{"id":15645341,"url":"https://github.com/rasbt/rags","last_synced_at":"2025-09-15T09:19:04.502Z","repository":{"id":232682486,"uuid":"784866787","full_name":"rasbt/RAGs","owner":"rasbt","description":"RAGs: Simple implementations of Retrieval Augmented Generation (RAG) Systems","archived":false,"fork":false,"pushed_at":"2025-01-20T02:32:49.000Z","size":569,"stargazers_count":98,"open_issues_count":0,"forks_count":11,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-03-31T07:04:43.863Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/rasbt.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-04-10T18:02:57.000Z","updated_at":"2025-03-26T21:09:40.000Z","dependencies_parsed_at":null,"dependency_job_id":"7c8a4a4b-27f1-446e-a705-0f176b7c43c8","html_url":"https://github.com/rasbt/RAGs","commit_stats":null,"previous_names":["rasbt/rags"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rasbt%2FRAGs","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rasbt%2FRAGs/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rasbt%2FRAGs/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rasbt%2FRAGs/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rasbt","download_url":"https://codeload.github.com/rasbt/RAGs/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247615382,"owners_count":20967184,"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":[],"created_at":"2024-10-03T12:06:35.960Z","updated_at":"2025-04-07T08:16:22.426Z","avatar_url":"https://github.com/rasbt.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# RAGs: Simple Implementations of Retrieval Augmented Generation (RAG) Systems\n\n\u0026nbsp;\n\n![](images/overview.webp)\n\n\u0026nbsp;\n\n- [notebooks/mistral-llamaindex-hf-offline.ipynb](notebooks/mistral-llamaindex-hf-offline.ipynb): A simple RAG system that uses a local Mistral 7B model and an in-memory vector database via LlamaIndex.\n\n- [notebooks/mistral-llamaindex-hf-offline-with-reranker.ipynb](notebooks/mistral-llamaindex-hf-offline-with-reranker.ipynb): Same as above, but adds a reranker model.\n\n- [notebooks/mistral-llamaindex-hf-weaviate.ipynb](notebooks/mistral-llamaindex-hf-weaviate.ipynb): A simple RAG system that uses a local Mistral 7B model and a Weaviate vector database via LlamaIndex.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frasbt%2Frags","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frasbt%2Frags","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frasbt%2Frags/lists"}