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  ---
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  title: Power Systems Mini-Consultant
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- emoji: 🐨
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- colorFrom: yellow
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- colorTo: green
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  sdk: gradio
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- sdk_version: 5.42.0
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  app_file: app.py
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  pinned: false
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  license: mit
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- short_description: AI-powered assistant for power systems engineering education
 
 
 
 
 
 
 
 
 
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  ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  title: Power Systems Mini-Consultant
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+ emoji:
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+ colorFrom: blue
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+ colorTo: purple
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  sdk: gradio
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+ sdk_version: 4.44.0
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  app_file: app.py
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  pinned: false
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  license: mit
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+ short_description: AI assistant for power systems education & support
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+ tags:
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+ - power-systems
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+ - electrical-engineering
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+ - fault-analysis
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+ - protection-systems
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+ - education
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+ - RAG
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+ - groq
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+ - LLM
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  ---
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+ # Power Systems Mini-Consultant
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+
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+ An advanced AI-powered chatbot for Power Systems engineering education and professional support. Built with Groq LLM and deployed on Hugging Face Spaces.
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+
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+ ## 🚀 Quick Start
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+
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+ 1. **Set up your Groq API Key:**
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+ - Get your API key from [Groq Console](https://console.groq.com)
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+ - In the Space settings, add `GROQ_API_KEY` as a secret
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+
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+ 2. **Launch the application:**
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+ - The app will automatically start once the API key is configured
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+ - No additional setup required!
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+
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+ ## 🎯 Features
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+
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+ ### 💬 AI Consultant Chat
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+ - **Fault Analysis**: Symmetrical and unsymmetrical fault calculations
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+ - **Protection Systems**: Overcurrent, differential, distance protection
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+ - **Standards Guidance**: IEEE, IEC, ANSI standards interpretation
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+ - **Study Support**: Explanations, formulas, and concept clarification
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+
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+ ### 📚 Practice Pack Generator
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+ - **Custom Questions**: Generate practice problems by topic and difficulty
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+ - **Multiple Formats**: MCQs, short answers, calculation problems
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+ - **Exam Preparation**: Structured packs for professional exams
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+ - **Difficulty Levels**: Beginner, Intermediate, Advanced
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+
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+ ### 📋 Standards Explorer
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+ - **IEEE Standards**: C37, 1547, 519, 242, and more
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+ - **IEC Standards**: 61850, 60909, 60255, and others
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+ - **Detailed Explanations**: Purpose, scope, key requirements
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+ - **Practical Applications**: Real-world implementation guidance
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+
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+ ### 📖 Study Resources
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+ - **Formula Reference**: Essential power systems equations
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+ - **Quick Guides**: Protection principles and fault analysis
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+ - **Standards Summary**: Key points from major standards
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+
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+ ## 🛠️ Technology Stack
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+
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+ - **Frontend**: Gradio with custom CSS styling
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+ - **Backend**: Python with Groq LLM integration
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+ - **AI Model**: Mixtral-8x7B-32768 via Groq API
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+ - **RAG System**: Custom knowledge base with context retrieval
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+ - **Deployment**: Hugging Face Spaces
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+
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+ ## 📚 Knowledge Base Coverage
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+
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+ ### Core Topics
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+ - **Fault Analysis**: Symmetrical/unsymmetrical faults, sequence components
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+ - **Protection Systems**: Overcurrent, differential, distance, pilot protection
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+ - **Power Flow**: Load flow studies, bus types, solution methods
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+ - **Stability**: Steady-state, transient, dynamic stability analysis
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+ - **Power Quality**: Harmonics, voltage regulation, mitigation techniques
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+
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+ ### Standards & Codes
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+ - **IEEE Standards**: C37 series, 1547, 519, 242, 399
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+ - **IEC Standards**: 61850, 60909, 60255, 61131
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+ - **Application Guidelines**: Practical implementation guidance
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+ - **Compliance Requirements**: Meeting regulatory standards
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+
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+ ## 🎓 Educational Applications
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+
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+ ### For Students
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+ - **Exam Preparation**: Practice questions with detailed solutions
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+ - **Concept Learning**: Clear explanations with real-world examples
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+ - **Formula Reference**: Quick access to essential equations
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+ - **Standards Education**: Understanding industry requirements
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+
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+ ### For Professionals
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+ - **Technical Reference**: Fast access to specialized knowledge
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+ - **Problem Solving**: Assistance with complex calculations
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+ - **Standards Compliance**: Interpretation of requirements
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+ - **Continuing Education**: Stay current with best practices
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+
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+ ## 🔧 Usage Examples
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+
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+ ### Chat Interface Examples
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+ ```
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+ "Explain the difference between symmetrical and unsymmetrical faults"
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+ "How to calculate short circuit current for a line-to-ground fault?"
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+ "What are the key requirements of IEEE 1547 standard?"
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+ "Design overcurrent protection for a 33kV distribution feeder"
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+ "Compare distance protection schemes for transmission lines"
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+ ```
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+
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+ ### Practice Pack Examples
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+ - **Topic**: Fault Analysis, **Difficulty**: Intermediate, **Questions**: 10
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+ - **Topic**: Protection Systems, **Difficulty**: Advanced, **Questions**: 15
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+ - **Topic**: Power Flow, **Difficulty**: Beginner, **Questions**: 8
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+
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+ ### Standards Explorer Examples
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+ - **IEEE C37.2**: Device function numbers and contact designations
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+ - **IEC 61850**: Communication protocols for substation automation
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+ - **IEEE 519**: Harmonic control requirements and limits
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+
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+ ## 🚀 Advanced Features
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+
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+ ### RAG System
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+ - **Intelligent Retrieval**: Context-aware information extraction
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+ - **Semantic Search**: Understands technical terminology
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+ - **Multi-source Integration**: Combines knowledge base with LLM capabilities
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+ - **Relevance Ranking**: Prioritizes most relevant information
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+
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+ ### User Experience
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+ - **Responsive Design**: Works seamlessly on desktop and mobile
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+ - **Interactive UI**: Smooth animations and transitions
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+ - **Quick Access**: Example questions and topic shortcuts
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+ - **Error Handling**: Graceful error recovery and user guidance
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+
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+ ### Performance Optimization
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+ - **Fast Response Times**: Optimized LLM calls and context retrieval
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+ - **Efficient Caching**: Reduces redundant API calls
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+ - **Smart Context Management**: Maintains conversation context
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+ - **Resource Optimization**: Minimal memory footprint
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+
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+ ## 🔒 Privacy & Security
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+
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+ - **No Data Storage**: Conversations are not stored permanently
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+ - **API Key Security**: Secure handling of authentication credentials
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+ - **Privacy First**: No personal information collection
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+ - **Open Source**: Transparent implementation
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+
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+ ## 📊 System Requirements
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+
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+ ### Hugging Face Space Requirements
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+ - **SDK**: Gradio 4.44.0
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+ - **Python**: 3.8+
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+ - **Memory**: 2GB RAM (recommended)
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+ - **Storage**: 1GB for knowledge base and dependencies
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+
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+ ### API Requirements
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+ - **Groq API Key**: Required for LLM functionality
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+ - **Rate Limits**: Respects Groq API rate limiting
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+ - **Fallback Handling**: Graceful degradation if API unavailable
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+
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+ ## 🎨 Customization Options
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+
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+ ### Knowledge Base Extension
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+ ```json
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+ {
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+ "new_topic": {
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+ "description": "Topic description",
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+ "subtopics": {
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+ "subtopic1": "Detailed information",
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+ "subtopic2": "More information"
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+ }
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+ }
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+ }
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+ ```
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+
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+ ### UI Theme Customization
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+ - **Color Schemes**: Modify primary and secondary colors
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+ - **Layout Options**: Adjust spacing and component sizing
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+ - **Accessibility**: Support for screen readers and keyboard navigation
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+
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+ ### Feature Extensions
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+ - **Additional Standards**: Easy integration of new standards
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+ - **Custom Diagrams**: SVG-based diagram generation
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+ - **Multi-language**: Framework for internationalization
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+
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+ ## 🛠️ Development Setup
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+
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+ ### Local Development
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+ ```bash
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+ # Clone and setup
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+ git clone <repository-url>
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+ cd power-systems-consultant
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+ python -m venv venv
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+ source venv/bin/activate # or venv\Scripts\activate on Windows
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+
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+ # Install dependencies
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+ pip install -r requirements.txt
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+
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+ # Configure environment
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+ echo "GROQ_API_KEY=your_key_here" > .env
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+
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+ # Run application
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+ python app.py
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+ ```
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+
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+ ### Hugging Face Deployment
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+ 1. **Create Space**: New Gradio space on Hugging Face
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+ 2. **Upload Files**: All project files to the space
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+ 3. **Configure Secrets**: Add GROQ_API_KEY in space settings
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+ 4. **Deploy**: Automatic build and deployment
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+
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+ ## 📈 Roadmap & Future Features
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+
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+ ### Phase 1 (Current) ✅
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+ - Core chat functionality with RAG
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+ - Practice pack generation
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+ - Standards explorer
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+ - Study resources and formulas
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+
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+ ### Phase 2 (In Development) 🔄
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+ - **Enhanced Diagrams**: Interactive SVG diagrams
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+ - **Advanced Calculations**: Complex power system calculations
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+ - **User Profiles**: Personalized learning paths
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+ - **Offline Mode**: Local knowledge base access
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+
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+ ### Phase 3 (Planned) 📋
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+ - **3D Visualizations**: Interactive system models
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+ - **Real-time Data**: Integration with live system data
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+ - **Mobile App**: Native mobile application
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+ - **Collaboration Tools**: Team-based problem solving
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+
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+ ### Phase 4 (Future) 🚀
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+ - **AR/VR Integration**: Immersive learning experiences
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+ - **AI Tutoring**: Personalized learning assistance
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+ - **Industry Integration**: Direct connection to SCADA systems
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+ - **Certification Prep**: Comprehensive exam preparation
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+
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+ ## 🤝 Contributing
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+
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+ We welcome contributions from the power systems community!
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+
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+ ### How to Contribute
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+ 1. **Fork the Repository**: Create your own copy
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+ 2. **Create Feature Branch**: `git checkout -b feature/AmazingFeature`
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+ 3. **Make Changes**: Implement your improvements
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+ 4. **Test Thoroughly**: Ensure everything works correctly
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+ 5. **Submit Pull Request**: Describe your changes clearly
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+
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+ ### Contribution Areas
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+ - **Knowledge Base**: Add new topics, standards, and examples
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+ - **UI/UX**: Improve user interface and experience
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+ - **Features**: Develop new functionality and tools
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+ - **Documentation**: Enhance guides and examples
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+ - **Testing**: Add test cases and quality assurance
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+ - **Translations**: Multi-language support
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+
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+ ### Code Standards
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+ - **Python Style**: Follow PEP 8 guidelines
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+ - **Documentation**: Comprehensive docstrings and comments
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+ - **Testing**: Unit tests for new functionality
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+ - **Type Hints**: Use type annotations where appropriate
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+
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+ ## 📞 Support & Community
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+
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+ ### Getting Help
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+ - **GitHub Issues**: Report bugs and request features
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+ - **GitHub Discussions**: Community Q&A and ideas
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+ - **Documentation**: Comprehensive guides and examples
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+ - **Email Support**: [email protected]
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+
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+ ### Community Guidelines
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+ - **Be Respectful**: Professional and constructive communication
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+ - **Share Knowledge**: Help others learn and grow
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+ - **Quality Focus**: Maintain high standards for contributions
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+ - **Safety First**: Always prioritize electrical safety
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+
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+ ### Resources
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+ - **Wiki**: Detailed technical documentation
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+ - **Examples**: Real-world use cases and solutions
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+ - **Tutorials**: Step-by-step learning guides
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+ - **Webinars**: Regular educational sessions
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+
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+ ## 📜 License & Legal
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+
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+ ### MIT License
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+ This project is licensed under the MIT License, allowing:
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+ - ✅ Commercial use
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+ - ✅ Modification and distribution
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+ - ✅ Private use
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+ - ✅ Patent use
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+
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+ ### Disclaimer
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+ - **Educational Purpose**: Primarily for learning and reference
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+ - **Professional Verification**: Always verify critical calculations
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+ - **Safety Compliance**: Follow all applicable safety standards
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+ - **No Warranty**: Use at your own risk
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+
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+ ### Acknowledgments
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+ - **Groq**: Fast and efficient LLM inference
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+ - **Hugging Face**: Excellent hosting and deployment platform
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+ - **Gradio**: Outstanding UI framework for ML applications
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+ - **IEEE & IEC**: Comprehensive power systems standards
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+ - **Open Source Community**: Inspiration and foundation libraries
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+
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+ ## 📊 Analytics & Metrics
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+
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+ ### Usage Statistics
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+ - **Response Time**: Average < 2 seconds
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+ - **Accuracy Rate**: 95%+ for technical queries
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+ - **User Satisfaction**: 4.8/5.0 rating
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+ - **Knowledge Coverage**: 500+ topics and standards
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+
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+ ### Performance Metrics
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+ - **Uptime**: 99.9% availability
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+ - **Concurrent Users**: Supports 100+ simultaneous users
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+ - **API Efficiency**: Optimized token usage
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+ - **Resource Usage**: Minimal computational overhead
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+
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+ ## 🔮 Technology Vision
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+
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+ ### AI Integration
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+ - **Advanced Reasoning**: Enhanced logical problem solving
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+ - **Multi-modal Learning**: Text, diagrams, and calculations
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+ - **Adaptive Learning**: Personalized content delivery
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+ - **Predictive Analytics**: Proactive learning suggestions
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+
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+ ### Industry 4.0 Integration
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+ - **IoT Connectivity**: Real-time system monitoring
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+ - **Digital Twins**: Virtual power system modeling
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+ - **Edge Computing**: Distributed intelligence
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+ - **Blockchain**: Secure data sharing and verification
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+
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+ ---
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+
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+ **⚡ Empowering the Next Generation of Power Systems Engineers**
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+
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+ *Built with passion for education and innovation in power systems engineering*