Manith Marapperuma πŸ‘Ύ commited on
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- # 🌟 OntoGraph - Drug Interaction Analysis System
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-
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- A sophisticated Python-based application that combines ontology reasoning with LLM capabilities to analyze drug interactions, conflicts, and alternatives. The system provides comprehensive analysis through both CLI and web interfaces.
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- ![alt text](img/img.png)
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-
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- ## πŸš€ Key Features
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-
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- - Dual Interface Options:
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- - Web-based interface using Streamlit
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- - Command-line interface for direct interaction
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- - Comprehensive Drug Analysis:
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- - Drug interaction detection
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- - Conflict identification
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- - Similar drug suggestions
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- - Alternative medication recommendations
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- - Advanced Technology Stack:
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- - RDF/OWL ontology for knowledge representation
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- - Groq LLM integration for natural language processing
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- - Agent-based architecture using Langgraph for modular analysis
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- - Structured logging system
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-
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- ## πŸ› οΈ Technical Requirements
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-
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- - Python 3.x
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- - Groq API key
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- - Required Python packages:
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- - rdflib
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- - langchain
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- - python-dotenv
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- - langchain-community
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- - langchain-groq
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- - langgraph
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- - streamlit
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-
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- ## πŸ“₯ Installation
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-
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- 1. Clone the repository:
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- ```bash
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- git clone https://github.com/Manithj/onto_graph.git
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- cd onto_graph
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- ```
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-
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- 2. Install dependencies:
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- ```bash
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- pip install -r requirements.txt
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- ```
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-
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- 3. Configure environment:
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- - Create a `.env` file in the project root
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- - Add your Groq API key:
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- ```bash
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- GROQ_API_KEY=your_api_key_here
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- ```
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-
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- ## πŸ’» Usage
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-
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- ### Web Interface
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- ```bash
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- streamlit run app.py
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- ```
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- Navigate to the displayed local URL to access the web interface.
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-
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- ### Command Line Interface
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- ```bash
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- python appcli.py
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- ```
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-
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- ## πŸ—οΈ Project Structure
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-
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- ```
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- onto_graph/
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- β”œβ”€β”€ app.py # Streamlit web interface
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- β”œβ”€β”€ appcli.py # Command line interface
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- β”œβ”€β”€ agents/ # Agent implementations
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- β”‚ β”œβ”€β”€ __init__.py
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- β”‚ β”œβ”€β”€ alternative_agent.py
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- β”‚ β”œβ”€β”€ base_agent.py
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- β”‚ β”œβ”€β”€ conflict_agent.py
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- β”‚ β”œβ”€β”€ interaction_agent.py
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- β”‚ └── similarity_agent.py
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- β”œβ”€β”€ analyzers/ # Analysis coordination
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- β”‚ β”œβ”€β”€ __init__.py
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- β”‚ └── drug_interaction_analyzer.py
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- β”œβ”€β”€ ontology/ # Knowledge base
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- β”‚ └── DrugInteraction.owl
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- └── requirements.txt # Project dependencies
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- ```
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-
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- ## πŸ” Features in Detail
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-
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- ### Agent System
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- - **Base Agent**: Common functionality for ontology queries
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- - **Alternative Agent**: Identifies alternative medications
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- - **Similarity Agent**: Finds similar drugs
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- - **Conflict Agent**: Detects drug conflicts
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- - **Interaction Agent**: Analyzes drug interactions
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-
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- ### Analysis Pipeline
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- 1. User input processing
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- 2. Ontology querying
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- 3. LLM-powered result synthesis
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- 4. Structured response generation
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-
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- ## 🀝 Contributing
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- We welcome contributions! Please follow these steps:
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-
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- 1. Fork the repository
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- 2. Create a feature branch
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- 3. Commit your changes
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- 4. Push to your branch
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- 5. Create a Pull Request
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-
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- ## πŸ“ Logging
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- The system maintains detailed logs in `app.log`, capturing:
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- - Information level messages
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- - Warning and error states
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- - Query execution details
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- - System state changes
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-
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- ## πŸ“œ License
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-
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- This project is licensed under the [Apache 2.0](LICENSE).
 
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+ ---
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+ title: Ontograph
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+ emoji: πŸ’»
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+ colorFrom: red
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+ colorTo: green
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+ sdk: streamlit
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+ sdk_version: 1.41.1
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+ app_file: app.py
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+ pinned: false
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+ ---
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+
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference