स्पैनर ग्राफ़ के साथ शुरुआत करना

1. परिचय

Spanner Graph, Spanner के साथ काम के हिसाब से बनाए गए ग्राफ़ डेटाबेस की सुविधाओं को जोड़ता है. Spanner, Google Cloud का हमेशा चालू रहने वाला, दुनिया भर में एक जैसा, और स्केल करने में आसान डेटाबेस है.

Spanner Graph, ISO GQL (ग्राफ़ क्वेरी लैंग्वेज) स्टैंडर्ड के साथ काम करने वाले ग्राफ़ क्वेरी इंटरफ़ेस के साथ काम करता है. रिलेशनल और ग्राफ़ मॉडल के बीच इंटरऑपरेबिलिटी की सुविधा की मदद से, GQL से मिलने वाले ग्राफ़ पैटर्न मैचिंग की सुविधाओं के साथ, SQL की अच्छी सुविधाओं को जोड़ा जा सकता है. डेटा माइग्रेशन के बिना, डेक्लेरेटिव स्कीमा का इस्तेमाल करके टेबल को ग्राफ़ में मैप किया जा सकता है. इससे ग्राफ़, टेबल वाले डेटासेट में बदल जाते हैं. इसकी मदद से, डेटा मॉडल के विकल्पों को बाद में बांधने (यानी, बाद में लागू करने) के साथ-साथ, हर जॉब के लिए सबसे अच्छी क्वेरी भाषा का इस्तेमाल किया जा सकता है.

इस लैब में, पहले से जानकारी वाले डेटासेट का इस्तेमाल करके Spanner ग्राफ़ डेटाबेस सेट अप करने, GQL का इस्तेमाल करके ग्राफ़ से क्वेरी करने, और GQL और SQL को मिलाकर ग्राफ़ और रिलेशनल डेटा, दोनों को एक साथ ऐक्सेस करने का तरीका बताया गया है.

आपको क्या बनाना है

इस लैब में, आपको ये काम करने होंगे:

• Spanner इंस्टेंस बनाएं.
• वित्तीय ग्राफ़ स्कीमा और पहले से भरे डेटासेट के साथ डेटाबेस सेट अप करें.
• GQL क्वेरी जारी करें और GQL और SQL को एक साथ जोड़ें.

आपको क्या सीखने को मिलेगा

• Spanner इंस्टेंस सेट अप करने का तरीका.
• Spanner ग्राफ़ डेटाबेस का सैंपल सेटअप करने के लिए, gcloud spanner samples init finance-graph कमांड का इस्तेमाल करने का तरीका.
• डेटाबेस की खास जानकारी वाले पेज पर, ग्राफ़ स्कीमा देखने का तरीका.
• GQL का इस्तेमाल करके, एक से ज़्यादा हॉप पाथ वाली क्वेरी लिखने का तरीका.
• GQL का इस्तेमाल करके, ज़्यादा जटिल क्वेरी लिखने का तरीका.
• GQL और SQL को एक साथ इस्तेमाल करने का तरीका.

आपको किन चीज़ों की ज़रूरत होगी

• Google Cloud का कोई ऐसा प्रोजेक्ट जो किसी बिलिंग खाते से जुड़ा हो.
• Chrome या Firefox जैसा कोई वेब ब्राउज़र.

2. सेटअप और ज़रूरी शर्तें

ध्यान दें: अगर आपके पास पहले से ही बिलिंग की सुविधा वाला GCP प्रोजेक्ट है, तो इस चरण को छोड़ा जा सकता है.

GCP प्रोजेक्ट बनाना

Google Cloud Console में साइन इन करें और नया प्रोजेक्ट बनाएं या किसी मौजूदा प्रोजेक्ट का फिर से इस्तेमाल करें. अगर आपके पास पहले से कोई Gmail या Google Workspace खाता नहीं है, तो आपको एक खाता बनाना होगा.

• प्रोजेक्ट का नाम, इस प्रोजेक्ट में हिस्सा लेने वाले लोगों के लिए डिसप्ले नेम होता है. यह एक वर्ण स्ट्रिंग है, जिसका इस्तेमाल Google API नहीं करते. इसे कभी भी अपडेट किया जा सकता है.
• प्रोजेक्ट आईडी, Google Cloud के सभी प्रोजेक्ट के लिए यूनीक होता है. साथ ही, इसे सेट करने के बाद बदला नहीं जा सकता. Cloud Console, अपने-आप एक यूनीक स्ट्रिंग जनरेट करता है. आम तौर पर, आपको यह जानने की ज़रूरत नहीं होती कि यह स्ट्रिंग क्या है. ज़्यादातर कोडलैब में, आपको अपने प्रोजेक्ट आईडी का रेफ़रंस देना होगा. आम तौर पर, इसे PROJECT_ID के तौर पर पहचाना जाता है. अगर आपको जनरेट किया गया आईडी पसंद नहीं आता है, तो कोई दूसरा आईडी जनरेट किया जा सकता है. इसके अलावा, आपके पास खुद का कोई दूसरा नाम चुनने का विकल्प भी है. इस चरण के बाद, इसे बदला नहीं जा सकता. यह प्रोजेक्ट के दौरान बना रहता है.
• आपकी जानकारी के लिए बता दें कि तीसरी वैल्यू, प्रोजेक्ट नंबर होती है. इसका इस्तेमाल कुछ एपीआई करते हैं. दस्तावेज़ में इन तीनों वैल्यू के बारे में ज़्यादा जानें.

चेतावनी: प्रोजेक्ट आईडी दुनिया भर में यूनीक होता है. इसे चुनने के बाद, कोई दूसरा व्यक्ति इसका इस्तेमाल नहीं कर सकता. उस आईडी का इस्तेमाल सिर्फ़ आपने किया हो. प्रोजेक्ट मिटाने के बाद भी, आईडी का फिर से इस्तेमाल नहीं किया जा सकता

ध्यान दें: अगर Gmail खाते का इस्तेमाल किया जा रहा है, तो डिफ़ॉल्ट तौर पर संगठन की जानकारी को कोई संगठन नहीं पर सेट रहने दें. अगर Google Workspace खाते का इस्तेमाल किया जा रहा है, तो अपने संगठन के लिए कोई ऐसी जगह चुनें जो आपके काम की हो.

बिलिंग सेट अप

इसके बाद, आपको बिलिंग मैनेज करने के लिए उपयोगकर्ता गाइड का पालन करना होगा और Cloud Console में बिलिंग चालू करनी होगी. Google Cloud के नए उपयोगकर्ता, 300 डॉलर के मुफ़्त ट्रायल वाले कार्यक्रम में शामिल हो सकते हैं. इस ट्यूटोरियल के बाद बिलिंग से बचने के लिए, कोडलैब के आखिर में Spanner इंस्टेंस को बंद किया जा सकता है. इसके लिए, "नौवां चरण: क्लीन अप करना" का पालन करें.

Cloud Shell शुरू करना

Google Cloud को आपके लैपटॉप से रिमोट तौर पर इस्तेमाल किया जा सकता है. हालांकि, इस कोडलैब में आपको Google Cloud Shell का इस्तेमाल करना होगा. यह Cloud में चलने वाला कमांड-लाइन एनवायरमेंट है.

Google Cloud Console में, सबसे ऊपर दाएं टूलबार में मौजूद Cloud Shell आइकॉन पर क्लिक करें:

एनवायरमेंट से कनेक्ट होने और उसे प्रोवाइड करने में सिर्फ़ कुछ मिनट लगेंगे. प्रोसेस पूरी होने के बाद, आपको कुछ ऐसा दिखेगा:

इस वर्चुअल मशीन में, डेवलपमेंट के लिए ज़रूरी सभी टूल लोड होते हैं. यह 5 जीबी की होम डायरेक्ट्री उपलब्ध कराता है. यह Google Cloud पर चलता है, जिससे नेटवर्क की परफ़ॉर्मेंस और पुष्टि करने की सुविधा बेहतर होती है. इस कोडलैब में, सारा काम ब्राउज़र में किया जा सकता है. आपको कुछ भी इंस्टॉल करने की ज़रूरत नहीं है.

3. Spanner इंस्टेंस बनाना

ध्यान दें: अगर आपके प्रोजेक्ट में टेस्टिंग के लिए पहले से ही Spanner इंस्टेंस मौजूद है, तो इस चरण को छोड़ा जा सकता है. इस कंसोल लिंक पर जाकर पुष्टि की जा सकती है

Spanner में, इंस्टेंस, कंप्यूटिंग और स्टोरेज संसाधनों का क्लस्टर होता है. यह एक या उससे ज़्यादा Spanner डेटाबेस को होस्ट करता है. इस कोडलैब के लिए, Spanner डेटाबेस को होस्ट करने के लिए आपके पास कम से कम एक इंस्टेंस होना चाहिए.

gcloud SDK टूल का वर्शन देखना

इंस्टेंस बनाने से पहले, पक्का करें कि Google Cloud Shell में gcloud SDK टूल को ज़रूरी वर्शन पर अपडेट किया गया हो - gcloud SDK 493.0.0. gcloud SDK का वर्शन देखने के लिए, नीचे दिया गया निर्देश अपनाएं.

$ gcloud version | grep Google

आउटपुट का उदाहरण यहां दिया गया है:

Google Cloud SDK 489.0.0

अगर इस्तेमाल किया जा रहा वर्शन, ज़रूरी 493.0.0 वर्शन (पिछले उदाहरण में 489.0.0) से पहले का है, तो आपको यह कमांड चलाकर Google Cloud SDK टूल को अपग्रेड करना होगा:

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

ध्यान दें: सुरक्षा की वजहों से, पिछले निर्देश में उन सभी पैकेज की सूची दी गई है जिन्हें अपग्रेड करना है.

Spanner API को चालू करना

Cloud Shell में, पक्का करें कि आपका प्रोजेक्ट आईडी सेट अप हो. फ़िलहाल कॉन्फ़िगर किया गया प्रोजेक्ट आईडी ढूंढने के लिए, नीचे दिए गए पहले निर्देश का इस्तेमाल करें. अगर नतीजा उम्मीद के मुताबिक नहीं है, तो नीचे दिया गया दूसरा निर्देश सही नतीजा सेट करता है.

gcloud config get-value project

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

अपने डिफ़ॉल्ट क्षेत्र को us-central1 पर कॉन्फ़िगर करें. इसे किसी ऐसे दूसरे इलाके में बदला जा सकता है जहां Spanner के रीजनल कॉन्फ़िगरेशन काम करते हैं.

gcloud config set compute/region us-central1

Spanner API को चालू करने के लिए:

gcloud services enable spanner.googleapis.com

Spanner इंस्टेंस बनाना

इस सेक्शन में, आपको मुफ़्त में आज़माने के लिए इंस्टेंस या प्रोवाइड किया गया इंस्टेंस बनाना होगा. इस कोडलैब में, Spanner ग्राफ़ इंस्टेंस आईडी के तौर पर graph-demo का इस्तेमाल किया गया है. इसे export कमांड लाइन का इस्तेमाल करके, SPANNER_INSTANCE_ID वैरिएबल के तौर पर सेट किया गया है. इसके अलावा, आपके पास अपने इंस्टेंस आईडी का नाम चुनने का विकल्प भी है.

मुफ़्त में आज़माने के लिए Spanner इंस्टेंस बनाना

Spanner को 90 दिनों के लिए मुफ़्त में आज़माने की सुविधा उन सभी लोगों के लिए उपलब्ध है जिनके पास Google खाता है और जिनके प्रोजेक्ट में Cloud Billing की सुविधा चालू है. मुफ़्त में आज़माने की सुविधा वाले इंस्टेंस को पैसे चुकाकर इस्तेमाल किए जाने वाले इंस्टेंस पर अपग्रेड करने पर ही आपसे शुल्क लिया जाता है. मुफ़्त में आज़माने की सुविधा वाले इंस्टेंस में, Spanner Graph का इस्तेमाल किया जा सकता है. ज़रूरी शर्तें पूरी करने पर, Cloud Shell खोलकर और यह कमांड चलाकर, मुफ़्त में आज़माने की सुविधा वाला इंस्टेंस बनाएं:

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"

ध्यान दें: इस निर्देश में, क्षेत्र के तौर पर regional-us-central1 का इस्तेमाल किया जाता है. Spanner के मुफ़्त में आज़माने की सुविधा वाले इंस्टेंस के लिए उपलब्ध क्षेत्र के कॉन्फ़िगरेशन के आधार पर, कोई दूसरा क्षेत्र चुना जा सकता है. मुफ़्त में आज़माने के लिए इंस्टेंस बनाने के तरीके के बारे में यहां ज़्यादा जानें.

कमांड का आउटपुट:

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

तय किए गए Spanner इंस्टेंस बनाना

अगर आपके पास मुफ़्त में आज़माने की सुविधा वाले इंस्टेंस का इस्तेमाल करने की ज़रूरी शर्तें नहीं हैं, तो इस कोडलैब के लिए, एक नोड का प्रावधान किया गया Spanner इंस्टेंस सेट अप किया जा सकता है. Spanner Graph, Enterprise या Enterprise Plus वर्शन में उपलब्ध है. Enterprise या Enterprise Plus वर्शन में इंस्टेंस बनाने के लिए, Cloud Shell खोलें और यह कमांड चलाएं:

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

ध्यान दें: इस निर्देश में, क्षेत्र के तौर पर regional-us-central1 का इस्तेमाल किया जाता है. Spanner इंस्टेंस के लिए उपलब्ध क्षेत्र के कॉन्फ़िगरेशन के आधार पर, कोई दूसरा क्षेत्र चुना जा सकता है.

कमांड का आउटपुट:

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

4. Spanner डेटाबेस अपने-आप बनना

ध्यान दें: यहां दिए गए निर्देशों में, डेटाबेस सेट अप करने और डेटा भरने के लिए gcloud कमांड का इस्तेमाल किया गया है. अगर आपको मैन्युअल प्रोसेस में दिलचस्पी है, तो सीधे पांचवें चरण पर जाएं.

gcloud SDK टूल का वर्शन देखना

डेटाबेस बनाने से पहले, पक्का करें कि Google Cloud Shell में gcloud SDK टूल को ज़रूरी वर्शन पर अपडेट कर दिया गया हो - gcloud SDK 484.0.0. gcloud SDK टूल का वर्शन जानने के लिए, नीचे दिया गया कमांड चलाएं.

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

अगर वर्शन 484.0.0 से कम है, तो आपको नीचे दिए गए निर्देश को कॉपी करके चलाकर, वर्शन को अपग्रेड करना होगा. उदाहरण के लिए, ऊपर दिया गया आउटपुट 483.0.0 है.

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

ध्यान दें: ऊपर दिए गए कमांड में, सुरक्षा से जुड़ी वजहों से अपग्रेड किए जाने वाले सभी पैकेज की सूची दी गई है.

इंस्टेंस और डेटाबेस बनाना

इंस्टेंस के चालू होने के बाद, डेटाबेस बनाया जा सकता है. Spanner की मदद से, एक ही इंस्टेंस पर कई डेटाबेस बनाए जा सकते हैं.

डेटाबेस में स्कीमा तय किया जाता है. आपके पास यह कंट्रोल करने का विकल्प भी होता है कि डेटाबेस का ऐक्सेस किसके पास है. साथ ही, कस्टम एन्क्रिप्शन सेट अप किया जा सकता है, ऑप्टिमाइज़र को कॉन्फ़िगर किया जा सकता है, और डेटा को सेव रखने की अवधि सेट की जा सकती है.

डेटाबेस, पिछले चरण के आईडी SPANNER_INSTANCE_ID वाले इंस्टेंस में बनाया जाएगा.

अगर आपने अब तक SPANNER_INSTANCE_ID वैरिएबल सेट अप नहीं किया है, तो इसे सेट अप करने के लिए यहां दी गई कमांड लाइन का इस्तेमाल करें.

export SPANNER_INSTANCE_ID={your_instance_id}

फ़ाइनेंशियल ग्राफ़ स्कीमा और पहले से भरे हुए फ़ाइनेंस डेटासेट के साथ Spanner डेटाबेस बनाने के लिए, नीचे दिए गए Google Cloud Shell gcloud कमांड लाइन टूल का इस्तेमाल करें.

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

कमांड का आउटपुट:

$ 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.

ध्यान दें: डेटाबेस बनाने में कुछ समय लग सकता है.

spanner samples सीएलआई

gcloud spanner samples init finance-graph कमांड, इन कार्रवाइयों के लिए एक रैपर है:

• आपके इंस्टेंस में "finance-graph-db" नाम का डेटाबेस बनाया गया.
• डेटाबेस में फ़ाइनेंस ग्राफ़ स्कीमा बनाना. स्कीमा में, बैंक खातों, क़र्ज़ वगैरह जैसी इकाइयों के लिए नोड की परिभाषाएं और उनके बीच के संबंधों के लिए एज की परिभाषाएं शामिल होती हैं. छठे चरण में, डेटाबेस स्कीमा की जांच की जा सकती है).
• डेटाबेस में कई हज़ार ग्राफ़ नोड और एज डालना.

गड़बड़ियों को मैनेज करने का तरीका

डेटा डालने में समस्या आना

अगर टूल गड़बड़ी का मैसेज Failed to insert data for the graph database दिखाकर बंद हो जाता है, तो मैन्युअल रूप से डेटाबेस बनाने और डेटा डालने के लिए, पांचवें चरण का पालन करें. हालांकि, यह चरण ज़रूरी नहीं है.

अगला लेख

अगर डेटाबेस अपने-आप बन गया है, तो अगले सेक्शन को स्किप किया जा सकता है. इसके बाद, सीधे 'ग्राफ़ स्कीमा को एक्सप्लोर करना' (छठा चरण) पर जाएं.

5. (ज़रूरी नहीं) मैन्युअल तरीके से Spanner डेटाबेस बनाना

ध्यान दें: अगर आपने पिछले चरण में finance-graph-db डेटाबेस बनाने के लिए, gcloud spanner samples का इस्तेमाल पहले ही कर लिया है, तो इस चरण को छोड़ा जा सकता है.

इंस्टेंस के चालू होने के बाद, डेटाबेस को मैन्युअल तरीके से बनाया जा सकता है.

डेटाबेस में स्कीमा तय किया जाता है. आपके पास यह कंट्रोल करने का विकल्प भी होता है कि डेटाबेस का ऐक्सेस किसके पास है. साथ ही, कस्टम एन्क्रिप्शन सेट अप किया जा सकता है, ऑप्टिमाइज़र को कॉन्फ़िगर किया जा सकता है, और डेटा को सेव रखने की अवधि सेट की जा सकती है.

डेटाबेस, पिछले चरणों में आईडी SPANNER_INSTANCE_ID वाले इंस्टेंस में बनाया जाएगा.

अगर आपने अब तक SPANNER_INSTANCE_ID वैरिएबल सेट अप नहीं किया है, तो इसे सेट अप करने के लिए यहां दी गई कमांड लाइन का इस्तेमाल करें.

export SPANNER_INSTANCE_ID={your_instance_id}

डेटाबेस बनाने के लिए, gcloud कमांड-लाइन टूल का इस्तेमाल करें:

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

कमांड का आउटपुट:

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

ग्राफ़ की मदद से स्कीमा बनाना

स्कीमा सेट अप करने के लिए, Spanner Studio पर जाएं और एडिटर का इस्तेमाल करें:

स्कीमा के लिए, नीचे दिए गए डीडीएल को कॉपी करके Spanner Studio एडिटर में चिपकाएं.

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
  );

ध्यान दें: हर CREATE स्टेटमेंट को क्रम से लागू किया जाता है. इसलिए, इसमें कुछ समय लग सकता है.

इसके बाद, RUN बटन पर क्लिक करें और स्कीमा बनने के लिए कुछ सेकंड इंतज़ार करें.

आपको हर CREATE स्टेटमेंट का मतलब जानना हो सकता है. खास तौर पर, CREATE PROPERTY GRAPH स्टेटमेंट का. हम अगले चरण में स्कीमा की जांच करेंगे.

डेटा लोड करना

अब आपको अपने डेटाबेस में, वित्तीय ग्राफ़ का कुछ डेटा डालना होगा.

Spanner Graph, इनपुट टेबल से ग्राफ़ बनाता है. इसलिए, ग्राफ़ का डेटा इनपुट टेबल के डेटा पर आधारित होता है. इसमें डेटा डुप्लीकेट नहीं होता. इसी तरह, इनपुट टेबल में डेटा में होने वाले बदलाव, ग्राफ़ मॉडल में अपने-आप दिखते हैं. इससे, अन्य डेटा सोर्स के साथ सिंक करने के लिए, मुश्किल ईटीएल से बचा जा सकता है.

इनपुट टेबल में डेटा डालने के लिए, अपने पसंदीदा SQL INSERT स्टेटमेंट का इस्तेमाल किया जा सकता है.

Spanner Studio में एक नया टैब खोलें. इसके बाद, इन्सर्ट स्टेटमेंट को कॉपी करके चिपकाएं और RUN बटन पर क्लिक करें. INSERT स्टेटमेंट, आपके डेटाबेस में हज़ारों नोड और किनारों को अपने-आप भर देंगे. टेक्स्ट के वॉल्यूम के हिसाब से, कॉपी करने में कुछ सेकंड लग सकते हैं.

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.");

खास जानकारी

इस चरण में, आपने ग्राफ़ स्कीमा और पहले से भरे हुए ग्राफ़ डेटा के साथ Spanner डेटाबेस बनाया है.

अगला लेख

इसके बाद, आपको ग्राफ़ स्कीमा के बारे में जानकारी मिलेगी

6. ग्राफ़ स्कीमा को एक्सप्लोर करना

ग्राफ़ स्कीमा देखना

Cloud Console में, Spanner इंस्टेंस पर जाएं और finance-graph-db डेटाबेस पर क्लिक करें. डेटाबेस स्कीमा देखने के लिए, खास जानकारी वाले इस पेज पर, पेज के सबसे नीचे मौजूद "इसके बराबर का डीडीएल दिखाएं" बटन पर क्लिक करें.

स्कीमा की जांच करते समय, आपको सबसे पहले CREATE TABLE स्टेटमेंट वाली कई रिलेशनल टेबल दिखेंगी. इन टेबल को नीचे दिए गए स्क्रीनशॉट में भी देखा जा सकता है:

• Account टेबल, जिसमें बैंक खातों का डेटा होता है
• AccountAudits टेबल, जो बैंक खातों के ऑडिट को ट्रैक करती है
• AccountRepayLoan टेबल, जो बैंक खातों से किए गए क़र्ज़ के पेमेंट को ट्रैक करती है.
• AccountTransferAccount टेबल, जो बैंक खातों के बीच पैसे के ट्रांसफ़र को ट्रैक करती है.
• Loan टेबल, जिसमें ग्राहक के क़र्ज़ का डेटा होता है
• Person टेबल, जिसमें बैंकिंग क्लाइंट के डेटा को लोगों के तौर पर मॉडल किया गया है
• PersonOwnAccount टेबल, जो बैंक खातों के मालिकों के बीच के संबंध को ट्रैक करती है

स्कीमा डीडीएल को नीचे की ओर स्क्रोल करें. आपको CREATE PROPERTY GRAPH FinGraph स्टेटमेंट दिखेगा, जहां हम ऊपर दी गई SQL टेबल के आधार पर ग्राफ़ स्कीमा तय करते हैं. हम अगले सेक्शन में ग्राफ़ स्कीमा के बारे में बताएंगे.

ग्राफ़ स्कीमा को समझना

Spanner Graph की मदद से, CREATE PROPERTY GRAPH स्टेटमेंट का इस्तेमाल करके टेबल से ग्राफ़ बनाया जा सकता है. ग्राफ़ बनाने के लिए इस्तेमाल की जाने वाली टेबल को इनपुट टेबल कहा जाता है. ग्राफ़ बनाते समय, डेटा डुप्लीकेट नहीं होता.

Spanner Graph, प्रॉपर्टी ग्राफ़ डेटा मॉडल के साथ काम करता है. इसमें लेबल और प्रॉपर्टी के साथ एनोटेट किए गए नोड और एज होते हैं. इस फ़ाइनेंस ग्राफ़ स्कीमा में, हमने पहले से तय की गई रिलेशनल इनपुट टेबल के आधार पर, तीन तरह के नोड और तीन तरह के किनारे बनाए हैं.

नोड

हम तीन इनपुट टेबल के आधार पर, तीन तरह के नोड तय करते हैं:

1. Person नोड, जो व्यक्ति टेबल पर आधारित है
2. खाता टेबल के आधार पर Account नोड
3. Loan क़र्ज़ की टेबल पर आधारित नोड

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)
  )
 ...

नोड टेबल की हर लाइन, ग्राफ़ मॉडल के किसी नोड से मैप होती है. हर नोड के लिए एक लेबल होता है, जैसे कि Account और Person. अगले पेज पर, नोड टाइप के बारे में क्वेरी करने के लिए लेबल का इस्तेमाल किया जाएगा.

ग्राफ़ बनाते समय, इनपुट टेबल के सभी कॉलम डिफ़ॉल्ट रूप से नोड प्रॉपर्टी के तौर पर शामिल किए जाते हैं. उदाहरण के लिए, Account टेबल के id, create_time, is_blocked, और type कॉलम, Account नोड की प्रॉपर्टी हैं. हालांकि, ALL COLUMNS EXCEPT सिंटैक्स का इस्तेमाल करके, कॉलम को ग्राफ़ मॉडल से बाहर रखा जा सकता है.इस सिंटैक्स के बारे में यहां बताया गया है.

ध्यान दें:

पांचवें चरण में मैन्युअल तरीके से बनाए गए स्कीमा में, नोड टेबल इनपुट में सिर्फ़ टेबल के नाम होते हैं (उदाहरण के लिए, Account, Node).

इसकी तुलना में, डेटाबेस की खास जानकारी वाले पेज पर मौजूद ग्राफ़ डीडीएल स्कीमा को बड़ा किया गया है, ताकि नोड और एज की परिभाषाओं के लिए LABEL, KEY, और PROPERTIES शामिल किए जा सकें.

दोनों वैल्यू का मतलब एक ही है. स्कीमा की पूरी जानकारी से, पूरे स्कीमा को समझने में मदद मिलती है.

किनारे

हम नोड के बीच तीन तरह के किनारों को तय करते हैं:

1. AccountRepayLoan टेबल के आधार पर AccountRepayLoan एज, जो Account नोड को Loan नोड से जोड़ता है.
2. AccountTransferAccount टेबल के आधार पर AccountTransferAccount एज, जो Account नोड को किसी दूसरे Account नोड से जोड़ता है.
3. PersonOwnAccount टेबल के आधार पर PersonOwnAccount एज, जो Person नोड को Account नोड से जोड़ता है.

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)
  );

टेबल को किनारों से मैप करने के लिए, सोर्स और डेस्टिनेशन की कुंजियों को तय करना ज़रूरी है. ये कुंजियां, एज और सोर्स और डेस्टिनेशन नोड के बीच संबंध बनाती हैं.

उदाहरण के लिए, हर PersonOwnAccount एज, Person (सोर्स) को Account (डेस्टिनेशन) नोड से जोड़ता है.

• किसी किनारे का SOURCE नोड, एक Person नोड होता है, जिसका id, किनारे के id के बराबर होता है.
• किसी किनारे का DESTINATION नोड, एक Account नोड होता है, जिसका id, किनारे account_id के id जैसा होता है.

   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)

हर एज में एक लेबल होता है, जैसे कि Repays और Owns. इससे एज के टाइप के बारे में पता चलता है. ग्राफ़ नोड की तरह ही, इनपुट टेबल के सभी कॉलम डिफ़ॉल्ट रूप से एज प्रॉपर्टी के तौर पर शामिल होते हैं.

स्कीमा के बारे में ज़्यादा जानकारी

लेबल, प्रॉपर्टी, और इनपुट टेबल के साथ संबंध जैसे ग्राफ़ स्कीमा के सामान्य कॉन्सेप्ट के बारे में ज़्यादा जानने के लिए, यहां जाएं.

नोड तय करने और एज तय करने के बारे में ज़्यादा जानें.

खास जानकारी

इस चरण में, आपको इनपुट टेबल के साथ-साथ फ़ाइनेंस ग्राफ़ स्कीमा के ग्राफ़ नोड और किनारे के टाइप के बारे में जानकारी मिल गई होगी.

अगला लेख

इसके बाद, आपको ग्राफ़ के डेटा की संभावनाओं को जानने के लिए, वित्तीय स्थितियों की क्वेरी चलानी होंगी.

7. GQL का इस्तेमाल करके ग्राफ़ से क्वेरी करना

GQL में ग्राफ़ क्वेरी ट्रैवर्सल क्या है

ग्राफ़ के डेटा को एज से जुड़े नोड के तौर पर दिखाया जाता है. ग्राफ़ क्वेरी, तय की गई शर्तों के आधार पर, नोड से नोड पर जाकर इन कनेक्शन के ज़रिए नेविगेट करती है. ग्राफ़ क्वेरी में, "हॉप" का मतलब किसी कनेक्टिंग एज के साथ एक नोड से दूसरे नोड पर जाना है. यह ट्रैवर्सल प्रोसेस के एक चरण को दिखाता है.

उदाहरण के लिए, नीचे दिए गए ग्राफ़ में, व्यक्ति (Bob), खाता (18), और क़र्ज़ (27) के बीच दो हॉप हैं.

Spanner Studio में क्वेरी चलाना

इस चरण में, आपको कई GQL क्वेरी चलानी होंगी, ताकि यह समझा जा सके कि ग्राफ़ क्वेरी सेमेटिक्स, वित्तीय ग्राफ़ डेटा का विश्लेषण कैसे करते हैं.

हर क्वेरी को चलाने के लिए, Spanner Studio में "एडिटर 1" जैसा नया एडिटर बनाया जा सकता है.

क्वेरी 1 - बुनियादी नोड और एज पैटर्न मैचिंग

"जैकब" नाम के व्यक्ति वाले नोड से ट्रैवर्स करने, उस व्यक्ति के मालिकाना हक वाले खाते ढूंढने, और फिर खाते से चुकाए गए क़र्ज़ का पता लगाने के लिए, नीचे दी गई क्वेरी चलाई जा सकती है. यह दो-हॉप वाला ग्राफ़ क्वेरी ट्रैवर्सल है:

• पहला हॉप: Owns किनारे से Person नोड से Account नोड
• दूसरा हॉप: Repays किनारे से Account नोड से Loan नोड

हम नोड और एज टाइप को उनके लेबल के आधार पर मैच करते हैं. जैसे, नीचे दी गई क्वेरी में :Person, :Owns, और :Account वाले हिस्से.

इस फ़ंक्शन से खाता आईडी, क़र्ज़ चुकाने की जानकारी, और क़र्ज़ की जानकारी मिलती है. यह जानकारी, क़र्ज़ चुकाने की तारीख के हिसाब से दी जाती है

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;

ध्यान दें: ग्राफ़ स्कीमा को एक्सप्लोर करने (पांचवां चरण) पर एक नज़र डालें. स्कीमा में बताए गए हर नोड और एज के साथ एक LABEL जुड़ा होता है.

क्वेरी सिंटैक्स, अपने लिंक में नोड और एज से कैसे मैच होता है, इस बारे में ज़्यादा पढ़ा जा सकता है.

नीचे दिए गए डायग्राम से यह समझने में मदद मिलती है कि क्वेरी, "जैकब" के मालिकाना हक वाले उन सभी खातों को कैसे फ़ेच कर सकती है जिन्होंने क़र्ज़ चुकाया है. (क्वेरी का नतीजा, डायग्राम में बताए गए नतीजे से अलग हो सकता है.)

एडिटर में क्वेरी चलाने पर, आपको नीचे दिए गए जैसे नतीजे मिलेंगे. इस नतीजे से पता चलता है कि "जैकब" के पास सिर्फ़ एक खाता (आईडी 569) और एक क़र्ज़ (आईडी 110) है. हालांकि, इन दोनों के बीच क़र्ज़ चुकाने के कई लेन-देन हुए हैं.

दूसरी क्वेरी - पाथ ट्रैवर्सल और रिटर्न ग्राफ़ एलिमेंट की संख्या

यहां दी गई क्वेरी, id=75 वाले सोर्स खाते से id=199 वाले डेस्टिनेशन खाते में तीन से छह हॉप में होने वाले सभी पैसों के ट्रांसफ़र से मैच करती है. {3,6} सिंटैक्स का इस्तेमाल, src_accnt और dst_accnt के बीच 3 से 6 हॉप पाथ ट्रैवर्स को दिखाने के लिए किया जाता है.

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;

विज़ुअल तौर पर, क्वांटफ़ाइड एज ट्रैवर्सल को इस तरह समझा जा सकता है: यह src_account नोड से शुरू होता है और dst_account तक पहुंचने के लिए, तीन से छह हॉप के बीच खाता ट्रांसफ़र के सभी संभावित पाथ फ़ेच करता है.

उदाहरण के लिए, सबसे नीचे हाइलाइट किया गया पाथ, छह-हॉप क्वेरी है.

इस क्वेरी को चलाने पर, आपको ये नतीजे मिलेंगे:

ध्यान दें: क्वांटफ़ाइड एज पैटर्न के बारे में ज़्यादा जानने के लिए, यहां जाएं.

TO_JSON फ़ंक्शन का इस्तेमाल करके, ग्राफ़ एलिमेंट को JSON फ़ॉर्मैट में दिखाया जा सकता है, क्योंकि transfers एज ऊपर दिखाए गए हैं. नोड और एज के लिए दिखाए गए JSON ऑब्जेक्ट में, उनके identifier, properties, और labels शामिल होते हैं. इसके अलावा, एज के लिए दिखाए गए JSON ऑब्जेक्ट में source_node_identifier और destination_node_identifier भी शामिल होंगे.

इस क्वेरी में, नतीजा ट्रांसफ़र एज हॉप की संख्या दिखाता है. साथ ही, मैच होने वाले हर पाथ में ट्रांसफ़र एज को TO_JSON(transfer) AS transfer_edges के साथ JSON फ़ॉर्मैट में दिखाता है.

दिखाया गया transfer_edges, एक JSON कलेक्शन ऑब्जेक्ट है. यह JSON कलेक्शन टाइप का होता है, क्योंकि सोर्स और डेस्टिनेशन खाते के बीच मैच होने वाले हर पाथ में कई ट्रांसफ़र एज हो सकते हैं.

कलेक्शन का हर एलिमेंट एक एज होता है. इसमें कनेक्ट किए गए नोड के labels, source_node_identifier, और destination_node_identifier के साथ-साथ, amount और create_time जैसे एज properties डेटा शामिल होते हैं.

# 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": "..."
  }
]

ध्यान दें: JSON ग्राफ़ एलिमेंट में मौजूद आइडेंटिफ़ायर, साफ़ तौर पर नहीं दिखता. इसका कोई सेमेटिक मतलब नहीं होता और यह क्वेरी के एक ही दायरे में काम करता है. इसे बाद की क्वेरी में फिर से इस्तेमाल नहीं किया जा सकता.

तीसरी क्वेरी - सबसे छोटे रास्ते की खोज

दूसरी क्वेरी से, src_accnt और dst_accnt के बीच के सभी तीन पाथ मिलते हैं. ये पाथ, होप की तय सीमा के अंदर होते हैं. हर पाथ में अलग-अलग संख्या में हॉप होते हैं. जैसे, चार, पांच, और छह.

अगर आपको इन दोनों नोड के बीच सबसे छोटा रास्ता ढूंढना है, तो पाथ सर्च प्रीफ़िक्स MATCH ANY SHORTEST का इस्तेमाल करके, इसमें बदलाव किया जा सकता है. यहां दी गई क्वेरी, इन दोनों खातों के बीच तीन से छह हॉप में सबसे छोटा रास्ता ढूंढती है.

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;

दोनों क्वेरी के नतीजों की तुलना करने पर, आपको पता चलेगा कि क्वेरी 2 में तीनों संभावित पाथ दिखते हैं, जबकि क्वेरी 3 (यह क्वेरी) में सिर्फ़ एक नतीजा दिखता है. यह चार हॉप का सबसे छोटा पाथ है.

क्वेरी चलाने पर, आपको यह नतीजा दिखेगा.

चौथी क्वेरी - रेखीय कंपोज़िशन के हिसाब से कनेक्ट की गई ग्राफ़ क्वेरी

NEXT कीवर्ड का इस्तेमाल करके, ग्राफ़ क्वेरी के ब्लॉक को एक साथ जोड़कर, ज़्यादा जटिल संबंधों की पहचान की जा सकती है.

नीचे दी गई क्वेरी में, आपको ग्राहक खातों के पैसे के फ़्लो को समझना है, ताकि नियमों का पालन करने के विश्लेषण की ज़रूरी शर्तों के तहत, बड़े पैमाने पर संदिग्ध इनफ़्लो या आउटफ़्लो का पता लगाया जा सके.

ऐसा करने के लिए, आपको पहले MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account) वाले पहले क्वेरी ब्लॉक में, "Bisla" के मालिकाना हक वाले सभी बैंकिंग खाते ढूंढने होंगे.

इसके बाद, NEXT के बाद दूसरे ब्लॉक में, "01-01-2020" से लेकर हर खाते में ट्रांसफ़र की गई कुल रकम का हिसाब लगाया जाता है.

इसके बाद, तीसरी ब्लॉक क्वेरी में, पैसे भेजने के लिए भी यही लॉजिक लागू करें. आखिर में, आखिरी ब्लॉक में हर खाते के लिए, इनफ़्लो रकम और आउटफ़्लो रकम के अनुपात का हिसाब लगाया जाता है.

NEXT कीवर्ड के बाद, आपको जिन क्वेरी के नतीजों को ऐक्सेस करना है उनके लिए, आपको उन्हें पिछले ब्लॉक के आखिर में दिखाना होगा. उदाहरण के लिए, मैच होने वाला accnt पहले ब्लॉक में दिखाया जाता है, ताकि दूसरा ब्लॉक इन खातों में इनफ़्लो ट्रांसफ़र के बारे में क्वेरी कर सके.

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;

नीचे दिए गए डायग्राम में दिखाया गया है कि क्वेरी किस तरह से डेटा को ट्रैवर्स करती है.

क्वेरी चलाने पर, आपको यह नतीजा दिखेगा:

ज़्यादा ग्राफ़ क्वेरी एक्सप्लोर करना

आपको इस कोडलैब के स्कीमा के साथ काम करने वाली कई ग्राफ़ क्वेरी के उदाहरण, उपयोगकर्ता गाइड में मिल सकते हैं.

ग्राफ़ क्वेरी सिंटैक्स को एक्सप्लोर करने के लिए, यहां GoogleSQL ग्राफ़ क्वेरी लैंग्वेज के रेफ़रंस देखें.

खास जानकारी

इस चरण में, आपने कई GQL ग्राफ़ क्वेरी चलाई हैं और उनके सेमेटिक्स को समझा है.

अगला लेख

इसके बाद, आपको GQL और SQL को एक साथ जोड़ने वाली क्वेरी चलानी होंगी.

8. ग्राफ़ और टेबल, दोनों पर एक साथ क्वेरी करना

Spanner Studio में क्वेरी चलाना

इस चरण में, आपको ऐसी ग्राफ़ क्वेरी चलानी होंगी जो SQL टेबल के साथ इंटरऑपरेट करती हैं. इससे Spanner के ग्राफ़ मॉडल को उसके रिलेशनल मॉडल से कनेक्ट किया जा सकेगा.

हर क्वेरी को चलाने के लिए, Spanner Studio में एक नया एडिटर बनाया जा सकता है.

एसक्यूएल इंटरऑपरेबल क्वेरी चलाना

Spanner Graph में, SQL और GQL पूरी तरह से इंटरऑपरेबल हैं. GRAPH_TABLE ऑपरेटर का इस्तेमाल करके, GQL और SQL को आपस में जोड़ा जाता है. ऑपरेटर में, पिछले सेक्शन की तरह GQL लिखा जा सकता है. इसके बाद, RETURN स्टेटमेंट की मदद से, नतीजों को एसक्यूएल क्वेरी वाले हिस्से से फिर से कनेक्ट किया जा सकता है.

उदाहरण के लिए, GQL और SQL को मिलाकर, उन खातों के ऑडिट की जानकारी देखी जा सकती है जिन्हें किसी संदिग्ध खाते से वायर ट्रांसफ़र मिला है.

नीचे दी गई क्वेरी को देखें. इसमें, GRAPH_TABLE ऑपरेटर में मौजूद GQL क्वेरी, Transfers एज के ज़रिए संदिग्ध खाते से एक या दो हॉप तक जाती है. इसके बाद, उस तक पहुंचने वाले खातों के अलग-अलग आईडी दिखाती है. इसके बाद, क्वेरी उन खातों की ऑडिट जानकारी ढूंढने के लिए, AccountAudits टेबल से जुड़ जाती है.

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

क्वेरी चलाने पर, आपको नीचे दिए गए नतीजे मिलेंगे.

ग्राफ़ और SQL क्वेरी को जोड़ने के लिए, GRAPH_TABLE ऑपरेटर के बारे में ज़्यादा जानने के लिए, उपयोगकर्ता गाइड पढ़ें.

अगला लेख

इसके बाद, कोडलैब को हटाया जा सकता है.

9. खाता मिटाना (ज़रूरी नहीं)

साफ़ करने के लिए, Cloud Console के Spanner सेक्शन में जाएं और कोडलैब में बनाया गया graph-demo इंस्टेंस मिटाएं.

10. बधाई हो!

बधाई हो, आपने ग्राफ़ स्कीमा बना लिया है और Spanner Graph की मदद से ग्राफ़ क्वेरी चला ली हैं.

डेटा में मौजूद कनेक्शन को ढूंढने के लिए, पारंपरिक SQL क्वेरी का इस्तेमाल करना काफ़ी नहीं है. ऐसा इसलिए है, क्योंकि डेटा में मौजूद कनेक्शन, रिलेशनशिप के जटिल नेटवर्क की वजह से लगातार जटिल होते जा रहे हैं. Spanner Graph, ज़रूरी काम के लिए ग्राफ़ डेटा मॉडल उपलब्ध कराता है. इसमें बेहतर ग्राफ़ क्वेरी सिंटैक्स, असीमित क्षमता, और 99.999% उपलब्धता की सुविधा मिलती है.

अब आप Spanner Graph के कॉन्सेप्ट के बारे में ज़्यादा जान गए हैं. इसलिए, आज ही अपना स्कीमा और डेटा आज़माएं!

आगे क्या करना है?

Spanner Graph के बारे में ज़्यादा जानने के लिए, उपयोगकर्ता गाइड देखें.