{"id":25948793,"url":"https://github.com/vasstavkumar/rag-chatbot","last_synced_at":"2026-04-16T10:31:19.140Z","repository":{"id":280574425,"uuid":"941820496","full_name":"vasstavkumar/RAG-Chatbot","owner":"vasstavkumar","description":"A RAG chatbot where you can upload files and query for responses","archived":false,"fork":false,"pushed_at":"2025-03-04T06:59:29.000Z","size":19474,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-04T07:19:28.314Z","etag":null,"topics":["chatbot","docker","fastapi","groq-api","huggingface","rag","ragchatbot","streamlit"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vasstavkumar.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2025-03-03T05:26:22.000Z","updated_at":"2025-03-04T06:59:32.000Z","dependencies_parsed_at":"2025-03-04T07:29:40.195Z","dependency_job_id":null,"html_url":"https://github.com/vasstavkumar/RAG-Chatbot","commit_stats":null,"previous_names":["vasstavkumar/rag-chatbot"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vasstavkumar%2FRAG-Chatbot","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vasstavkumar%2FRAG-Chatbot/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vasstavkumar%2FRAG-Chatbot/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vasstavkumar%2FRAG-Chatbot/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vasstavkumar","download_url":"https://codeload.github.com/vasstavkumar/RAG-Chatbot/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241837069,"owners_count":20028304,"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":["chatbot","docker","fastapi","groq-api","huggingface","rag","ragchatbot","streamlit"],"created_at":"2025-03-04T11:22:33.318Z","updated_at":"2026-04-16T10:31:19.132Z","avatar_url":"https://github.com/vasstavkumar.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# RAG-Chatbot\n\nThis project is a **Retrieval-Augmented Generation (RAG) Chatbot** built with **FastAPI, LangChain, ChromaDB, and Streamlit**. It enables users to upload multiple documents, process them, and query for relevant responses.\n\n**Chunking** - Recursive Character Splitter\n**Embedding** - sentence-transformers/all-MiniLM-L6-v2 model\n**LLM** - Groq llama3-70b-8192 model\n\n## 📁 Project Structure\n\n```\nRAG-Chatbot/\n│── backend/\n│   ├── chroma_utils.py\n│   ├── db_utils.py\n│   ├── pydantic_models.py\n│   ├── main.py\n│   ├── langchain_utils.py\n│   ├── requirements.txt\n│   ├── Dockerfile\n│\n│── frontend/\n│   ├── api_utils.py\n│   ├── streamlit_app.py\n│   ├── chat_interface.py\n│   ├── sidebar.py\n│   ├── requirements.txt\n│   ├── Dockerfile\n│\n│── docker-compose.yaml\n│── .gitignore\n│── README.md\n```\n\n## 🚀 Setup Instructions\n\n### 1️⃣ Prerequisites\nEnsure you have the following installed:\n- **Docker \u0026 Docker Compose**\n- **Python 3.11+** (if running locally)\n- **Groq API Key** (for model inference)\n- **Hugging Face API Key** (for embeddings)\n\n### 2️⃣ Clone the Repository\n```sh\ngit clone https://github.com/vasstavkumar/RAG-Chatbot.git\ncd RAG-Chatbot\n```\n\n### 3️⃣ Set Up Environment Variables\nCreate a `.env` file in the root directory and add the required API keys:\n```env\ngroq_api_key=your_groq_api_key\napi_key=your_huggingface_api_key\n```\n\n### 4️⃣ Run with Docker\n```sh\ndocker-compose up --build\n```\n- FastAPI will run at **http://localhost:8000**\n- Streamlit frontend will be available at **http://localhost:8501**","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvasstavkumar%2Frag-chatbot","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvasstavkumar%2Frag-chatbot","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvasstavkumar%2Frag-chatbot/lists"}