স্প্যানার গ্রাফ দিয়ে শুরু করা

1. ভূমিকা

স্প্যানার গ্রাফ উদ্দেশ্য-নির্মিত গ্রাফ ডেটাবেস ক্ষমতাগুলিকে স্প্যানারের সাথে একত্রিত করে, Google ক্লাউড সর্বদা চালু, বিশ্বব্যাপী সামঞ্জস্যপূর্ণ, এবং কার্যত সীমাহীন মাপযোগ্য ডাটাবেস।

স্প্যানার গ্রাফ ISO GQL (গ্রাফ কোয়েরি ল্যাঙ্গুয়েজ) মানগুলির সাথে সামঞ্জস্যপূর্ণ একটি গ্রাফ ক্যোয়ারী ইন্টারফেস সমর্থন করে। রিলেশনাল এবং গ্রাফ মডেলের মধ্যে আন্তঃঅপারেবিলিটি সহ, আপনি GQL থেকে গ্রাফ প্যাটার্নের মিলের অভিব্যক্তির সাথে সু-প্রতিষ্ঠিত SQL ক্ষমতাগুলিকে একত্রিত করতে পারেন। ডেটা মাইগ্রেশন ছাড়াই ঘোষণামূলক স্কিমা ব্যবহার করে টেবিলগুলিকে গ্রাফে ম্যাপ করা যেতে পারে, যা গ্রাফগুলিকে ট্যাবুলার ডেটাসেটে নিয়ে আসে। এটির সাহায্যে, আপনি ডেটা মডেল পছন্দগুলিকে দেরীতে বাঁধতে পারেন (অর্থাৎ, স্থগিত করতে পারেন) এবং প্রতিটি কাজের জন্য সর্বোত্তম কোয়েরি ভাষা ব্যবহার করতে পারেন।

এই ল্যাবে, আপনি একটি প্রাক-জনসংখ্যাযুক্ত ডেটাসেট ব্যবহার করে একটি স্প্যানার গ্রাফ ডাটাবেস সেট আপ করতে, GQL ব্যবহার করে গ্রাফটি অনুসন্ধান করতে এবং GQL এবং SQL একত্রিত করে উভয় গ্রাফ এবং রিলেশনাল ডেটা অ্যাক্সেস করতে পারবেন।

আপনি কি নির্মাণ করবেন

এই ল্যাবের অংশ হিসাবে, আপনি করবেন:

• একটি স্প্যানার উদাহরণ তৈরি করুন।
• একটি আর্থিক গ্রাফ স্কিমা এবং প্রাক-জনবহুল ডেটাসেট সহ একটি ডাটাবেস সেট আপ করুন।
• GQL প্রশ্ন জারি করুন এবং GQL এবং SQL একসাথে একত্রিত করুন।

আপনি কি শিখবেন

• কিভাবে একটি স্প্যানার উদাহরণ সেটআপ করবেন।
• একটি নমুনা স্প্যানার গ্রাফ ডাটাবেস সেটআপ করতে কিভাবে gcloud spanner samples init finance-graph কমান্ড ব্যবহার করবেন।
• ডাটাবেস ওভারভিউ পৃষ্ঠায় গ্রাফ স্কিমা কিভাবে দেখতে হয়।
• জিকিউএল ব্যবহার করে মাল্টিপল-হপ পাথ প্রশ্নগুলি কীভাবে লিখবেন।
• কিভাবে GQL ব্যবহার করে আরো জটিল প্রশ্ন লিখতে হয়।
• কিভাবে GQL এবং SQL একসাথে একত্রিত করা যায়।

আপনি কি প্রয়োজন হবে

• একটি Google ক্লাউড প্রকল্প যা একটি বিলিং অ্যাকাউন্টের সাথে সংযুক্ত৷
• একটি ওয়েব ব্রাউজার, যেমন ক্রোম বা ফায়ারফক্স ।

2. সেটআপ এবং প্রয়োজনীয়তা

দ্রষ্টব্য: আপনি এই ধাপটি এড়িয়ে যেতে পারেন যদি আপনার কাছে আগে থেকেই বিলিং সক্ষম করে একটি GCP প্রকল্প থাকে।

একটি GCP প্রকল্প তৈরি করুন

Google ক্লাউড কনসোলে সাইন-ইন করুন এবং একটি নতুন প্রকল্প তৈরি করুন বা বিদ্যমান একটি পুনরায় ব্যবহার করুন৷ আপনার যদি ইতিমধ্যেই একটি Gmail বা Google Workspace অ্যাকাউন্ট না থাকে, তাহলে আপনাকে অবশ্যই একটি তৈরি করতে হবে।

• প্রকল্পের নাম এই প্রকল্পের অংশগ্রহণকারীদের জন্য প্রদর্শনের নাম। এটি একটি অক্ষর স্ট্রিং যা Google API দ্বারা ব্যবহৃত হয় না। আপনি সবসময় এটি আপডেট করতে পারেন.
• প্রোজেক্ট আইডি সমস্ত Google ক্লাউড প্রোজেক্ট জুড়ে অনন্য এবং অপরিবর্তনীয় (সেট করার পরে পরিবর্তন করা যাবে না)। ক্লাউড কনসোল স্বয়ংক্রিয়ভাবে একটি অনন্য স্ট্রিং তৈরি করে; সাধারণত আপনি এটা কি যত্ন না. বেশিরভাগ কোডল্যাবে, আপনাকে আপনার প্রকল্প আইডি উল্লেখ করতে হবে (সাধারণত PROJECT_ID হিসাবে চিহ্নিত)। আপনি যদি জেনারেট করা আইডি পছন্দ না করেন, তাহলে আপনি অন্য একটি এলোমেলো আইডি তৈরি করতে পারেন। বিকল্পভাবে, আপনি নিজের চেষ্টা করতে পারেন, এবং এটি উপলব্ধ কিনা দেখতে পারেন। এই ধাপের পরে এটি পরিবর্তন করা যাবে না এবং প্রকল্পের সময়কালের জন্য থাকে।
• আপনার তথ্যের জন্য, একটি তৃতীয় মান আছে, একটি প্রকল্প নম্বর , যা কিছু API ব্যবহার করে। ডকুমেন্টেশনে এই তিনটি মান সম্পর্কে আরও জানুন।

সতর্কতা: একটি প্রকল্প আইডি বিশ্বব্যাপী অনন্য এবং আপনি এটি নির্বাচন করার পরে অন্য কেউ ব্যবহার করতে পারবেন না। আপনি সেই আইডির একমাত্র ব্যবহারকারী। এমনকি একটি প্রকল্প মুছে ফেলা হলেও, আইডিটি আবার ব্যবহার করা যাবে না

দ্রষ্টব্য: আপনি যদি একটি Gmail অ্যাকাউন্ট ব্যবহার করেন, আপনি ডিফল্ট অবস্থানটি কোন প্রতিষ্ঠানে সেট করতে পারেন। আপনি যদি একটি Google Workspace অ্যাকাউন্ট ব্যবহার করেন, তাহলে এমন একটি লোকেশন বেছে নিন যা আপনার প্রতিষ্ঠানের জন্য উপযুক্ত।

বিলিং সেটআপ

এর পরে, আপনাকে বিলিং ব্যবহারকারী নির্দেশিকা পরিচালনা করতে হবে এবং ক্লাউড কনসোলে বিলিং সক্ষম করতে হবে। নতুন Google ক্লাউড ব্যবহারকারীরা $300 USD বিনামূল্যের ট্রায়াল প্রোগ্রামের জন্য যোগ্য৷ এই টিউটোরিয়ালের বাইরে বিলিং এড়াতে, আপনি "ধাপ 9 পরিষ্কার করা" অনুসরণ করে কোডল্যাবের শেষে স্প্যানার ইনস্ট্যান্স বন্ধ করতে পারেন।

ক্লাউড শেল শুরু করুন

যদিও Google ক্লাউড আপনার ল্যাপটপ থেকে দূরবর্তীভাবে পরিচালিত হতে পারে, এই কোডল্যাবে আপনি Google ক্লাউড শেল ব্যবহার করবেন, একটি কমান্ড লাইন পরিবেশ যা ক্লাউডে চলছে।

Google ক্লাউড কনসোল থেকে, উপরের ডানদিকে টুলবারে ক্লাউড শেল আইকনে ক্লিক করুন:

পরিবেশের ব্যবস্থা করতে এবং সংযোগ করতে এটি শুধুমাত্র কয়েক মুহূর্ত নিতে হবে। এটি সমাপ্ত হলে, আপনি এই মত কিছু দেখতে হবে:

এই ভার্চুয়াল মেশিনটি আপনার প্রয়োজনীয় সমস্ত ডেভেলপমেন্ট টুল দিয়ে লোড করা হয়েছে। এটি একটি ক্রমাগত 5GB হোম ডিরেক্টরি অফার করে এবং Google ক্লাউডে চলে, যা নেটওয়ার্ক কর্মক্ষমতা এবং প্রমাণীকরণকে ব্যাপকভাবে উন্নত করে। এই কোডল্যাবে আপনার সমস্ত কাজ একটি ব্রাউজারে করা যেতে পারে। আপনার কিছু ইন্সটল করার দরকার নেই।

3. একটি স্প্যানার উদাহরণ তৈরি করুন

দ্রষ্টব্য: আপনি এই ধাপটি এড়িয়ে যেতে পারেন যদি আপনার প্রকল্পে পরীক্ষার উদ্দেশ্যে আপনার কাছে ইতিমধ্যেই একটি স্প্যানার উদাহরণ থাকে। আপনি এই কনসোল লিঙ্কে গিয়ে যাচাই করতে পারেন

স্প্যানারে, একটি উদাহরণ হল কম্পিউটিং এবং স্টোরেজ সংস্থানগুলির একটি ক্লাস্টার যা এক বা একাধিক স্প্যানার ডাটাবেস হোস্ট করে। এই কোডল্যাবের জন্য একটি স্প্যানার ডাটাবেস হোস্ট করতে আপনার কমপক্ষে 1টি উদাহরণের প্রয়োজন হবে৷

জিক্লাউড এসডিকে সংস্করণ পরীক্ষা করুন

একটি উদাহরণ তৈরি করার আগে, নিশ্চিত করুন যে Google ক্লাউড শেলের gcloud SDK প্রয়োজনীয় সংস্করণে আপডেট করা হয়েছে - gcloud SDK 493.0.0 । আপনি নীচের কমান্ড অনুসরণ করে আপনার gcloud SDK সংস্করণ খুঁজে পেতে পারেন।

$ gcloud version | grep Google

এখানে একটি উদাহরণ আউটপুট:

Google Cloud SDK 489.0.0

আপনি যে সংস্করণটি ব্যবহার করছেন তা যদি প্রয়োজনীয় 493.0.0 সংস্করণের (পূর্ববর্তী উদাহরণে 489.0.0 ) এর চেয়ে আগের হয় তবে আপনাকে নিম্নলিখিত কমান্ডটি চালিয়ে আপনার Google ক্লাউড SDK আপগ্রেড করতে হবে:

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

দ্রষ্টব্য: পূর্ববর্তী কমান্ড নিরাপত্তার কারণে আপগ্রেড করা প্যাকেজগুলিকে সম্পূর্ণরূপে তালিকাভুক্ত করে।

স্প্যানার API সক্ষম করুন

ক্লাউড শেলের ভিতরে, নিশ্চিত করুন যে আপনার প্রকল্প আইডি সেটআপ করা আছে। বর্তমানে কনফিগার করা প্রকল্প আইডি খুঁজে পেতে নীচের প্রথম কমান্ডটি ব্যবহার করুন। ফলাফল প্রত্যাশিত না হলে, নীচের দ্বিতীয় কমান্ডটি সঠিকটি সেট করে।

gcloud config get-value project

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

us-central1 এ আপনার ডিফল্ট অঞ্চল কনফিগার করুন। স্প্যানার আঞ্চলিক কনফিগারেশন দ্বারা সমর্থিত একটি ভিন্ন অঞ্চলে এটিকে নির্দ্বিধায় পরিবর্তন করুন৷

gcloud config set compute/region us-central1

স্প্যানার API সক্ষম করুন:

gcloud services enable spanner.googleapis.com

স্প্যানার উদাহরণ তৈরি করুন

এই বিভাগে, আপনি একটি ফ্রি ট্রায়াল ইনস্ট্যান্স বা একটি প্রভিশনড ইনস্ট্যান্স তৈরি করবেন। এই কোডল্যাব জুড়ে, ব্যবহৃত স্প্যানার গ্রাফ ইনস্ট্যান্স আইডি হল graph-demo , export কমান্ড লাইন ব্যবহার করে SPANNER_INSTANCE_ID ভেরিয়েবল হিসাবে সেট করা হয়েছে। ঐচ্ছিকভাবে, আপনি নিজের ইন্সট্যান্স আইডি নাম বেছে নিতে পারেন।

একটি ফ্রি-ট্রায়াল স্প্যানার ইনস্ট্যান্স তৈরি করুন

একটি স্প্যানার 90-দিনের বিনামূল্যের ট্রায়াল ইনস্ট্যান্স একটি Google অ্যাকাউন্ট সহ যে কেউ তাদের প্রকল্পে ক্লাউড বিলিং সক্ষম করা আছে তাদের জন্য উপলব্ধ৷ আপনি চার্জ করা হবে না যদি না আপনি আপনার বিনামূল্যের ট্রায়াল ইনস্ট্যান্সকে একটি প্রদত্ত দৃষ্টান্তে আপগ্রেড করতে চান৷ স্প্যানার গ্রাফ ফ্রি ট্রায়াল ইনস্ট্যান্সে সমর্থিত। যোগ্য হলে, ক্লাউড শেল খুলে এই কমান্ডটি চালিয়ে একটি বিনামূল্যের ট্রায়ালের উদাহরণ তৈরি করুন:

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"

দ্রষ্টব্য: এই কমান্ডটি অঞ্চল হিসাবে regional-us-central1 ব্যবহার করে। স্প্যানার ফ্রি ট্রায়াল ইনস্ট্যান্সে উপলব্ধ অঞ্চল কনফিগারেশনের উপর ভিত্তি করে আপনি একটি ভিন্ন অঞ্চল নির্বাচন করতে পারেন৷ এখানে বিনামূল্যে ট্রায়াল ইনস্ট্যান্স কিভাবে তৈরি করতে হয় সে সম্পর্কে আরও পড়ুন।

কমান্ড আউটপুট:

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

একটি প্রবিধানযুক্ত স্প্যানার উদাহরণ তৈরি করুন

আপনি যদি একটি বিনামূল্যের ট্রায়াল ইনস্ট্যান্স ব্যবহার করার যোগ্য না হন, তাহলে আপনি এই কোডল্যাবের জন্য 1 নোডের একটি প্রভিশনড স্প্যানার ইনস্ট্যান্স সেট আপ করতে পারেন। স্প্যানার গ্রাফ এন্টারপ্রাইজ বা এন্টারপ্রাইজ প্লাস সংস্করণে উপলব্ধ। এন্টারপ্রাইজ বা এন্টারপ্রাইজ প্লাস সংস্করণে একটি উদাহরণ তৈরি করতে, ক্লাউড শেল খুলুন এবং এই কমান্ডটি চালান:

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

দ্রষ্টব্য: এই কমান্ডটি অঞ্চল হিসাবে regional-us-central1 ব্যবহার করে। স্প্যানার ইনস্ট্যান্সে উপলব্ধ অঞ্চল কনফিগারেশনের উপর ভিত্তি করে আপনি একটি ভিন্ন অঞ্চল নির্বাচন করতে পারেন।

কমান্ড আউটপুট:

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

4. স্বয়ংক্রিয়ভাবে স্প্যানার ডাটাবেস তৈরি করুন

দ্রষ্টব্য: নিম্নলিখিত নির্দেশাবলী ডাটাবেস সেটআপ করতে এবং ডেটা পূরণ করতে একটি gcloud কমান্ড ব্যবহার করে। আপনি যদি ম্যানুয়াল প্রক্রিয়াতে আগ্রহী হন, তাহলে পরবর্তী ধাপ 5 এ যান)।

জিক্লাউড এসডিকে সংস্করণ পরীক্ষা করুন

একটি ডাটাবেস তৈরি করার আগে, নিশ্চিত করুন যে Google ক্লাউড শেলের gcloud SDK প্রয়োজনীয় সংস্করণে আপডেট করা হয়েছে - gcloud SDK 484.0.0 । আপনি নীচের কমান্ডটি চালিয়ে আপনার gcloud SDK সংস্করণটি খুঁজে পেতে পারেন।

$ gcloud version | grep Google

Google Cloud SDK 483.0.0

সংস্করণটি প্রয়োজনীয় 484.0.0 (উদাহরণস্বরূপ, উপরের আউটপুট 483.0.0 ) এর চেয়ে কম হলে, আপনাকে নীচের কমান্ডটি অনুলিপি করে এবং চালিয়ে আপগ্রেড করতে হবে।

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

দ্রষ্টব্য: উপরের কমান্ডটি নিরাপত্তার কারণে আপগ্রেড করা প্যাকেজগুলিকে সম্পূর্ণরূপে তালিকাভুক্ত করে।

উদাহরণ এবং ডাটাবেস তৈরি করা

একবার আপনার দৃষ্টান্ত চালু হলে, আপনি ডাটাবেস তৈরি করতে পারেন। স্প্যানার একটি একক উদাহরণে একাধিক ডাটাবেসের জন্য অনুমতি দেয়।

ডাটাবেস হল যেখানে আপনি আপনার স্কিমা সংজ্ঞায়িত করেন। আপনি ডাটাবেসে কার অ্যাক্সেস আছে তা নিয়ন্ত্রণ করতে পারেন, কাস্টম এনক্রিপশন সেট আপ করতে পারেন, অপ্টিমাইজার কনফিগার করতে পারেন এবং ধরে রাখার সময়কাল সেট করতে পারেন।

পূর্ববর্তী ধাপের আইডি SPANNER_INSTANCE_ID সহ উদাহরণে ডেটাবেস তৈরি করা হবে।

আপনি যদি এখনও SPANNER_INSTANCE_ID ভেরিয়েবল সেট আপ না করে থাকেন, তাহলে সেট আপ করতে নীচের কমান্ড লাইনটি ব্যবহার করুন৷

export SPANNER_INSTANCE_ID={your_instance_id}

একটি আর্থিক গ্রাফ স্কিমা এবং প্রি-পপুলেটেড ফিনান্স ডেটাসেট সহ একটি স্প্যানার ডাটাবেস তৈরি করতে নীচের Google Cloud Shell gcloud কমান্ড লাইন টুলটি ব্যবহার করুন৷

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

কমান্ড আউটপুট:

$ 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.

দ্রষ্টব্য: ডাটাবেস তৈরি করতে কয়েক মুহূর্ত সময় লাগতে পারে।

spanner samples CLI

gcloud spanner samples init finance-graph কমান্ড হল নিম্নলিখিত ক্রিয়াগুলির জন্য একটি মোড়ক:

• আপনার উদাহরণে "ফাইনান্স-গ্রাফ-ডিবি" নামে একটি ডাটাবেস তৈরি করা।
• ডাটাবেসে একটি ফিনান্স গ্রাফ স্কিমা তৈরি করা। স্কিমায় সত্তা যেমন ব্যাঙ্ক অ্যাকাউন্ট, লোন ইত্যাদির জন্য নোড সংজ্ঞা এবং তাদের মধ্যে সম্পর্কের জন্য প্রান্ত সংজ্ঞা রয়েছে। আপনি ধাপ 6 এ ডাটাবেস স্কিমা পরীক্ষা করতে সক্ষম হবেন)।
• ডাটাবেসে কয়েক হাজার গ্রাফ নোড এবং প্রান্ত সন্নিবেশ করান।

কীভাবে ত্রুটিগুলি পরিচালনা করবেন

ডেটা সন্নিবেশ করাতে ব্যর্থ হয়েছে৷

Failed to insert data for the graph database একটি ত্রুটি বার্তা দিয়ে টুলটি শেষ হলে, আপনি ম্যানুয়ালি একটি ডাটাবেস তৈরি করতে ঐচ্ছিক ধাপ 5) পৃষ্ঠাটি অনুসরণ করতে পারেন এবং তারপরে ডেটা সন্নিবেশ করতে পারেন।

পরবর্তী আপ

ডাটাবেসের স্বয়ংক্রিয় নির্মাণ সফল হলে আপনি পরবর্তী ঐচ্ছিক বিভাগটি এড়িয়ে যেতে পারেন এবং সরাসরি 'গ্রাফ স্কিমা এক্সপ্লোরিং' এ যেতে পারেন (ধাপ 6)।

5. (ঐচ্ছিক) ম্যানুয়ালি একটি স্প্যানার ডাটাবেস তৈরি করুন

দ্রষ্টব্য: আপনি যদি পূর্ববর্তী ধাপে একটি finance-graph-db ডাটাবেস তৈরি করতে ইতিমধ্যেই gcloud spanner samples ব্যবহার করে থাকেন, তাহলে আপনি এই ধাপটি এড়িয়ে যেতে পারেন।

একবার আপনার ইনস্ট্যান্স চালু হলে, আপনি ম্যানুয়ালি ডাটাবেস তৈরি করতে পারেন।

ডাটাবেস হল যেখানে আপনি আপনার স্কিমা সংজ্ঞায়িত করেন। আপনি ডাটাবেসে কার অ্যাক্সেস আছে তা নিয়ন্ত্রণ করতে পারেন, কাস্টম এনক্রিপশন সেট আপ করতে পারেন, অপ্টিমাইজার কনফিগার করতে পারেন এবং ধরে রাখার সময়কাল সেট করতে পারেন।

পূর্ববর্তী ধাপে SPANNER_INSTANCE_ID আইডি দিয়ে ডেটাবেস তৈরি করা হবে।

আপনি যদি এখনও SPANNER_INSTANCE_ID ভেরিয়েবল সেট আপ না করে থাকেন, তাহলে সেট আপ করতে নীচের কমান্ড লাইনটি ব্যবহার করুন৷

export SPANNER_INSTANCE_ID={your_instance_id}

একটি ডাটাবেস তৈরি করতে, gcloud কমান্ড লাইন টুল ব্যবহার করুন:

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

কমান্ড আউটপুট:

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

গ্রাফ দিয়ে স্কিমা তৈরি করুন

স্কিমা সেট আপ করতে, স্প্যানার স্টুডিওতে নেভিগেট করুন এবং সম্পাদক ব্যবহার করুন:

স্কিমার জন্য, স্প্যানার স্টুডিও এডিটরে নিচের DDL কপি করে পেস্ট করুন।

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
  );

দ্রষ্টব্য: প্রতিটি CREATE বিবৃতি ক্রমানুসারে কার্যকর করা হয়, তাই এটি কয়েক মুহূর্ত নিতে পারে।

তারপর, RUN বোতামে ক্লিক করুন এবং আপনার স্কিমা তৈরি হওয়ার জন্য কয়েক সেকেন্ড অপেক্ষা করুন।

আপনি প্রতিটি CREATE স্টেটমেন্টের অর্থ সম্পর্কে বিস্মিত হতে পারেন, বিশেষ করে CREATE PROPERTY GRAPH স্টেটমেন্টের। আমরা পরবর্তী ধাপে স্কিমা পরিদর্শন করব 6)।

ডেটা লোড করুন

এখন, আপনি আপনার ডাটাবেসে কিছু ফিনান্স গ্রাফ ডেটা সন্নিবেশ করতে চাইবেন।

স্প্যানার গ্রাফ ইনপুট টেবিল থেকে গ্রাফ তৈরি করে, তাই গ্রাফের ডেটা ইনপুট টেবিলের উপর ভিত্তি করে তৈরি করা হয়, কোনো ডেটা ডুপ্লিকেশন ছাড়াই। একইভাবে, ইনপুট টেবিলের ডেটা পরিবর্তনগুলি গ্রাফ মডেলে স্বয়ংক্রিয়ভাবে প্রতিফলিত হয়। এটি অন্যান্য ডেটা উত্সের সাথে সিঙ্ক করার জন্য জটিল ETL এড়িয়ে যায়।

ইনপুট টেবিলে ডেটা সন্নিবেশ করতে আপনি আপনার পরিচিত SQL INSERT স্টেটমেন্ট ব্যবহার করতে পারেন।

স্প্যানার স্টুডিওতে একটি নতুন ট্যাব খুলুন, তারপর নিম্নলিখিত সন্নিবেশ বিবৃতিগুলি অনুলিপি করুন এবং পেস্ট করুন এবং RUN বোতামটি ক্লিক করুন৷ INSERT বিবৃতি আপনার ডাটাবেসের মধ্যে হাজার হাজার নোড এবং প্রান্তগুলি পূরণ করবে। টেক্সট ভলিউম দেওয়া, এটি কপি করতে কয়েক সেকেন্ড সময় নিতে পারে।

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 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"Profile picture updated."), (520,"2021-11-29 12:24:04", "Failed login attempt using incorrect password from IP address [ip address removed]."), (327,"2021-07-17 15:12:38", "Payment method added."), (8,"2021-11-15 09:54:30", "API key revoked."), (582,"2020-10-06 02:02:43", "Account details viewed by user."), (246,"2020-11-19 19:19:13", "Account password reset requested."), (13,"2021-03-30 03:19:37", "Account password updated."), (590,"2020-01-11 15:17:43", "Account successfully created."), (391,"2020-02-29 13:04:36", "File downloaded from the account."), (196,"2020-04-18 05:51:36", "User logged out successfully."), (650,"2021-03-23 22:34:30", "Subscription cancelled."), (405,"2020-10-11 21:11:23", "Two-factor authentication enabled."), (475,"2020-06-25 21:43:04", "API key revoked."), (119,"2021-01-07 10:39:15", "Subscription renewed."), (392,"2021-09-23 16:14:39", "Billing information updated."), (475,"2021-08-03 11:50:16", "Device unlinked from the account."), (694,"2020-11-19 19:03:49", "Account permissions modified."), (381,"2021-02-27 18:31:01", "Payment method removed."), (650,"2021-08-14 00:20:45", "Account recovery email updated."), (453,"2021-01-06 20:22:46", "API key generated."), (186,"2021-07-28 22:49:16", "Subscription renewed."), (430,"2021-08-24 22:16:38", "Failed login attempt using incorrect password from IP address [ip address removed]."), (438,"2021-03-09 15:51:19", "Account password reset successfully."), (158,"2020-01-07 07:23:37", "User logged out successfully."), (694,"2020-09-12 22:45:38", "Two-factor authentication disabled."), (212,"2021-12-15 05:23:02", "File uploaded to the account."), (518,"2021-02-24 06:15:04", "API key generated."), (688,"2020-05-23 09:25:55", "Two-factor authentication enabled."), (696,"2021-10-14 02:12:50", "Security question updated."), (554,"2020-10-04 11:24:23", "Support ticket created."), (8,"2021-03-11 09:22:28", "Account password reset requested."), (210,"2021-01-11 01:49:13", "Support ticket closed."), (8,"2021-06-23 23:43:16", "Account password updated."), (451,"2020-01-03 02:58:04", "Suspicious activity detected from new location."), (527,"2021-01-29 09:23:30", "Account details viewed by user."), (545,"2021-05-09 16:58:31", "Account successfully created."), (497,"2020-05-04 23:33:59", "Account locked due to multiple failed login attempts."), (416,"2021-03-11 04:17:06", "Login attempt from unrecognized device."), (337,"2020-04-28 23:01:54", "Account subscription upgraded."), (119,"2020-01-06 23:33:59", "Subscription renewed."), (212,"2021-08-04 03:46:55", "Login attempt from unrecognized device."), (568,"2021-06-05 01:25:57", "Subscription cancelled."), (353,"2020-01-21 19:54:44", "Account unlocked by system administrator."), (416,"2020-03-01 11:34:00", "File uploaded to the account."), (381,"2020-08-15 09:26:27", "Successful login from new IP address."), (437,"2020-01-12 10:09:14", "Account deleted by user."), (44,"2020-10-03 09:28:22", "API key revoked."), (450,"2020-05-08 10:34:54", "Two-factor authentication enabled."), (186,"2021-06-18 10:18:16", "Account password reset successfully."), (453,"2021-09-09 09:10:46", "Support ticket closed."), (404,"2020-02-17 04:34:58", "Login attempt from unrecognized device."), (206,"2021-08-22 09:01:55", "Security question updated."), (153,"2020-05-04 08:51:37", "Account recovery email updated."), (391,"2021-05-15 00:15:56", "Account unlocked by system administrator."), (608,"2021-10-22 03:23:17", "Failed login attempt using incorrect password from IP address [ip address removed]."), (427,"2021-02-21 21:59:25", "API key revoked."), (455,"2020-11-30 08:52:46", "Payment method added."), (650,"2021-12-18 14:29:06", "Account successfully created."), (129,"2020-02-13 00:37:57", "Account password reset requested."), (453,"2021-03-15 18:39:15", "Notification preferences changed."), (489,"2020-09-09 23:52:09", "Account deleted by user."), (464,"2021-01-05 15:35:25", "Profile picture updated."), (554,"2021-07-12 00:42:50", "User logged in successfully."), (229,"2021-02-07 21:25:24", "Profile picture updated."), (301,"2020-05-16 13:22:18", "Data import completed."), (282,"2020-03-27 08:10:51", "Support ticket closed."), (438,"2020-12-09 17:56:16", "API key generated."), (375,"2021-08-24 21:12:00", "User logged in successfully."), (75,"2021-10-04 00:55:23", "Subscription renewed."), (688,"2020-02-25 22:27:13", "Payment method removed."), (683,"2020-05-04 13:50:30", "Device unlinked from the account."), (353,"2020-02-11 21:40:06", "Billing information updated."), (96,"2020-08-15 04:10:06", "Login attempt from unrecognized device."), (617,"2020-06-08 19:07:19", "Failed login attempt using incorrect password from IP address [ip address removed]."), (451,"2020-06-09 13:00:48", "Account password reset successfully."), (392,"2021-04-02 12:05:56", "User logged in successfully."), (688,"2021-10-01 14:32:51", "API key revoked."), (617,"2020-08-11 09:23:39", "Account locked due to multiple failed login attempts."), (392,"2021-10-15 17:09:39", "Account permissions modified."), (196,"2020-01-27 20:05:26", "Account unlocked by system administrator."), (130,"2020-07-05 20:04:29", "File uploaded to the account."), (123,"2021-11-13 13:55:12", "Billing information updated."), (153,"2020-10-07 10:10:29", "File uploaded to the account."), (518,"2020-08-18 15:05:17", "Account password reset successfully."), (225,"2021-06-22 13:13:52", "Account unlocked by system administrator."), (123,"2021-02-17 23:57:05", "API key generated."), (8,"2020-05-26 14:33:07", "Subscription renewed."), (229,"2021-07-26 08:40:50", "Data import completed."), (247,"2021-03-13 23:46:57", "Referral link shared."), (621,"2021-08-02 19:40:15", "Subscription renewed."), (4,"2020-01-14 11:59:52", "Two-factor authentication enabled."), (153,"2020-12-13 18:58:38", "Account deleted by user."), (562,"2021-04-01 16:16:58", "Account successfully created."), (392,"2020-12-18 19:07:27", "Successful login from new IP address."), (573,"2020-04-01 06:36:08", "API key revoked."), (694,"2020-05-08 17:19:11", "Successful login from new IP address."), (18,"2021-03-10 05:58:55", "Account deleted by user."), (391,"2020-01-30 02:58:04", "Subscription renewed."), (501,"2021-11-07 05:54:23", "Notification preferences changed."), (13,"2020-06-19 09:22:02", "Security question updated."), (75,"2021-12-26 13:43:38", "Subscription cancelled."), (467,"2021-06-10 08:17:13", "Subscription cancelled."), (146,"2021-11-12 02:52:50", "Account details viewed by user."), (455,"2021-07-10 18:49:19", "Suspicious activity detected from new location."), (225,"2020-03-29 05:16:38", "Payment method added."), (8,"2021-03-06 16:10:39", "New device linked to the account."), (13,"2021-12-29 21:39:21", "File uploaded to the account."), (282,"2021-03-11 09:53:09", "Two-factor authentication enabled."), (173,"2021-01-18 07:07:24", "Referral link shared."), (289,"2021-03-22 11:28:32", "User logged in successfully."), (301,"2021-08-04 12:29:10", "Account temporarily suspended."), (688,"2021-10-27 17:41:41", "Two-factor authentication enabled."), (497,"2020-08-18 13:19:26", "Payment method removed."), (381,"2020-10-31 14:34:43", "Account locked due to multiple failed login attempts."), (18,"2021-04-27 05:57:12", "Successful login from new IP address."), (650,"2020-01-12 21:05:15", "Device unlinked from the account."), (48,"2020-10-17 00:42:10", "File downloaded from the account."), (608,"2020-09-16 05:42:56", "User logged in successfully."), (218,"2020-03-18 21:26:01", "Account deleted by user."), (545,"2020-12-30 01:42:56", "Subscription renewed."), (608,"2020-01-24 13:38:34", "API key revoked."), (562,"2020-01-13 02:30:55", "Login attempt from unrecognized device."), (638,"2021-06-05 12:13:55", "File downloaded from the account."), (568,"2021-09-20 23:59:13", "Device unlinked from the account."), (275,"2020-06-26 14:33:34", "Account deleted by user."), (442,"2020-06-19 09:55:23", "Account locked due to multiple failed login attempts."), (44,"2020-09-06 16:29:59", "Account deleted by user."), (212,"2020-12-11 02:00:36", "Support ticket closed."), (289,"2020-04-19 23:46:34", "Two-factor authentication enabled."), (119,"2021-08-27 17:50:48", "Failed login attempt using incorrect password from IP address [ip address removed]."), (247,"2021-10-27 16:17:29", "File downloaded from the account."), (528,"2020-11-02 11:55:35", "Account subscription upgraded."), (430,"2020-10-21 19:58:13", "Data export requested."), (207,"2021-09-04 20:32:57", "Account temporarily suspended."), (290,"2021-03-16 12:38:09", "Support ticket closed."), (4,"2020-07-10 23:35:21", "API key generated."), (688,"2021-04-07 07:00:57", "Subscription renewed."), (451,"2020-09-12 15:30:05", "Account password updated."), (247,"2021-10-06 05:46:00", "Referral link shared."), (186,"2021-07-12 01:31:11", "File uploaded to the account."), (393,"2021-09-06 13:37:05", "Security question updated."), (688,"2020-04-24 17:48:30", "Support ticket created."), (48,"2021-07-03 15:18:47", "Account password updated."), (117,"2020-12-13 09:45:05", "Account unlocked by system administrator."), (196,"2021-02-12 19:50:09", "Payment method added."), (289,"2021-12-15 01:46:39", "API key revoked."), (528,"2020-01-31 17:37:31", "Privacy settings updated."), (381,"2020-08-30 04:01:14", "Failed login attempt using incorrect password from IP address [ip address removed]."), (3,"2020-07-21 12:26:54", "Data import completed."), (520,"2020-10-26 00:42:09", "Two-factor authentication enabled."), (229,"2020-05-04 02:46:29", "Notification preferences changed."), (489,"2021-05-22 04:56:05", "Account password updated."), (246,"2021-08-07 20:19:03", "Payment method removed."), (438,"2020-08-27 01:19:25", "Account locked due to multiple failed login attempts."), (430,"2020-03-06 20:46:12", "Account successfully created."), (294,"2021-01-15 02:05:51", "Account subscription upgraded."), (453,"2021-05-26 02:01:51", "Account subscription upgraded."), (6,"2021-03-25 21:07:39", "Payment method added."), (568,"2021-03-03 23:17:41", "Support ticket closed."), (129,"2021-03-03 05:12:30", "Security question updated."), (446,"2020-01-22 06:32:48", "Security question updated."), (501,"2020-09-19 00:09:46", "Account locked due to multiple failed login attempts."), (430,"2021-11-30 13:38:59", "Notification preferences changed."), (427,"2020-03-21 00:15:15", "User logged out successfully."), (554,"2021-12-16 08:23:35", "Privacy settings updated."), (65,"2021-04-07 06:42:00", "Failed login attempt using incorrect password from IP address [ip address removed]."), (312,"2020-03-18 23:45:34", "Account permissions modified."), (294,"2020-06-26 02:12:33", "Suspicious activity detected from new location."), (294,"2020-08-27 03:11:18", "Account details viewed by user."), (207,"2021-08-02 15:42:04", "Subscription renewed."), (13,"2020-09-10 13:34:08", "Payment method removed."), (65,"2021-11-22 16:57:59", "Subscription renewed."), (171,"2020-03-25 16:50:49", "Account successfully created."), (210,"2021-06-01 00:43:42", "Login attempt from unrecognized device."), (582,"2021-11-01 12:10:40", "Two-factor authentication enabled."), (3,"2021-07-16 10:01:41", "Subscription renewed."), (117,"2020-07-05 04:18:52", "API key revoked."), (337,"2020-12-24 10:03:28", "Payment method added."), (619,"2021-03-01 10:10:39", "Suspicious activity detected from new location."), (437,"2021-04-07 11:00:46", "Account locked due to multiple failed login attempts."), (694,"2021-05-10 11:14:51", "Account details viewed by user."), (6,"2020-12-31 21:47:28", "Profile picture updated."), (48,"2021-10-17 09:14:07", "API key revoked."), (597,"2021-12-09 14:09:49", "API key generated."), (688,"2020-01-26 00:27:33", "Payment method added."), (207,"2020-01-24 20:21:11", "Billing information updated."), (688,"2021-05-24 19:29:47", "Support ticket closed."), (438,"2020-02-15 22:02:12", "Account subscription upgraded."), (212,"2021-11-03 13:22:27", "Failed login attempt using incorrect password from IP address [ip address removed]."), (96,"2021-10-29 06:35:52", "Failed login attempt using incorrect password from IP address [ip address removed]."), (306,"2021-01-16 05:52:50", "Two-factor authentication disabled."), (123,"2021-06-18 10:05:33", "Security question updated."), (464,"2020-03-14 07:32:18", "Two-factor authentication enabled."), (306,"2020-11-29 07:22:07", "File downloaded from the account."), (337,"2020-09-25 01:02:43", "New device linked to the account."), (44,"2021-12-04 19:47:09", "Two-factor authentication enabled."), (381,"2020-05-13 01:25:24", "Support ticket closed."), (693,"2021-07-16 19:22:15", "Account password updated."), (602,"2021-06-10 18:12:15", "Account permissions modified."), (289,"2021-07-19 02:09:36", "Account password reset successfully."), (375,"2021-05-16 11:50:40", "Account deleted by user."), (467,"2021-05-01 07:43:26", "New device linked to the account."), (545,"2020-01-03 15:01:39", "Account recovery email updated."), (617,"2021-01-13 19:57:22", "Privacy settings updated."), (602,"2021-05-04 21:37:16", "Data export requested."), (171,"2021-09-26 15:27:44", "Data import completed."), (294,"2020-09-02 00:38:31", "Billing information updated."), (123,"2021-06-03 06:10:25", "Account successfully created."), (554,"2021-04-08 04:06:27", "New device linked to the account."), (6,"2021-11-19 15:01:43", "Device unlinked from the account."), (247,"2021-11-28 02:37:09", "Subscription cancelled."), (196,"2020-08-18 12:14:54", "Account password updated."), (130,"2021-01-25 01:10:21", "Two-factor authentication disabled."), (528,"2020-09-07 09:48:27", "Privacy settings updated."), (218,"2020-10-28 19:01:17", "Suspicious activity detected from new location."), (294,"2020-01-25 04:38:46", "Payment method added."), (504,"2020-05-28 16:07:34", "Suspicious activity detected from new location."), (608,"2021-12-23 17:25:44", "Account password reset requested."), (282,"2020-08-22 09:53:54", "Account password reset 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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.");

সারাংশ

এই ধাপে আপনি একটি গ্রাফ স্কিমা এবং প্রি-পপুলেটেড গ্রাফ ডেটা সহ স্প্যানার ডাটাবেস তৈরি করেছেন।

পরবর্তী আপ

এর পরে, আপনি গ্রাফ স্কিমা অন্বেষণ করবেন

6. গ্রাফ স্কিমা অন্বেষণ

গ্রাফ স্কিমা দেখুন

ক্লাউড কনসোলে, স্প্যানার ইনস্ট্যান্সে নেভিগেট করুন এবং finance-graph-db ডাটাবেসে ক্লিক করুন। এই ওভারভিউ পৃষ্ঠা থেকে, ডাটাবেস স্কিমা প্রদর্শন করতে "সমতুল্য DDL দেখান" বোতামে (পৃষ্ঠার নীচে) ক্লিক করুন৷

স্কিমা পরিদর্শন করার সময়, আপনি প্রথমে CREATE TABLE স্টেটমেন্ট সহ বেশ কয়েকটি রিলেশনাল টেবিল দেখতে পাবেন, যা নীচের স্ক্রিনশটেও ক্যাপচার করা হয়েছে:

• Account টেবিল, যাতে ব্যাঙ্ক অ্যাকাউন্ট সম্পর্কিত ডেটা থাকে
• AccountAudits টেবিল, যা ব্যাঙ্ক অ্যাকাউন্টের অডিট ট্র্যাক করে
• AccountRepayLoan টেবিল, যা ব্যাঙ্ক অ্যাকাউন্ট থেকে করা ঋণ পরিশোধ ট্র্যাক করে।
• AccountTransferAccount টেবিল, যা ব্যাঙ্ক অ্যাকাউন্টের মধ্যে অর্থ স্থানান্তর ট্র্যাক করে।
• Loan টেবিল, যাতে গ্রাহকের ঋণ সম্পর্কে ডেটা থাকে
• Person সারণী, যাতে ব্যাঙ্কিং ক্লায়েন্টদের ব্যক্তি হিসাবে মডেল করা তথ্য রয়েছে
• PersonOwnAccount টেবিল, যা ব্যাঙ্ক অ্যাকাউন্টের মালিক ব্যক্তিদের সম্পর্ক ট্র্যাক করে

স্কিমা DDL নিচে স্ক্রোল করুন, এবং আপনি CREATE PROPERTY GRAPH FinGraph স্টেটমেন্ট দেখতে পাবেন যেখানে আমরা উপরের SQL টেবিলের উপর ভিত্তি করে গ্রাফ স্কিমা সংজ্ঞায়িত করি। আমরা পরবর্তী বিভাগে গ্রাফ স্কিমা ব্যাখ্যা করব।

গ্রাফ স্কিমা বুঝুন

স্প্যানার গ্রাফ আপনাকে CREATE PROPERTY GRAPH স্টেটমেন্ট ব্যবহার করে টেবিল থেকে একটি গ্রাফ তৈরি করতে দেয়। গ্রাফ তৈরি করতে ব্যবহৃত টেবিলগুলিকে ইনপুট টেবিল বলা হয়। একটি গ্রাফ তৈরি করার সময় কোন ডেটা ডুপ্লিকেশন নেই।

স্প্যানার গ্রাফ লেবেল এবং বৈশিষ্ট্যগুলির সাথে টীকাযুক্ত নোড এবং প্রান্ত সহ সম্পত্তি গ্রাফ ডেটা মডেলকে সমর্থন করে। এই ফিনান্স গ্রাফ স্কিমাতে, আমরা পূর্বে সংজ্ঞায়িত রিলেশনাল ইনপুট টেবিলের উপর ভিত্তি করে 3 ধরনের নোড এবং 3 ধরনের প্রান্ত তৈরি করেছি।

নোড

আমরা 3 টি ইনপুট টেবিলের উপর ভিত্তি করে 3 ধরনের নোড সংজ্ঞায়িত করি:

1. Person নোড, ব্যক্তি টেবিলের উপর ভিত্তি করে
2. Account নোড, অ্যাকাউন্ট টেবিলের উপর ভিত্তি করে
3. Loan নোড, লোন টেবিলের উপর ভিত্তি করে

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)
  )
 ...

নোড টেবিলের প্রতিটি সারি গ্রাফ মডেলের একটি নোডে ম্যাপ করে। প্রতিটি নোডের একটি লেবেল থাকে যেমন Account এবং Person , নোডকে প্রতিনিধিত্ব করে। আপনি পরবর্তী পৃষ্ঠায় নোডের প্রকারগুলি জিজ্ঞাসা করতে লেবেলগুলি ব্যবহার করবেন৷

ডিফল্টরূপে, গ্রাফ তৈরির সময় ইনপুট টেবিলের সমস্ত কলাম নোড বৈশিষ্ট্য হিসাবে অন্তর্ভুক্ত করা হয়। উদাহরণস্বরূপ, id , create_time , is_blocked এবং Account টেবিলের type কলাম হল Account নোডের বৈশিষ্ট্য। যাইহোক, কলামগুলিকে গ্রাফ মডেল থেকে বাদ দেওয়া যেতে পারে। সিনট্যাক্স ALL COLUMNS EXCEPT ব্যবহার করে, যা এখানে ব্যাখ্যা করা হয়েছে।

দ্রষ্টব্য:

ধাপ 5 এর ম্যানুয়ালি তৈরি স্কিমাতে, নোড টেবিল ইনপুটগুলি শুধুমাত্র টেবিলের নামগুলি নিয়ে গঠিত (যেমন, Account , Node )।

তুলনামূলকভাবে, ডাটাবেস ওভারভিউ পৃষ্ঠা থেকে গ্রাফ DDL স্কিমা নোড এবং প্রান্তের সংজ্ঞাগুলির জন্য LABEL , KEY এবং PROPERTIES অন্তর্ভুক্ত করার জন্য প্রসারিত করা হয়েছে৷

উভয় উপস্থাপনা শব্দার্থগতভাবে সমতুল্য। প্রসারিত সংজ্ঞা সম্পূর্ণ স্কিমার বোধগম্যতা বাড়ায়।

প্রান্ত

আমরা নোডের মধ্যে 3 ধরনের প্রান্ত সংজ্ঞায়িত করি:

1. AccountRepayLoan প্রান্ত, AccountRepayLoan টেবিলের উপর ভিত্তি করে, Account নোডকে Loan নোডের সাথে সংযুক্ত করছে।
2. AccountTransferAccount এজ, AccountTransferAccount টেবিলের উপর ভিত্তি করে, Account নোডকে অন্য Account নোডের সাথে সংযুক্ত করে।
3. PersonOwnAccount এজ, PersonOwnAccount টেবিলের উপর ভিত্তি করে, Person নোডকে Account নোডের সাথে সংযুক্ত করে।

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)
  );

প্রান্তে একটি টেবিল ম্যাপ করার জন্য উত্স এবং গন্তব্য কীগুলি সংজ্ঞায়িত করতে হবে। এই কীগুলি প্রান্ত এবং উত্স এবং গন্তব্য নোডের মধ্যে সম্পর্ক স্থাপন করে।

উদাহরণস্বরূপ, প্রতিটি PersonOwnAccount প্রান্ত একজন Person (উৎস) একটি Account (গন্তব্য) নোডের সাথে সংযুক্ত করে।

• একটি প্রান্তের SOURCE নোড হল একটি Person নোড যার id প্রান্ত id মতো।
• একটি প্রান্তের DESTINATION নোড হল একটি Account নোড যার id প্রান্ত account_id মতো।

   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)

প্রতিটি প্রান্তে একটি লেবেল থাকে যেমন Repays and Owns , এজ টাইপের প্রতিনিধিত্ব করে। গ্রাফ নোডের অনুরূপ, ইনপুট টেবিলের সমস্ত কলাম ডিফল্টরূপে প্রান্ত বৈশিষ্ট্য হিসাবে অন্তর্ভুক্ত করা হয়।

স্কিমা সম্পর্কে আরো

আপনি এখানে গ্রাফ স্কিমা সাধারণ ধারণা যেমন লেবেল, বৈশিষ্ট্য এবং ইনপুট টেবিলের সম্পর্ক সম্পর্কে আরও শিখতে পারেন।

আপনি একটি নোড সংজ্ঞায়িত এবং একটি প্রান্ত সংজ্ঞায়িত সম্পর্কে আরও পড়তে পারেন।

সারাংশ

এই ধাপে আপনি ইনপুট টেবিল এবং গ্রাফ নোড এবং ফাইন্যান্স গ্রাফ স্কিমার প্রান্তের ধরনগুলি উপলব্ধি করেছেন৷

পরবর্তী আপ

এর পরে, আপনি গ্রাফ ডেটার সম্ভাব্যতা উন্মোচন করতে আর্থিক পরিস্থিতির প্রশ্নগুলি চালাবেন।

7. GQL ব্যবহার করে গ্রাফটি জিজ্ঞাসা করুন

GQL এ গ্রাফ ক্যোয়ারী ট্রাভার্সাল কি?

গ্রাফ ডেটা প্রান্ত দ্বারা সংযুক্ত নোড হিসাবে উপস্থাপন করা হয়। একটি গ্রাফ ক্যোয়ারী এই সংযোগগুলির মাধ্যমে নেভিগেট করে, নির্দিষ্ট মানদণ্ডের উপর ভিত্তি করে নোড থেকে নোডে হপিং করে৷ একটি গ্রাফ ক্যোয়ারীতে, একটি "হপ" একটি সংযোগকারী প্রান্ত বরাবর একটি নোড থেকে অন্য নোডের দিকে যাত্রা করাকে বোঝায়। এটি ট্রাভার্সাল প্রক্রিয়ার একটি একক ধাপকে নির্দেশ করে।

উদাহরণস্বরূপ, নীচের গ্রাফ ট্রাভার্সালে, ব্যক্তি ( Bob ), অ্যাকাউন্ট ( 18 ) এবং লোন ( 27 ) এর মধ্যে 2টি হপ রয়েছে৷

স্প্যানার স্টুডিওতে প্রশ্ন চালান

এই ধাপে, গ্রাফ কোয়েরি শব্দার্থবিদ্যা কীভাবে আর্থিক গ্রাফ ডেটা বিশ্লেষণকে সক্ষম করে তা বোঝার জন্য আপনি একাধিক GQL কোয়েরি চালাবেন।

প্রতিটি প্রশ্নের জন্য, আপনি চালানোর জন্য স্প্যানার স্টুডিওতে একটি নতুন সম্পাদক যেমন "সম্পাদক 1" তৈরি করতে পারেন৷

প্রশ্ন 1 - বেসিক নোড এবং এজ প্যাটার্ন ম্যাচিং

আপনি " জ্যাকবি " নামের একজন ব্যক্তি নোড থেকে ট্র্যাভার্স করতে নীচের ক্যোয়ারীটি চালাতে পারেন, ব্যক্তির মালিকানাধীন অ্যাকাউন্টগুলি খুঁজে বের করতে পারেন এবং তারপরে অ্যাকাউন্টের মাধ্যমে পরিশোধিত ঋণগুলি আবিষ্কার করতে পারেন৷ এটি একটি 2-হপ গ্রাফ ক্যোয়ারী ট্রাভার্সাল:

• 1ম হপ: Person নোড থেকে Account নোডে Owns প্রান্তের মাধ্যমে
• ২য় হপ: Account নোড থেকে Loan নোডে Repays এজ

আমরা যেভাবে নোড এবং প্রান্তের প্রকারের সাথে মিল করি তা হল তাদের লেবেলের উপর ভিত্তি করে, যেমন :Person , :Owns এবং :Account অংশ নীচের ক্যোয়ারীতে৷

ফলাফলটি অ্যাকাউন্ট আইডি, পরিশোধের তথ্য এবং ঋণের তথ্য প্রদান করে, যা ঋণ পরিশোধের তারিখ অনুসারে অর্ডার করা হয়েছে

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;

দ্রষ্টব্য: আপনি যদি গ্রাফ স্কিম এক্সপ্লোরিং (ধাপ 5) এ দ্রুত নজর দেন, স্কিমাতে সংজ্ঞায়িত প্রতিটি নোড এবং প্রান্তের সাথে একটি LABEL যুক্ত থাকে।

ক্যোয়ারী সিনট্যাক্স কীভাবে তাদের নিজ নিজ লিঙ্কে নোড এবং প্রান্তের সাথে মেলে সে সম্পর্কে আপনি আরও পড়তে পারেন।

নীচের চিত্রটি কল্পনা করতে সাহায্য করে কিভাবে প্রশ্নটি " Jacoby " এর মালিকানাধীন সমস্ত অ্যাকাউন্টগুলিকে আনতে পারে যেগুলি ঋণ পরিশোধ করেছে৷ (ক্যোয়ারী ফলাফল ডায়াগ্রামের পরামর্শ থেকে ভিন্ন হতে পারে।)

সম্পাদকে ক্যোয়ারী চালানোর ফলে নিচের মত ফলাফল পাওয়া উচিত। ফলাফলটি বলে যে "জ্যাকবি" এর শুধুমাত্র একটি অ্যাকাউন্ট (আইডি 569 ) এবং একটি লোন (আইডি 110 ) রয়েছে, তবে তাদের মধ্যে একাধিক পরিশোধ রয়েছে৷

কোয়েরি 2 - পরিমাপকৃত পাথ ট্রাভার্সাল এবং রিটার্ন গ্রাফ উপাদান

নিম্নলিখিত ক্যোয়ারীটি id=199 সহ একটি গন্তব্য অ্যাকাউন্টে পৌঁছানোর জন্য 3 থেকে 6 হপসের মধ্যে id=75 সহ একটি উত্স অ্যাকাউন্ট থেকে শুরু করে সমস্ত অ্যাকাউন্টের অর্থ স্থানান্তরের সাথে মেলে। {3,6} সিনট্যাক্সটি src_accnt এবং dst_accnt মধ্যে একটি পরিমাপযুক্ত 3 থেকে 6 হপ পাথ ট্রাভার্সাল উপস্থাপন করতে ব্যবহৃত হয়।

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;

দৃশ্যত, আপনি নীচের মত পরিমাপকৃত প্রান্ত ট্রাভার্সালের কথা ভাবতে পারেন: এটি একটি src_account নোড থেকে শুরু হয় এবং dst_account পৌঁছানোর জন্য 3 থেকে 6 hops-এর মধ্যে সমস্ত সম্ভাব্য অ্যাকাউন্ট স্থানান্তর পাথ নিয়ে আসে।

নীচের নীচে হাইলাইট করা পথ, উদাহরণস্বরূপ, একটি 6-হপ কোয়েরি।

এই ক্যোয়ারী চালানোর ফলে নিম্নলিখিত ফলাফল পাওয়া উচিত:

দ্রষ্টব্য: আপনি এখানে কোয়ান্টিফাইড এজ প্যাটার্ন সম্পর্কে আরও পড়তে পারেন।

গ্রাফ উপাদানগুলিকে TO_JSON ফাংশন ব্যবহার করে JSON ফর্ম্যাটে ফেরত দেওয়া যেতে পারে, কারণ transfers প্রান্তগুলি উপরে দেওয়া হয়েছে৷ নোড এবং প্রান্তের জন্য ফিরে আসা JSON অবজেক্টের মধ্যে রয়েছে তাদের identifier , properties এবং labels । উপরন্তু, প্রান্তের জন্য ফিরে আসা JSON অবজেক্টের মধ্যে source_node_identifier এবং destination_node_identifier অন্তর্ভুক্ত থাকবে।

এই ক্যোয়ারীতে, ফলাফলটি TO_JSON(transfer) AS transfer_edges এর সাথে JSON ফরম্যাটে প্রতিটি মিলে যাওয়া পাথে স্থানান্তর প্রান্তের হপের সংখ্যা এবং স্থানান্তর প্রান্তগুলি প্রদান করে।

প্রত্যাবর্তিত transfer_edges একটি JSON অ্যারে অবজেক্ট। এটি JSON অ্যারে টাইপের কারণ উৎস এবং গন্তব্য অ্যাকাউন্টের মধ্যে প্রতিটি মিলে যাওয়া পথে একাধিক স্থানান্তর প্রান্ত থাকতে পারে।

অ্যারের প্রতিটি উপাদান হল একটি প্রান্ত , যাতে থাকে labels , source_node_identifier এবং কানেক্টেড নোডের destination_node_identifier এবং এজ properties ডেটা যেমন amount এবং 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": "..."
  }
]

দ্রষ্টব্য: JSON গ্রাফ উপাদানের শনাক্তকারীটি অস্বচ্ছ, কোন শব্দার্থিক অর্থ বহন করে না এবং এটি একটি একক ক্যোয়ারী এক্সিকিউশন স্কোপের সাথে আবদ্ধ। এটি পরবর্তী প্রশ্নগুলিতে পুনরায় ব্যবহার করা যাবে না।

প্রশ্ন 3 - সংক্ষিপ্ততম পথ অনুসন্ধান

কোয়েরি 2 হপগুলির নির্দিষ্ট পরিসরের মধ্যে src_accnt এবং dst_accnt থেকে তিনটি পথ খুঁজে পায়। প্রতিটি পথ একটি স্বতন্ত্র সংখ্যক হপ নিয়ে গঠিত, যথা চার, পাঁচ এবং ছয়।

আপনি যদি এই দুটি নোডের মধ্যে সংক্ষিপ্ততম পথটি খুঁজে পেতে চান, তাহলে আপনি এটি অর্জন করতে পাথ অনুসন্ধান উপসর্গ MATCH ANY SHORTEST ব্যবহার করে এটি পরিবর্তন করতে পারেন। নীচের প্রশ্নটি 3 থেকে 6 হপসের মধ্যে এই দুটি অ্যাকাউন্টের মধ্যে যেকোনো সংক্ষিপ্ততম পথ খুঁজে পায়।

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;

উভয় প্রশ্নের ফলাফলের তুলনা করুন, আপনি দেখতে পাবেন যে ক্যোয়ারী 2 সমস্ত সম্ভাব্য 3টি পথ প্রদান করে যেখানে Query 3 (এই ক্যোয়ারী) শুধুমাত্র 1টি ফলাফল প্রদান করে, যা 4টি হপসের সংক্ষিপ্ততম পথ।

ক্যোয়ারী চালানোর ফলে নিম্নলিখিত ফলাফল পাওয়া উচিত।

ক্যোয়ারী 4 - রৈখিক রচনা দ্বারা শৃঙ্খলিত গ্রাফ প্রশ্ন

আরও জটিল সম্পর্ক চিহ্নিত করা যেতে পারে NEXT কীওয়ার্ড ব্যবহার করে গ্রাফ প্রশ্নের চেইন ব্লক একসাথে।

নীচের ক্যোয়ারীতে, আপনি সম্মতি বিশ্লেষণের প্রয়োজনীয়তার অংশ হিসাবে সন্দেহজনক বৃহৎ প্রবাহ বা বহিঃপ্রবাহ দেখতে গ্রাহক অ্যাকাউন্টের অর্থ প্রবাহ বুঝতে চান।

এটি করার জন্য, আপনি প্রথমে " বিসলা "-এর মালিকানাধীন সমস্ত ব্যাঙ্কিং অ্যাকাউন্টগুলি খুঁজে পান 1ম ক্যোয়ারী ব্লকে MATCH (person:Person {name: "Bisla"})-[:Owns]->(accnt:Account)

তারপর NEXT পরে দ্বিতীয় ব্লকে, আপনি "2020-01-01" থেকে প্রতিটি অ্যাকাউন্টে মোট স্থানান্তর পরিমাণ গণনা করুন।

এর পরে, আপনি তৃতীয় ব্লক কোয়েরিতে বহির্গামী পরিমাণের জন্য একই যুক্তি প্রয়োগ করেন। অবশেষে, আপনি শেষ ব্লকের প্রতিটি অ্যাকাউন্টের জন্য প্রবাহের পরিমাণের সাথে বহিঃপ্রবাহের পরিমাণের অনুপাত গণনা করুন।

মধ্যবর্তী ক্যোয়ারী ফলাফলের জন্য যা আপনাকে NEXT কীওয়ার্ডের পরে অ্যাক্সেস করতে হবে, আপনাকে পূর্ববর্তী ব্লকের শেষে সেগুলি ফেরত দিতে হবে। উদাহরণস্বরূপ, প্রথম ব্লকে মিলে যাওয়া accnt ফেরত দেওয়া হয় যাতে দ্বিতীয় ব্লকটি এই অ্যাকাউন্টগুলিতে ইনফ্লো ট্রান্সফার জিজ্ঞাসা করতে পারে।

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;

নীচের চিত্রটি ক্যোয়ারীটি কী অতিক্রম করে তা কল্পনা করে।

ক্যোয়ারী চালানোর ফলে নিম্নলিখিত ফলাফল পাওয়া উচিত:

আরও গ্রাফ প্রশ্নগুলি অন্বেষণ করুন৷

আপনি ব্যবহারকারীর নির্দেশিকায় এই কোডল্যাবের স্কিমার সাথে সামঞ্জস্যপূর্ণ গ্রাফ ক্যোয়ারী উদাহরণের একটি সংখ্যা খুঁজে পেতে পারেন।

গ্রাফ ক্যোয়ারী সিনট্যাক্স অন্বেষণ করতে, আপনি এখানে GoogleSQL গ্রাফ কোয়েরি ভাষার রেফারেন্স পড়তে পারেন।

সারাংশ

এই ধাপে আপনি অসংখ্য GQL গ্রাফ ক্যোয়ারী চালিয়েছেন এবং তাদের শব্দার্থ বুঝতে পেরেছেন।

পরবর্তী আপ

এর পরে, আপনি জিকিউএল এবং এসকিউএলকে একত্রিত করে এমন প্রশ্নগুলি চালাবেন।

8. কোয়েরি গ্রাফ এবং টেবিল একসাথে

স্প্যানার স্টুডিওতে প্রশ্ন চালান

এই ধাপে, আপনি গ্রাফ ক্যোয়ারী চালাবেন যা এসকিউএল টেবিলের সাথে ইন্টারপ করে স্প্যানারের গ্রাফ মডেলকে এর রিলেশনাল মডেলের সাথে সংযুক্ত করতে।

প্রতিটি প্রশ্নের জন্য, আপনি চালানোর জন্য স্প্যানার স্টুডিওতে একটি নতুন সম্পাদক তৈরি করতে পারেন৷

এসকিউএল ইন্টারঅপারেবল ক্যোয়ারী চালান

স্প্যানার গ্রাফে, SQL এবং GQL সম্পূর্ণরূপে আন্তঃঅপারেবল। আপনি GRAPH_TABLE অপারেটর ব্যবহার করে GQL এবং SQL একত্রিত করেন। অপারেটরের মধ্যে, আপনি আগের বিভাগের মতো GQL লিখতে পারেন। তারপরে আপনি RETURN স্টেটমেন্টের মাধ্যমে এসকিউএল কোয়েরি অংশে ফলাফলগুলিকে সংযুক্ত করতে পারেন।

উদাহরণস্বরূপ, সন্দেহজনক অ্যাকাউন্ট থেকে ওয়্যার ট্রান্সফার পাওয়া অ্যাকাউন্টগুলির অডিট তথ্য খুঁজে পেতে আপনি GQL এবং SQL একত্রিত করতে পারেন।

নিম্নলিখিত ক্যোয়ারীটির দিকে তাকালে, GRAPH_TABLE অপারেটরের GQL ক্যোয়ারী Transfers প্রান্তের মাধ্যমে একটি সন্দেহজনক অ্যাকাউন্ট থেকে 1 বা 2 হপস অতিক্রম করে এবং তারপরে পৌঁছে যাওয়া অ্যাকাউন্টগুলির স্বতন্ত্র আইডি প্রদান করে। সেই অ্যাকাউন্টগুলির অডিট তথ্য খুঁজতে কোয়েরিটি AccountAudits টেবিলের সাথে যোগ দেয়।

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

ক্যোয়ারী চালালে নিচের মত ফলাফল পাওয়া যাবে।

আপনি ব্যবহারকারী গাইডে গ্রাফ এবং SQL ক্যোয়ারী একত্রিত করতে GRAPH_TABLE অপারেটর সম্পর্কে আরও পড়তে পারেন।

পরবর্তী আপ

এর পরে, আপনি কোডল্যাব পরিষ্কার করতে পারেন।

9. পরিষ্কার করা (ঐচ্ছিক)

পরিষ্কার করতে, শুধু ক্লাউড কনসোলের স্প্যানার বিভাগে যান এবং কোডল্যাবে আমরা তৈরি করা graph-demo উদাহরণটি মুছুন।

10. অভিনন্দন!

অভিনন্দন, আপনি সফলভাবে একটি গ্রাফ স্কিমা তৈরি করেছেন এবং স্প্যানার গ্রাফের সাথে গ্রাফ প্রশ্নগুলি চালান৷

প্রথাগত এসকিউএল ক্যোয়ারী ডেটাতে সংযোগগুলি উন্মোচন করার জন্য অপর্যাপ্ত যা সম্পর্কের জটিল নেটওয়ার্কগুলির সাথে ক্রমবর্ধমান জটিল হয়ে উঠেছে৷ স্প্যানার গ্রাফ শক্তিশালী গ্রাফ ক্যোয়ারী সিনট্যাক্স, কার্যত সীমাহীন ক্ষমতা এবং 99.999% প্রাপ্যতা সহ একটি মিশন-সমালোচনামূলক গ্রাফ ডেটা মডেল সরবরাহ করে।

এখন যেহেতু আপনি স্প্যানার গ্রাফ ধারণার সাথে আরও বেশি পরিচিত, আজই আপনার স্কিমা এবং ডেটা ব্যবহার করে দেখুন!

এরপর কি?

আমাদের ব্যবহারকারী গাইডে স্প্যানার গ্রাফ সম্পর্কে আরও জানুন।