Siddiqui Qamar
commited on
Create app.py
Browse files
app.py
ADDED
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import gradio as gr
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from openai import OpenAI
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import os
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ACCESS_TOKEN = os.getenv("HF_TOKEN")
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client = OpenAI(
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base_url="https://api-inference.huggingface.co/v1/",
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api_key=ACCESS_TOKEN,
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)
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*def* *generate_study_material*(
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topic,
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difficulty,
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question_type,
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focus_areas,
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anxiety_level,
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num_questions
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):
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# Customize prompt based on anxiety level and learning focus
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anxiety_prompts = {
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"High": "Create a gradual, confidence-building set of questions. Start with easier concepts and progressively increase difficulty. Include encouraging notes.",
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"Medium": "Balance challenge with achievability. Include hints for tougher questions and positive reinforcement.",
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"Low": "Focus on comprehensive concept testing while maintaining an encouraging tone."
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}
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focus_prompt = {
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"concept_understanding": "Emphasize questions that test deep understanding rather than memorization.",
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"problem_solving": "Include scenario-based questions that require analytical thinking.",
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"quick_recall": "Focus on key definitions and fundamental concepts.",
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"practical_application": "Create questions based on real-world applications."
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}
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base_prompt = f"""
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Act as an expert educational psychologist and subject matter expert creating an exam preparation guide.
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Topic: {topic}
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Difficulty: {difficulty}
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Question Type: {question_type}
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Number of Questions: {num_questions}
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Special Considerations:
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- Anxiety Level: {anxiety_level}
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{anxiety_prompts[anxiety_level]}
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- Learning Focus: {focus_areas}
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{focus_prompt[focus_areas]}
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Generate questions following these guidelines:
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1. Start with a brief confidence-building message
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2. Include clear, unambiguous questions
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3. Provide detailed explanations for each answer
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4. Add study tips relevant to the topic
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5. Include a "Remember" section with key points
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Format:
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- For Multiple Choice: Include 4 options with explanations for each
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- For Short Answer: Provide structure hints and model answers
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- For Descriptive: Break down marking criteria and include outline points
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Additional Requirements:
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- Include think-aloud strategies for problem-solving
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- Add time management suggestions
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- Highlight common misconceptions to avoid
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- End with a positive reinforcement message
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"""
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*try*:
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messages = [
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{"role": "system", "content": "You are an expert educational content generator."},
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{"role": "user", "content": base_prompt}
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]
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response = client.chat.completions.create(
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model="Qwen/QwQ-32B-Preview",
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messages=messages,
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max_tokens=2048,
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temperature=0.7,
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top_p=0.9
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)
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*return* response.choices[0].message.content
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*except* *Exception* *as* e:
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*return* f"An error occurred: {*str*(e)}\nPlease try again with different parameters."
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*def* *create_interface*():
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*with* gr.Blocks(theme=gr.themes.Soft(primary_hue="blue")) *as* iface:
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gr.Markdown("""
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# <div align="center"><strong>📚 Exam Preparation Assistant</strong></div>
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Welcome to your personalized exam preparation assistant! This tool is designed to help you:
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- Build confidence through practiced learning
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- Understand concepts deeply
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- Reduce exam anxiety through structured practice
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Remember: Every practice session brings you closer to mastery! 🌟
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""")
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*with* gr.Row():
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*with* gr.Column():
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topic = gr.Textbox(
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label="Topic or Subject",
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placeholder="Enter the topic you want to study (e.g., 'Python Lists and Tuples', 'Chemical Bonding')",
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lines=2
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)
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difficulty = gr.Radio(
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choices=["Beginner", "Intermediate", "Advanced"],
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label="Difficulty Level",
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value="Intermediate",
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info="Choose based on your current understanding"
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)
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question_type = gr.Radio(
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choices=["Multiple Choice", "Short Answer", "Descriptive"],
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label="Question Type",
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value="Multiple Choice",
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info="Select the format that best helps your learning"
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)
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focus_areas = gr.Radio(
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choices=[
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"concept_understanding",
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"problem_solving",
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"quick_recall",
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"practical_application"
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],
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label="Learning Focus",
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value="concept_understanding",
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info="What aspect do you want to improve?"
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)
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anxiety_level = gr.Radio(
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choices=["High", "Medium", "Low"],
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label="Current Anxiety Level",
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value="Medium",
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info="This helps us adjust the difficulty progression"
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)
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num_questions = gr.Slider(
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minimum=3,
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maximum=10,
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value=5,
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step=1,
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label="Number of Questions"
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)
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submit_btn = gr.Button(
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"Generate Study Material",
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variant="primary"
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)
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*with* gr.Column():
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output = gr.Textbox(
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label="Your Personalized Study Material",
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lines=20,
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show_copy_button=True
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)
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submit_btn.click(
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*fn*=generate_study_material,
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inputs=[
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topic,
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+
difficulty,
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165 |
+
question_type,
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166 |
+
focus_areas,
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167 |
+
anxiety_level,
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168 |
+
num_questions
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],
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outputs=output
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)
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+
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*return* iface
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+
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*if* **name** == "__main__":
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iface = create_interface()
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iface.launch()
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