Anda telah berhasil membuat skema grafik dan menjalankan kueri grafik dengan Spanner Graph.

Kueri SQL tradisional tidak cukup untuk mengungkap koneksi dalam data yang menjadi semakin kompleks dengan jaringan hubungan yang rumit. Spanner Graph menyediakan model data grafik yang sangat penting dengan sintaksis kueri grafik yang andal, kapasitas tanpa batas, dan ketersediaan 99,999%.

Setelah Anda lebih memahami konsep Spanner Graph, cobalah skema dan data Anda sekarang.

Apa langkah selanjutnya?

Pelajari Spanner Graph lebih lanjut di panduan pengguna kami.