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Researcher Sangram B, AI/ML Engineer @DDReg Pharma

DDReg Pharma Chatbot

Multi-agent RAG chatbot for DDReg Pharma website using LangGraph and Flask

Features

Automated website content synchronization
Multi-agent conversation workflow
Handles 20+ concurrent requests
Dockerized deployment
Automatic content updates

Installation

python3 -m venv botenv
source botenv/bin/activate
pip install -r requirements.txt

ddreg-chatbot/
├── docker/
│   ├── Dockerfile
│   └── docker-compose.yml
├── src/
│   ├── agents/
│   │   ├── __init__.py
│   │   ├── coordinator.py       # Main agent coordinator
│   │   ├── retrieval_agent.py   # RAG document retrieval
│   │   ├── response_agent.py    # LLM response generation
│   │   └── validation_agent.py  # Compliance/accuracy checks
│   ├── api/
│   │   ├── __init__.py
│   │   ├── dependencies.py      # FastAPI dependencies
│   │   ├── routes/
│   │   │   ├── chat.py         # Chat endpoints
│   │   │   └── health.py       # Health checks
│   │   └── websockets.py       # WebSocket handlers
│   ├── core/
│   │   ├── config.py           # Configuration settings
│   │   ├── security.py         # Auth middleware
│   │   └── session_manager.py  # Session handling
│   ├── data/
│   │   ├── connectors/
│   │   │   ├── website_ingestor.py  # Content synchronization
│   │   │   └── sitemap_parser.py
│   │   └── models/
│   │       ├── chat.py         # Pydantic models
│   │       └── website.py      # Website content models
│   ├── db/
│   │   ├── redis_client.py     # Redis connection
│   │   └── chat_history.py     # Chat history management
│   ├── services/
│   │   ├── llm_service.py      # LLM abstraction layer
│   │   └── cache.py            # Content caching
│   ├── utils/
│   │   ├── logger.py
│   │   └── monitoring.py       # Performance tracking
│   ├── workflows/
│   │   └── chat_workflow.py    # LangGraph workflow definition
│   └── main.py                 # FastAPI app initialization
├── tests/
│   ├── integration/
│   │   ├── test_api.py
│   │   └── test_agents.py
│   └── unit/
│       ├── test_models.py
│       └── test_services.py
├── requirements.txt
├── .env.template
├── alembic/                   # Database migrations
│   └── versions/
├── scripts/
│   ├── ingest_content.py      # Content ingestion script
│   └── start.sh               # Startup script
└── README.md

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