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import gradio as gr
import PyPDF2
import docx
from openai import OpenAI
import io
import json
import time
from typing import List, Dict, Any

class EducationalContentCreator:
    def __init__(self):
        self.client = None
        self.document_text = ""
        self.model = "google/gemma-3-27b-it:free"
    
    def setup_client(self, api_key: str):
        """Initialize OpenAI client with OpenRouter"""
        try:
            self.client = OpenAI(
                base_url="https://openrouter.ai/api/v1",
                api_key=api_key,
            )
            return "βœ… API Key configured successfully!"
        except Exception as e:
            return f"❌ Error configuring API: {str(e)}"
    
    def extract_text_from_pdf(self, file_path: str) -> str:
        """Extract text from PDF file"""
        try:
            with open(file_path, 'rb') as file:
                pdf_reader = PyPDF2.PdfReader(file)
                text = ""
                for page in pdf_reader.pages:
                    text += page.extract_text() + "\n"
                return text
        except Exception as e:
            return f"Error reading PDF: {str(e)}"
    
    def extract_text_from_docx(self, file_path: str) -> str:
        """Extract text from DOCX file"""
        try:
            doc = docx.Document(file_path)
            text = ""
            for paragraph in doc.paragraphs:
                text += paragraph.text + "\n"
            return text
        except Exception as e:
            return f"Error reading DOCX: {str(e)}"
    
    def process_document(self, file):
        """Process uploaded document and extract text"""
        if file is None:
            return "❌ No file uploaded"
        
        file_path = file.name
        file_extension = file_path.lower().split('.')[-1]
        
        if file_extension == 'pdf':
            self.document_text = self.extract_text_from_pdf(file_path)
        elif file_extension in ['docx', 'doc']:
            self.document_text = self.extract_text_from_docx(file_path)
        else:
            return "❌ Unsupported file format. Please upload PDF or DOCX files."
        
        if self.document_text and len(self.document_text.strip()) > 0:
            word_count = len(self.document_text.split())
            return f"βœ… Document processed successfully!\nπŸ“„ Word count: {word_count}\nπŸ“ Preview: {self.document_text[:200]}..."
        else:
            return "❌ Could not extract text from the document"
    
    def generate_content(self, prompt: str, max_tokens: int = 2000) -> str:
        """Generate content using the AI model"""
        if not self.client:
            return "❌ Please configure your API key first"
        
        if not self.document_text:
            return "❌ Please upload and process a document first"
        
        try:
            completion = self.client.chat.completions.create(
                extra_headers={
                    "HTTP-Referer": "https://educational-assistant.app",
                    "X-Title": "Educational Content Creator",
                },
                model=self.model,
                messages=[
                    {
                        "role": "system",
                        "content": "You are an expert educational content creator. Create comprehensive, engaging, and pedagogically sound educational materials based on the provided document content."
                    },
                    {
                        "role": "user",
                        "content": f"Document Content:\n{self.document_text}\n\n{prompt}"
                    }
                ],
                max_tokens=max_tokens,
                temperature=0.7
            )
            return completion.choices[0].message.content
        except Exception as e:
            return f"❌ Error generating content: {str(e)}"
    
    def generate_summary(self):
        """Generate comprehensive summary"""
        prompt = """Create a comprehensive summary of this document with the following structure:
        
        ## πŸ“‹ Executive Summary
        Provide a brief overview in 2-3 sentences.
        
        ## 🎯 Key Points
        List the main concepts, ideas, or arguments presented.
        
        ## πŸ“š Detailed Summary
        Provide a thorough summary organized by topics or sections.
        
        ## πŸ’‘ Important Takeaways
        Highlight the most crucial information students should remember.
        """
        return self.generate_content(prompt)
    
    def generate_study_notes(self):
        """Generate structured study notes"""
        prompt = """Create comprehensive study notes from this document with:
        
        ## πŸ“– Study Notes
        
        ### πŸ”‘ Key Concepts
        - Define important terms and concepts
        - Explain their significance
        
        ### πŸ“Š Main Topics
        Organize content into clear sections with:
        - Topic headings
        - Key points under each topic
        - Supporting details and examples
        
        ### 🧠 Memory Aids
        - Create mnemonics for complex information
        - Suggest visualization techniques
        - Provide connection points between concepts
        
        ### ⚑ Quick Review Points
        - Bullet points for rapid review
        - Essential facts and figures
        """
        return self.generate_content(prompt)
    
    def generate_quiz(self):
        """Generate quiz questions"""
        prompt = """Create a comprehensive quiz based on this document:
        
        ## πŸ“ Quiz Questions
        
        ### Multiple Choice Questions (5 questions)
        For each question, provide:
        - Clear question
        - 4 options (A, B, C, D)
        - Correct answer
        - Brief explanation
        
        ### Short Answer Questions (5 questions)
        - Questions requiring 2-3 sentence answers
        - Cover key concepts and applications
        
        ### Essay Questions (2 questions)
        - Thought-provoking questions requiring detailed responses
        - Focus on analysis, synthesis, or evaluation
        
        ### Answer Key
        Provide all correct answers with explanations.
        """
        return self.generate_content(prompt, max_tokens=3000)
    
    def generate_flashcards(self):
        """Generate flashcards"""
        prompt = """Create 15-20 flashcards based on this document:
        
        ## 🎴 Flashcards
        
        Format each flashcard as:
        **Card X:**
        **Front:** [Question/Term]
        **Back:** [Answer/Definition/Explanation]
        
        Include flashcards for:
        - Key terms and definitions
        - Important concepts
        - Facts and figures
        - Cause and effect relationships
        - Applications and examples
        
        Make questions clear and answers comprehensive but concise.
        """
        return self.generate_content(prompt, max_tokens=2500)
    
    def generate_mind_map(self):
        """Generate mind map structure"""
        prompt = """Create a detailed mind map structure for this document:
        
        ## 🧠 Mind Map Structure
        
        **Central Topic:** [Main subject of the document]
        
        ### Primary Branches:
        For each main topic, create branches with:
        - **Branch 1:** [Topic Name]
          - Sub-branch 1.1: [Subtopic]
            - Detail 1.1.1
            - Detail 1.1.2
          - Sub-branch 1.2: [Subtopic]
            - Detail 1.2.1
            - Detail 1.2.2
        
        ### Connections:
        - Identify relationships between different branches
        - Note cross-references and dependencies
        - Highlight cause-effect relationships
        
        ### Visual Elements Suggestions:
        - Color coding recommendations
        - Symbol suggestions for different types of information
        - Emphasis techniques for key concepts
        """
        return self.generate_content(prompt)
    
    def generate_lesson_plan(self):
        """Generate lesson plan"""
        prompt = """Create a detailed lesson plan based on this document:
        
        ## πŸ“š Lesson Plan
        
        ### Learning Objectives
        By the end of this lesson, students will be able to:
        - [Specific, measurable objectives]
        
        ### Prerequisites
        - Required background knowledge
        - Recommended prior reading
        
        ### Lesson Structure (60 minutes)
        
        **Introduction (10 minutes)**
        - Hook/attention grabber
        - Learning objectives overview
        
        **Main Content (35 minutes)**
        - Key concepts presentation
        - Activities and examples
        - Discussion points
        
        **Practice & Application (10 minutes)**
        - Practice exercises
        - Real-world applications
        
        **Wrap-up & Assessment (5 minutes)**
        - Summary of key points
        - Quick assessment questions
        
        ### Materials Needed
        - List of required resources
        
        ### Assessment Methods
        - How to evaluate student understanding
        
        ### Homework/Extension Activities
        - Additional practice opportunities
        """
        return self.generate_content(prompt, max_tokens=2500)
    
    def generate_concept_explanations(self):
        """Generate detailed concept explanations"""
        prompt = """Provide detailed explanations of key concepts from this document:
        
        ## πŸ” Concept Deep Dive
        
        For each major concept, provide:
        
        ### Concept Name
        **Definition:** Clear, precise definition
        
        **Explanation:** Detailed explanation in simple terms
        
        **Examples:** Real-world examples and applications
        
        **Analogies:** Helpful comparisons to familiar concepts
        
        **Common Misconceptions:** What students often get wrong
        
        **Connection to Other Concepts:** How it relates to other topics
        
        **Practice Application:** Simple exercise or question
        
        ---
        
        Repeat this structure for all major concepts in the document.
        """
        return self.generate_content(prompt, max_tokens=3000)
    
    def generate_practice_problems(self):
        """Generate practice problems"""
        prompt = """Create practice problems based on this document:
        
        ## πŸ’ͺ Practice Problems
        
        ### Beginner Level (5 problems)
        - Basic application of concepts
        - Direct recall and simple calculations
        - Step-by-step solutions provided
        
        ### Intermediate Level (5 problems)
        - Multi-step problems
        - Requires understanding of relationships
        - Guided solutions with explanations
        
        ### Advanced Level (3 problems)
        - Complex scenarios
        - Requires analysis and synthesis
        - Detailed solution strategies
        
        ### Challenge Problems (2 problems)
        - Extension beyond document content
        - Creative application
        - Multiple solution approaches
        
        **For each problem, include:**
        - Clear problem statement
        - Required formulas/concepts
        - Step-by-step solution
        - Common mistakes to avoid
        """
        return self.generate_content(prompt, max_tokens=3500)

# Initialize the educational content creator
creator = EducationalContentCreator()

# Create Gradio interface
def create_interface():
    with gr.Blocks(title="πŸ“š Educational Content Creator Assistant", theme=gr.themes.Soft()) as app:
        gr.Markdown("""
        # πŸ“š Educational Content Creator Assistant
        Transform your documents into comprehensive educational materials using AI!
        
        **Features:** Study Notes β€’ Quizzes β€’ Flashcards β€’ Mind Maps β€’ Lesson Plans β€’ Practice Problems & More!
        """)
        
        with gr.Row():
            with gr.Column(scale=1):
                gr.Markdown("### πŸ”‘ Setup")
                api_key = gr.Textbox(
                    label="OpenRouter API Key",
                    type="password",
                    placeholder="Enter your OpenRouter API key..."
                )
                setup_btn = gr.Button("πŸ”§ Configure API", variant="primary")
                setup_status = gr.Textbox(label="Status", interactive=False)
                
                gr.Markdown("### πŸ“„ Document Upload")
                file_upload = gr.File(
                    label="Upload Document (PDF or DOCX)",
                    file_types=[".pdf", ".docx", ".doc"]
                )
                process_btn = gr.Button("πŸ”„ Process Document", variant="secondary")
                process_status = gr.Textbox(label="Processing Status", interactive=False)
            
            with gr.Column(scale=2):
                gr.Markdown("### 🎯 Generate Educational Content")
                
                with gr.Row():
                    summary_btn = gr.Button("πŸ“‹ Generate Summary", variant="primary")
                    notes_btn = gr.Button("πŸ“– Study Notes", variant="primary")
                    quiz_btn = gr.Button("πŸ“ Create Quiz", variant="primary")
                
                with gr.Row():
                    flashcards_btn = gr.Button("🎴 Flashcards", variant="secondary")
                    mindmap_btn = gr.Button("🧠 Mind Map", variant="secondary")
                    lesson_btn = gr.Button("πŸ“š Lesson Plan", variant="secondary")
                
                with gr.Row():
                    concepts_btn = gr.Button("πŸ” Concept Explanations", variant="secondary")
                    problems_btn = gr.Button("πŸ’ͺ Practice Problems", variant="secondary")
                
                output = gr.Textbox(
                    label="Generated Content",
                    lines=20,
                    max_lines=30,
                    placeholder="Generated educational content will appear here...",
                    show_copy_button=True
                )
        
        gr.Markdown("""
        ### πŸ“‹ How to Use:
        1. **Get API Key:** Sign up at [OpenRouter](https://openrouter.ai/) and get your API key
        2. **Configure:** Enter your API key and click "Configure API"
        3. **Upload:** Upload a PDF or DOCX document
        4. **Process:** Click "Process Document" to extract text
        5. **Generate:** Choose any educational content type to generate
        
        ### 🎯 Content Types:
        - **Summary:** Comprehensive overview with key points
        - **Study Notes:** Structured notes with key concepts and memory aids
        - **Quiz:** Multiple choice, short answer, and essay questions
        - **Flashcards:** Question-answer pairs for memorization
        - **Mind Map:** Visual structure of document concepts
        - **Lesson Plan:** Complete teaching plan with objectives and activities
        - **Concept Explanations:** Deep dive into key concepts with examples
        - **Practice Problems:** Graded exercises from beginner to advanced
        """)
        
        # Event handlers
        setup_btn.click(
            creator.setup_client,
            inputs=[api_key],
            outputs=[setup_status]
        )
        
        process_btn.click(
            creator.process_document,
            inputs=[file_upload],
            outputs=[process_status]
        )
        
        summary_btn.click(
            creator.generate_summary,
            outputs=[output]
        )
        
        notes_btn.click(
            creator.generate_study_notes,
            outputs=[output]
        )
        
        quiz_btn.click(
            creator.generate_quiz,
            outputs=[output]
        )
        
        flashcards_btn.click(
            creator.generate_flashcards,
            outputs=[output]
        )
        
        mindmap_btn.click(
            creator.generate_mind_map,
            outputs=[output]
        )
        
        lesson_btn.click(
            creator.generate_lesson_plan,
            outputs=[output]
        )
        
        concepts_btn.click(
            creator.generate_concept_explanations,
            outputs=[output]
        )
        
        problems_btn.click(
            creator.generate_practice_problems,
            outputs=[output]
        )
    
    return app

# Launch the application
if __name__ == "__main__":
    app = create_interface()
    app.launch(
        server_name="0.0.0.0",
        server_port=7860,
        share=True,
        show_error=True
    )