🌽 Maize Agriculture RAG Q&A System

This system uses Retrieval-Augmented Generation (RAG) to answer questions about maize agriculture. Upload your own document or use the default maize dataset.

💬 Ask Questions

📝 Instructions:

1. Enter your Google API Key (required)
2. Upload a document (optional - uses default maize dataset if not provided)
3. Initialize the RAG system by clicking "Initialize RAG System"
4. Ask questions about the document content
5. View statistics to monitor token usage and costs

💰 Cost Information:

• Gemini 1.5 Flash: Input: $0.075/1M tokens, Output: $0.30/1M tokens
• Embedding Model: $0.025/1M tokens

Token usage is estimated and displayed for cost tracking.

🔗 API Access:

This system also provides REST API endpoints:

• API Docs: Add /docs to the URL for interactive API documentation
• Health Check: GET /health
• Initialize: POST /initialize
• Query: POST /query