{"id":15677040,"url":"https://github.com/ggeop/realtime-recommender","last_synced_at":"2025-07-13T11:35:57.025Z","repository":{"id":36714967,"uuid":"157780133","full_name":"ggeop/Realtime-Recommender","owner":"ggeop","description":"Spark-Kafka Realtime recommender Engine.","archived":false,"fork":false,"pushed_at":"2022-12-08T01:18:51.000Z","size":246,"stargazers_count":15,"open_issues_count":6,"forks_count":6,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-31T04:38:17.860Z","etag":null,"topics":["gensim","kafka","numpy","pandas","python","realtime","recommender-system","sklearn","spark-streaming","word2vec"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ggeop.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2018-11-15T22:22:15.000Z","updated_at":"2025-03-23T04:39:32.000Z","dependencies_parsed_at":"2023-01-17T04:16:24.214Z","dependency_job_id":null,"html_url":"https://github.com/ggeop/Realtime-Recommender","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ggeop%2FRealtime-Recommender","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ggeop%2FRealtime-Recommender/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ggeop%2FRealtime-Recommender/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ggeop%2FRealtime-Recommender/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ggeop","download_url":"https://codeload.github.com/ggeop/Realtime-Recommender/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252793546,"owners_count":21805053,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["gensim","kafka","numpy","pandas","python","realtime","recommender-system","sklearn","spark-streaming","word2vec"],"created_at":"2024-10-03T16:08:15.923Z","updated_at":"2025-05-07T00:42:26.627Z","avatar_url":"https://github.com/ggeop.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"[![Build Status](https://travis-ci.com/ggeop/Realtime-Recommender.svg?token=82JpHh3MEmRmWpfnbt6K\u0026branch=master)](https://travis-ci.com/ggeop/Realtime-Recommender)\n[![CodeFactor](https://www.codefactor.io/repository/github/ggeop/realtime-recommender/badge)](https://www.codefactor.io/repository/github/ggeop/realtime-recommender)\n[![GPLv3 license](https://img.shields.io/badge/License-GPLv3-blue.svg)](http://perso.crans.org/besson/LICENSE.html)\n# :partly_sunny:Realtime-Recommender\n## About the Application\nThis application is a blueprint of a **Recommender Engine** with various functionalities. The recommender could support different models and different transformation pipelines.\n![alt text](https://github.com/ggeop/Realtime-Recommender/blob/master/imgs/recommendation_engine.png)\n\n---\n\n### Depedencies\n\n Technologies | Libraries\n ---|---\n[*Python 3.x*](https://www.python.org/downloads/release/python-360/), [*Apache Streaming Spark*](https://spark.apache.org/streaming/) + [*Apache Kafka*](https://kafka.apache.org/) (soon!)  | [Gensim](https://radimrehurek.com/gensim/tutorial.html), [Scikit-learn](https://scikit-learn.org/stable/), [Pandas](https://pandas.pydata.org/), [Numpy](http://www.numpy.org/)\n\n\n---\n\n### Application structure\n\n```\nsrc\\\n|__app\\\n|  |__init__.py\n|\n|__recommender\\\n|    | __init__.py\n|    |input_transformer.py\n|    |model_feeder.py\n|    |model_manager.py\n|    |post_processor.py\n|    |pre_processot.py\n|    |results_calculator.py\n|    |run_engine.py\n|    |settings.py\n|    |__models\\\n|    |__\n|       |__init__.py\n|       |Word2Vec_model.py\n|       |...\n|     \n|__tests\\\n    |__init__.py\n    |input_transformer_tests.py\n    |model_manager_tests.py\n    |post_processor_tests.py\n    |pre_processot_tests.py\n    |results_calculator_tests.py\n    |run_engine_tests.py\n    |scorer_tests.py\n\n```\n### Application Overview\n* [Application modes](https://github.com/ggeop/Realtime-Recommender/wiki/Application-modes)\n* [Application pipeline](https://github.com/ggeop/Realtime-Recommender/wiki/Application-pipeline)\n---\n\n### Licence\nThis work is licensed under a [GNU General Public License v3.0](https://github.com/ggeop/Realtime-Recommender/blob/master/LICENSE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fggeop%2Frealtime-recommender","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fggeop%2Frealtime-recommender","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fggeop%2Frealtime-recommender/lists"}