1. Pengantar
Spanner Graph menggabungkan kemampuan database grafik yang dibuat khusus dengan Spanner, database Google Cloud yang selalu aktif, konsisten secara global, dan hampir tak terbatas skalabilitasnya.
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 ekspresi pencocokan pola grafik dari GQL. Tabel dapat dipetakan ke grafik menggunakan skema deklaratif tanpa migrasi data, yang akan membawa grafik ke set data tabel. Dengan demikian, Anda dapat melakukan late-bind (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 Grafik Spanner menggunakan set data yang telah diisi sebelumnya, membuat kueri pada grafik menggunakan GQL, dan mengakses data grafik dan relasional secara bersamaan dengan menggabungkan GQL dan SQL.
Yang akan Anda build
Sebagai bagian dari lab ini, Anda akan:
- Buat instance Spanner.
- Menyiapkan database dengan skema grafik keuangan dan set data yang telah diisi otomatis.
- Buat kueri GQL, dan gabungkan GQL dan SQL.
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.
Yang Anda butuhkan
2. Penyiapan dan persyaratan
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.
Penyiapan penagihan
Selanjutnya, Anda harus mengikuti panduan pengguna pengelolaan penagihan dan mengaktifkan penagihan di Cloud Console. Pengguna baru Google Cloud memenuhi syarat untuk mengikuti program Uji Coba Gratis senilai$300 USD. Agar tidak dikenai biaya setelah mengikuti 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
Di Spanner, instance adalah cluster resource komputasi dan penyimpanan yang menghosting satu atau beberapa database Spanner. Anda memerlukan minimal 1 instance untuk menghosting database Spanner untuk codelab ini.
Memeriksa versi gcloud SDK
Sebelum membuat instance, pastikan gcloud SDK di Google Cloud Shell telah diupdate ke versi yang diperlukan - gcloud SDK 493.0.0. Anda dapat menemukan versi gcloud SDK dengan mengikuti perintah di bawah.
$ gcloud version | grep Google
Berikut adalah contoh output:
Google Cloud SDK 489.0.0
Jika versi yang Anda gunakan lebih lama dari versi 493.0.0 yang diperlukan (489.0.0
dalam contoh sebelumnya), Anda harus mengupgrade Google Cloud SDK dengan menjalankan perintah berikut:
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
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 akan menetapkan hasil yang benar.
gcloud config get-value project
gcloud config set project [YOUR-DESIRED-PROJECT-ID]
Konfigurasikan region default Anda ke us-central1
. Anda dapat mengubahnya ke wilayah 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. Di seluruh codelab ini, ID Instance Grafik Spanner yang digunakan adalah graph-demo
, yang ditetapkan sebagai variabel SPANNER_INSTANCE_ID
menggunakan command line export
. Secara opsional, Anda dapat memilih nama ID instance Anda sendiri.
Membuat instance Spanner uji coba gratis
Instance uji coba gratis Spanner selama 90 hari tersedia bagi siapa saja yang memiliki Akun Google dan telah mengaktifkan Penagihan Cloud di project mereka. Anda tidak akan dikenai biaya kecuali jika memilih untuk mengupgrade instance uji coba gratis ke instance berbayar. Spanner Graph didukung di instance uji coba gratis. 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"
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 tidak memenuhi syarat untuk menggunakan instance uji coba gratis, Anda dapat menyiapkan instance Spanner yang disediakan dengan 1 node untuk codelab ini. Spanner Graph tersedia dalam edisi Enterprise atau Enterprise Plus. Untuk membuat instance di edisi Enterprise atau Enterprise Plus, 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
--edition=ENTERPRISE
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
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.
$ gcloud version | grep Google Google Cloud SDK 483.0.0
Jika versinya lebih rendah dari 484.0.0 yang diperlukan (misalnya, output di atas 483.0.0), Anda perlu mengupgrade 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
Membuat instance dan database
Setelah instance berjalan, Anda dapat membuat database. Spanner memungkinkan beberapa database di satu instance.
Database adalah tempat Anda menentukan skema. Anda juga dapat mengontrol siapa yang memiliki akses ke database, menyiapkan enkripsi kustom, mengonfigurasi pengoptimal, dan menetapkan periode retensi.
Database akan dibuat di instance dengan ID SPANNER_INSTANCE_ID
dari langkah sebelumnya.
Jika Anda belum menyiapkan variabel SPANNER_INSTANCE_ID
, gunakan command line di bawah untuk menyiapkannya.
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 telah diisi 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.
spanner samples
CLI
Perintah gcloud spanner samples init finance-graph
adalah wrapper untuk tindakan berikut:
- Pembuatan database bernama "finance-graph-db" di instance Anda.
- Pembuatan skema grafik keuangan dalam database. Skema berisi definisi node untuk entity seperti rekening bank, pinjaman, dll., dan definisi edge untuk hubungan di antara keduanya. Anda akan dapat memeriksa skema database di Langkah 6).
- Penyisipan beberapa ribu node dan tepi grafik ke dalam database.
Cara menangani error
Gagal menyisipkan data
Jika alat 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 database otomatis berhasil dan langsung melanjutkan ke 'Menjelajahi skema grafik' (Langkah 6).
5. (Opsional) Membuat database Spanner secara manual
Setelah instance berjalan, Anda dapat membuat database secara manual.
Database adalah tempat Anda menentukan skema. Anda juga dapat mengontrol siapa yang memiliki akses ke database, menyiapkan enkripsi kustom, mengonfigurasi pengoptimal, dan menetapkan periode retensi.
Database akan dibuat di instance dengan ID SPANNER_INSTANCE_ID
di langkah sebelumnya.
Jika Anda belum menyiapkan variabel SPANNER_INSTANCE_ID
, gunakan command line di bawah untuk menyiapkannya.
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 skema, salin dan tempel DDL di bawah ke Editor 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
);
Kemudian, klik tombol RUN
dan tunggu beberapa detik hingga skema Anda dibuat.
Anda mungkin bertanya-tanya tentang arti setiap pernyataan CREATE
, terutama pernyataan CREATE PROPERTY GRAPH
. Kita akan memeriksa skema di Langkah 6 berikutnya).
Memuat data
Sekarang, Anda perlu memasukkan beberapa data grafik keuangan ke dalam database.
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 akan otomatis tercermin dalam model grafik. Hal ini menghindari ETL yang rumit untuk menyinkronkan 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, lalu 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 telah diisi sebelumnya.
Berikutnya
Selanjutnya, Anda akan mempelajari skema grafik
6. Mempelajari skema grafik
Melihat skema grafik
Di Cloud Console, buka instance Spanner, lalu klik database finance-graph-db
. Dari halaman ringkasan ini, klik tombol "Tampilkan DDL yang Setara" (di bagian bawah halaman) untuk menampilkan skema database.
Saat memeriksa skema, Anda akan melihat sejumlah tabel relasional dengan pernyataan CREATE TABLE
terlebih dahulu, yang juga diambil dalam 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 DDL skema ke bawah, dan Anda akan melihat pernyataan CREATE PROPERTY GRAPH FinGraph
tempat kita menentukan skema grafik berdasarkan tabel SQL di atas. Kita 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 tepi yang dianotasi dengan label dan properti. Dalam skema grafik keuangan ini, kita membuat 3 jenis node dan 3 jenis edge berdasarkan tabel input relasional yang ditentukan sebelumnya.
Node
Kita menentukan 3 jenis node berdasarkan 3 tabel input:
- Node
Person
, berdasarkan tabel Person - Node
Account
, berdasarkan tabel Akun - 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 membuat 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
dari tabel Account
adalah properti dari node Account
. Namun, kolom dapat dikecualikan dari model grafik menggunakan sintaksis ALL COLUMNS EXCEPT
, yang dijelaskan di sini.
Tepi
Kita menentukan 3 jenis tepi di antara node:
- Edge
AccountRepayLoan
, berdasarkan tabelAccountRepayLoan
, yang menghubungkan nodeAccount
ke nodeLoan
. - Tepi
AccountTransferAccount
, berdasarkan tabelAccountTransferAccount
, yang menghubungkan nodeAccount
ke nodeAccount
lain. - Edge
PersonOwnAccount
, berdasarkan tabelPersonOwnAccount
, yang menghubungkan nodePerson
ke nodeAccount
.
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)
);
Pemetaan tabel ke tepi harus menentukan kunci sumber dan tujuan. Kunci ini menetapkan hubungan antara edge dan node sumber dan tujuan.
Misalnya, setiap tepi PersonOwnAccount
menghubungkan Person
(sumber) ke node Account
(tujuan).
- Node
SOURCE
dari tepi adalah nodePerson
yangid
-nya sama denganid
tepi. - Node
DESTINATION
dari tepi adalah nodeAccount
yangid
-nya sama denganaccount_id
tepi.
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 selengkapnya tentang menentukan node dan menentukan tepi.
Ringkasan
Pada langkah ini, Anda telah memahami tabel input, serta jenis node dan tepi grafik dari skema grafik keuangan.
Berikutnya
Selanjutnya, Anda akan menjalankan kueri skenario keuangan untuk mengungkap potensi data grafik.
7. Membuat kueri pada grafik menggunakan GQL
Apa yang dimaksud dengan traversal kueri grafik di GQL
Data grafik direpresentasikan sebagai node yang terhubung oleh edge. Kueri grafik menavigasi koneksi ini, berpindah dari node ke node berdasarkan kriteria yang ditentukan. Dalam kueri grafik, "hop" mengacu pada perjalanan dari satu node ke node lain di sepanjang tepi yang terhubung. Ini menandakan satu langkah dalam proses traversal.
Misalnya, dalam traversal grafik 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 node dan tepi dasar
Anda dapat menjalankan kueri di bawah untuk menavigasi dari node orang bernama "Jacoby", menemukan akun yang dimiliki oleh orang tersebut, lalu menemukan pinjaman yang dilunasi oleh akun tersebut. Ini adalah traversal kueri grafik 2-hop:
- Hop ke-1: Node
Person
ke nodeAccount
melalui edgeOwns
- Hop ke-2: Node
Account
ke nodeLoan
melalui edgeRepays
Cara kami mencocokkan jenis node dan edge didasarkan pada labelnya, seperti bagian :Person
, :Owns
, dan :Account
dalam kueri di bawah.
Hasilnya menampilkan ID akun, info pembayaran, dan info pinjaman, yang diurutkan berdasarkan tanggal pembayaran 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;
Diagram di bawah membantu memvisualisasikan cara kueri mengambil semua akun milik "Jacoby" yang telah melakukan pembayaran pinjaman. (Hasil kueri mungkin berbeda dengan yang ditunjukkan diagram.)
Menjalankan kueri di editor akan menampilkan hasil seperti di bawah. Hasilnya menunjukkan bahwa "Jacoby" hanya memiliki satu akun (id 569
) dan satu pinjaman (id 110
), tetapi ada beberapa pembayaran di antara keduanya.
Kueri 2 - Melintasi jalur yang dikuantifikasi dan menampilkan elemen grafik
Kueri berikut mencocokkan 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 mewakili traversal jalur hop 3 hingga 6 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 yang dikuantifikasi seperti di bawah ini: traversal dimulai dari node src_account
, dan mengambil semua kemungkinan jalur transfer akun antara 3 hingga 6 hop, untuk mencapai dst_account
.
Jalur yang ditandai di bagian bawah, misalnya, adalah kueri 6 hop.
Menjalankan kueri ini akan menghasilkan hasil berikut:
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 edge juga akan menyertakan source_node_identifier
dan destination_node_identifier
.
Dalam kueri ini, hasilnya menampilkan jumlah hop tepi transfer, dan tepi transfer di setiap jalur yang cocok dalam format JSON dengan TO_JSON(transfer) AS transfer_edges
.
transfer_edges
yang ditampilkan adalah objek array JSON. Jenisnya adalah array JSON karena dapat ada beberapa edge 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": "..."
}
]
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 di antara kedua node ini, Anda dapat mengubahnya dengan menggunakan awalan penelusuran jalur MATCH ANY SHORTEST
untuk mencapainya. Kueri di bawah 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 kedua kueri, Anda akan menemukan bahwa Kueri 2 menampilkan semua kemungkinan 3 jalur, sedangkan Kueri 3 (kueri ini) hanya menampilkan 1 hasil, yaitu jalur terpendek dari 4 hop.
Menjalankan kueri akan menghasilkan hasil berikut.
Kueri 4 - Kueri grafik yang dirantai oleh komposisi linear
Hubungan yang lebih rumit dapat diidentifikasi dengan menggunakan kata kunci NEXT
untuk merantai blok kueri grafik.
Dalam kueri di bawah, Anda ingin memahami aliran uang akun pelanggan untuk mencari aliran masuk atau keluar yang besar dan mencurigakan sebagai bagian dari persyaratan analisis kepatuhan.
Untuk melakukannya, Anda harus menemukan semua rekening bank yang dimiliki oleh "Bisla" di blok kueri ke-1 dengan MATCH
(person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)
terlebih dahulu.
Kemudian, di blok kedua setelah NEXT
, Anda menghitung total jumlah transfer ke setiap akun sejak "2020-01-01".
Setelah itu, Anda menerapkan logika yang sama untuk jumlah keluar dalam kueri blok ketiga. Terakhir, Anda menghitung rasio jumlah pemasukan terhadap jumlah pengeluaran untuk setiap akun di 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 di blok pertama sehingga blok kedua dapat mengkueri transfer inflow 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 menghasilkan hasil berikut:
Jelajahi lebih banyak kueri grafik
Anda dapat menemukan sejumlah contoh kueri grafik yang kompatibel dengan skema codelab ini di 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.
8. Membuat kueri grafik dan tabel secara bersamaan
Menjalankan kueri di Spanner Studio
Pada langkah ini, Anda akan menjalankan kueri grafik yang berinteroperabilitas dengan tabel SQL untuk menghubungkan model grafik Spanner dengan model relasionalnya.
Untuk setiap kueri, Anda dapat membuat editor baru di Spanner Studio untuk dijalankan.
Menjalankan kueri SQL yang interoperabel
Di Spanner Graph, SQL dan GQL sepenuhnya interoperabel. Anda menggabungkan GQL dan SQL menggunakan operator GRAPH_TABLE
. Dalam operator, Anda dapat menulis GQL seperti di bagian sebelumnya. Kemudian, Anda 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 dana dari akun yang mencurigakan.
Melihat kueri berikut, kueri GQL di operator GRAPH_TABLE
melintasi 1 atau 2 hop dari akun yang mencurigakan melalui edge Transfers
, lalu menampilkan ID berbeda dari akun yang dijangkau. Kueri 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 menghasilkan hasil seperti di bawah ini.
Anda dapat membaca lebih lanjut operator GRAPH_TABLE
untuk menggabungkan kueri grafik dan SQL di panduan pengguna.
Berikutnya
Selanjutnya, Anda dapat membersihkan codelab.
9. Pembersihan (opsional)
Untuk membersihkan, cukup buka bagian Spanner di Cloud Console 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 memadai untuk mengungkap koneksi dalam data yang semakin kompleks dengan jaringan hubungan yang rumit. Spanner Graph menyediakan model data grafik yang sangat penting dengan sintaksis kueri grafik yang canggih, kapasitas yang hampir tidak terbatas, dan ketersediaan 99,999%.
Setelah Anda lebih memahami konsep Spanner Graph, coba skema dan data Anda sekarang.
Apa langkah selanjutnya?
Pelajari Spanner Graph lebih lanjut di panduan pengguna kami.