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Dismiss alert {{ message }} dssjon / biblos Public * Notifications * Fork 0 * Star 40 biblos.app biblos.app 40 stars 0 forks Activity Star Notifications * Code * Issues 0 * Pull requests 0 * Actions * Projects 0 * Security * Insights More * Code * Issues * Pull requests * Actions * Projects * Security * Insights dssjon/biblos This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. main Switch branches/tags [ ] Branches Tags Could not load branches Nothing to show {{ refName }} default View all branches Could not load tags Nothing to show {{ refName }} default View all tags Name already in use A tag already exists with the provided branch name. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Are you sure you want to create this branch? 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Type Name Latest commit message Commit time data public October 27, 2023 08:50 .gitignore public October 27, 2023 08:50 Dockerfile public October 27, 2023 08:50 README.md public October 27, 2023 08:50 app.py Search label clarifying note October 27, 2023 10:53 requirements.txt public October 27, 2023 08:50 View code Biblos - Bible Exploration with Vector Search and Summarization Features Architecture Running Biblos Credits README.md Biblos - Bible Exploration with Vector Search and Summarization Biblos allows semantic search and summarization of Bible passages using state-of-the-art NLP techniques: * Vector search over the entire Bible text using Chroma and BAAI BGE embeddings * Summarization of search results using Anthropic's Claude large language model This enables powerful semantic search over biblical texts to find related passages, along with high quality summaries of the relationships between verses on a given topic. Features * Semantic search over the entire Bible text * Summarization of search results using Claude LLM * Web UI built with Streamlit for easy exploration * Leverages Chroma for vector search over BAAI BGE embeddings * Modular design allowing swapping of components like DB, embeddings, LLM etc. Architecture Biblos follows a RAG (Retrieval Augmented Generation) architecture: 1. Bible text is indexed in a Chroma vector database using BGE sentence embeddings 2. User searches for a topic, and relevant passages are retrieved by semantic similarity 3. Top results are collated and passed to Claude to generate a summarization This enables combining the strengths of dense vector search for retrieval with a powerful LLM for summarization. The UI is built using Streamlit for easy exploration, with Python code modularized for maintainability. Running Biblos To run Biblos locally: 1. Install requirements 2. Download and preprocess Bible text into a Chroma database 3. Launch the Streamlit app: pip install -r requirements.txt python create_db.py streamlit run app.py Credits Biblos leverages the following open source projects: * Langchain - Building LLMs through composability * Chroma - Vector similarity search * Anthropic - Claude summarization model * BAAI BGE Embeddings - Text embeddings * Streamlit - Web UI About biblos.app biblos.app Resources Readme Activity Stars 40 stars Watchers 3 watching Forks 0 forks Report repository Releases No releases published Packages 0 No packages published Languages * Python 91.3% * Dockerfile 8.7% Footer (c) 2023 GitHub, Inc. Footer navigation * Terms * Privacy * Security * Status * Docs * Contact GitHub * Pricing * API * Training * Blog * About You can't perform that action at this time.