{"id":14959553,"url":"https://github.com/gabrielchua/ragxplorer","last_synced_at":"2025-04-12T23:27:32.263Z","repository":{"id":216677347,"uuid":"742015163","full_name":"gabrielchua/RAGxplorer","owner":"gabrielchua","description":"Open-source tool to visualise your RAG 🔮","archived":false,"fork":false,"pushed_at":"2025-01-03T15:10:06.000Z","size":1121,"stargazers_count":1120,"open_issues_count":7,"forks_count":101,"subscribers_count":10,"default_branch":"main","last_synced_at":"2025-04-12T05:58:36.823Z","etag":null,"topics":["interactive","llm","python","rag","streamlit","visualization"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/gabrielchua.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":".github/CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-01-11T15:31:36.000Z","updated_at":"2025-04-07T18:51:21.000Z","dependencies_parsed_at":"2024-01-11T23:54:21.504Z","dependency_job_id":"80cc5f91-34a3-4d02-aab9-2f9df2d9152a","html_url":"https://github.com/gabrielchua/RAGxplorer","commit_stats":null,"previous_names":["gabrielchua/ragxplorer"],"tags_count":4,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gabrielchua%2FRAGxplorer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gabrielchua%2FRAGxplorer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gabrielchua%2FRAGxplorer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gabrielchua%2FRAGxplorer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/gabrielchua","download_url":"https://codeload.github.com/gabrielchua/RAGxplorer/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248525151,"owners_count":21118616,"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":["interactive","llm","python","rag","streamlit","visualization"],"created_at":"2024-09-24T13:19:59.550Z","updated_at":"2025-04-12T23:27:32.243Z","avatar_url":"https://github.com/gabrielchua.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# RAGxplorer 🦙🦺\n\n[![PyPI version](https://img.shields.io/pypi/v/ragxplorer.svg)](https://pypi.org/project/ragxplorer/)\n[![Streamlit App](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://ragxplorer.streamlit.app/)\n\n\u003cimg src=\"https://raw.githubusercontent.com/gabrielchua/RAGxplorer/main/images/logo.png\" width=\"200\"\u003e\n\nRAGxplorer is a tool to build Retrieval Augmented Generation (RAG) visualisations.\n\n# Quick Start ⚡\n\n**Installation**\n\n```bash\npip install ragxplorer\n```\n\n**Usage**\n\n```python\nfrom ragxplorer import RAGxplorer\nclient = RAGxplorer(embedding_model=\"thenlper/gte-large\")\nclient.load_pdf(\"presentation.pdf\", verbose=True)\nclient.visualize_query(\"What are the top revenue drivers for Microsoft?\")\n```\n\nA quickstart Jupyter notebook tutorial on how to use `ragxplorer` can be found at \u003chttps://github.com/gabrielchua/RAGxplorer/blob/main/tutorials/quickstart.ipynb\u003e\n\nOr as a Colab notebook:\n\n\u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/vince-lam/RAGxplorer/blob/issue29-create-tutorials/tutorials/quickstart.ipynb\"\u003e\n  \u003cimg src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/\u003e\n\u003c/a\u003e\n\n# Streamlit Demo 🔎\n\nThe demo can be found here: \u003chttps://ragxplorer.streamlit.app/\u003e\n\n\u003cimg src=\"https://raw.githubusercontent.com/gabrielchua/RAGxplorer/main/images/example.png\" width=\"650\"\u003e\n\nView the project [here](https://github.com/gabrielchua/RAGxplorer-demo)\n\n# Contributing 👋\n\nContributions to RAGxplorer are welcome. Please read our [contributing guidelines (WIP)](.github/CONTRIBUTING.md) for details.\n\n# License 👀\n\nThis project is licensed under the MIT license - see the [LICENSE](LICENSE) for details.\n\n# Acknowledgments 💙\n\n- DeepLearning.AI and Chroma for the inspiration and code labs in their [Advanced Retrival](https://www.deeplearning.ai/short-courses/advanced-retrieval-for-ai/) course.\n- The Streamlit community for the support and resources.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgabrielchua%2Fragxplorer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgabrielchua%2Fragxplorer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgabrielchua%2Fragxplorer/lists"}