DocuMind-Explorer

DocuMind-Explorer is an application designed to interact with your documents locally. By leveraging the power of RAG (Retrieval Augmented Generation), DocuMind-Explorer allows you to ask questions about your documents and receive accurate and relevant answers.

Advanced RAG Techniques Used:

1. Query Decomposition (Multi-Query):

Breaks down complex queries into smaller sub-queries to retrieve more precise and comprehensive information.

2. Hybrid Search:

Integrates keyword-based and semantic search to enhance document retrieval accuracy.

3. Hybrid Chunking:

Applies multiple chunking strategies to optimize document segmentation for better retrieval and generation.

4. Rerancking and Filtering:

Ranks retrieved results by relevance and applies filters to remove the unrelated context.

Installation

1. Clone the Repository

git colne [email protected]:Mu7annad0/DocuMind-Explorer.git
cd DocuMind-Explorer

2. Install the dependencies

pip install -r requirements.txt

3. Get GROQ Api Key, and then

export GROQ_API_KEY="YOUR_GROQ_API_KEY"

4. Get Cohere Api Key for the embedding and reranking

export COHERE_API_KEY="YOUR_COHERE_API_KEY"

5. Run the application

streamlit run app.py