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A TikTok-like recommender system for GitHub repositories based on Gorse

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GitRec

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GitRec is the missing recommender system for GitHub repositories based on Gorse.

Architecture

  • The trending crawler crawls trending repositories and insert them into Gorse as new items.
  • The user starred crawler crawls user starred repositories and insert them into Gorse as new feedback.
  • GitRec web service pulls recommendations from Gorse and show to users. It also submits a crawling request to the user starred crawler when a new user signed in.

Quick Start

  • First, clone the repository and enter the folder.
git clone https://github.com/zhenghaoz/gitrec.git
cd gitrec
GITHUB_ACCESS_TOKEN: # personal access token
  • Create a GitHub OAuth app. The authorization callback URL should be http://127.0.0.1:5000/login/github/authorized. Then, fill following variables in docker-compose.yml.
GITHUB_OAUTH_CLIENT_ID: # client ID
GITHUB_OAUTH_CLIENT_SECRET: # client secret
SECRET_KEY: # random string
  • Start the cluster using Docker Compose.
docker-compose up -d
  • Download the SQL file github.sql and import to the MySQL instance.
mysql -h 127.0.0.1 -u gorse -pgorse_pass gorse < github.sql
  • Restart the master node to apply imported data.
docker-compose restart
  • Play with GitRec:
Entry Link
GitRec http://127.0.0.1:5000/
Grafana Dashboard http://127.0.0.1:3000/
Master Dashboard http://127.0.0.1:8088/
Master Prometheus Metrics http://127.0.0.1:8088/metrics
Server RESTful API http://127.0.0.1:8087/apidocs
Server Prometheus Metrics http://127.0.0.1:8087/metrics
Worker Prometheus Metrics http://127.0.0.1:8089/metrics

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A TikTok-like recommender system for GitHub repositories based on Gorse

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