Create app.py
Browse files
app.py
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| 1 |
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import gradio as gr
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| 2 |
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import os
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| 3 |
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import re
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| 4 |
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import markdown
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| 5 |
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from openai import OpenAI
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import time
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| 8 |
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# Function to generate math solution using the Phi-4-reasoning-plus model
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| 9 |
+
def generate_math_solution(api_key, problem_text, history=None):
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| 10 |
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if not api_key.strip():
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| 11 |
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return "Please enter your OpenRouter API key.", history
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| 12 |
+
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if not problem_text.strip():
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return "Please enter a math problem.", history
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| 15 |
+
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try:
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client = OpenAI(
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base_url="https://openrouter.ai/api/v1",
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api_key=api_key,
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)
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+
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messages = [
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{"role": "system", "content":
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"""You are an expert math tutor who explains concepts clearly and thoroughly.
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Analyze the given math problem and provide a detailed step-by-step solution.
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| 26 |
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For each step:
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1. Show the mathematical operation
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2. Explain why this step is necessary
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| 29 |
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3. Connect it to relevant mathematical concepts
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| 30 |
+
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| 31 |
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Format your response with clear section headers using markdown.
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| 32 |
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Begin with an "Initial Analysis" section, follow with numbered steps,
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| 33 |
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and conclude with a "Final Answer" section."""},
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| 34 |
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]
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+
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| 36 |
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# Add conversation history if it exists
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| 37 |
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if history:
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| 38 |
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for exchange in history:
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messages.append({"role": "user", "content": exchange[0]})
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| 40 |
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if exchange[1]: # Check if there's a response
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| 41 |
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messages.append({"role": "assistant", "content": exchange[1]})
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| 42 |
+
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| 43 |
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# Add the current problem
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| 44 |
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messages.append({"role": "user", "content": f"Solve this math problem step-by-step: {problem_text}"})
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| 45 |
+
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| 46 |
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# Create the completion
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| 47 |
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completion = client.chat.completions.create(
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| 48 |
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model="microsoft/phi-4-reasoning-plus:free",
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| 49 |
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messages=messages,
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| 50 |
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extra_headers={
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| 51 |
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"HTTP-Referer": "https://advancedmathtutor.edu",
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| 52 |
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"X-Title": "Advanced Math Tutor",
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| 53 |
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}
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| 54 |
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)
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| 55 |
+
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| 56 |
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solution = completion.choices[0].message.content
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| 57 |
+
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| 58 |
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# Update history
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| 59 |
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if history is None:
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| 60 |
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history = []
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| 61 |
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history.append((problem_text, solution))
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| 62 |
+
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| 63 |
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return solution, history
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| 64 |
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| 65 |
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except Exception as e:
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| 66 |
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error_message = f"Error: {str(e)}"
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| 67 |
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return error_message, history
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| 68 |
+
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| 69 |
+
# Function to generate practice problems
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| 70 |
+
def generate_practice_problem(api_key, topic, difficulty, history=None):
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| 71 |
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if not api_key.strip():
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| 72 |
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return "Please enter your OpenRouter API key.", history
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| 73 |
+
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| 74 |
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if not topic.strip():
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| 75 |
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return "Please specify a math topic.", history
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| 76 |
+
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| 77 |
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try:
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| 78 |
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client = OpenAI(
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| 79 |
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base_url="https://openrouter.ai/api/v1",
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| 80 |
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api_key=api_key,
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| 81 |
+
)
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| 82 |
+
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| 83 |
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prompt = f"""Generate a {difficulty} level math problem related to {topic}.
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| 84 |
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The problem should be challenging but solvable, and relevant to a student studying {topic}.
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| 85 |
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Only provide the problem statement, not the solution."""
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| 86 |
+
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| 87 |
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completion = client.chat.completions.create(
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| 88 |
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model="microsoft/phi-4-reasoning-plus:free",
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| 89 |
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messages=[
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| 90 |
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{"role": "system", "content": "You are an expert math teacher who creates engaging practice problems."},
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| 91 |
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{"role": "user", "content": prompt}
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| 92 |
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],
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| 93 |
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extra_headers={
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| 94 |
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"HTTP-Referer": "https://advancedmathtutor.edu",
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| 95 |
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"X-Title": "Advanced Math Tutor",
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| 96 |
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}
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| 97 |
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)
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| 98 |
+
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| 99 |
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practice_problem = completion.choices[0].message.content
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| 100 |
+
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| 101 |
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return practice_problem, history
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| 102 |
+
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| 103 |
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except Exception as e:
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| 104 |
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error_message = f"Error: {str(e)}"
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| 105 |
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return error_message, history
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| 106 |
+
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| 107 |
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# Function to verify API key format
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| 108 |
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def validate_api_key(api_key):
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| 109 |
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# This is a simple check - OpenRouter keys typically start with "sk-or-"
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| 110 |
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if api_key.startswith("sk-or-") and len(api_key) > 20:
|
| 111 |
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return True
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| 112 |
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return False
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| 113 |
+
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| 114 |
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# Function to process LaTeX in the solution
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| 115 |
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def process_solution(solution):
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| 116 |
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# Replace $...$ with $$...$$ for better rendering in Gradio markdown
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| 117 |
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solution = re.sub(r'(?<!\$)\$(?!\$)(.+?)(?<!\$)\$(?!\$)', r'$$\1$$', solution)
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| 118 |
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return solution
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| 119 |
+
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| 120 |
+
# Define the Gradio interface
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| 121 |
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def create_demo():
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| 122 |
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with gr.Blocks(theme=gr.themes.Soft(primary_hue="blue")) as demo:
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| 123 |
+
gr.Markdown("# 📚 Advanced Math Tutor")
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| 124 |
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gr.Markdown("""
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| 125 |
+
This application uses Microsoft's Phi-4-reasoning-plus model to provide step-by-step solutions
|
| 126 |
+
to math problems. Enter your math problem, and get a detailed explanation with clear reasoning steps.
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| 127 |
+
""")
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| 128 |
+
|
| 129 |
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# Main tabs
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| 130 |
+
with gr.Tabs():
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| 131 |
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with gr.TabItem("Problem Solver"):
|
| 132 |
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with gr.Row():
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| 133 |
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with gr.Column(scale=1):
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| 134 |
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api_key_input = gr.Textbox(
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| 135 |
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label="OpenRouter API Key",
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| 136 |
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placeholder="Enter your OpenRouter API key (starts with sk-or-)",
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| 137 |
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type="password"
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| 138 |
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)
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| 139 |
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problem_input = gr.Textbox(
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| 140 |
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label="Math Problem",
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| 141 |
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placeholder="Enter your math problem here...",
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| 142 |
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lines=5
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| 143 |
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)
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| 144 |
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with gr.Row():
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| 145 |
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submit_btn = gr.Button("Solve Problem", variant="primary")
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| 146 |
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clear_btn = gr.Button("Clear")
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| 147 |
+
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| 148 |
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with gr.Column(scale=2):
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| 149 |
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solution_output = gr.Markdown(label="Solution")
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| 150 |
+
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| 151 |
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# Store conversation history (invisible to user)
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| 152 |
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conversation_history = gr.State(value=None)
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| 153 |
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| 154 |
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# Button actions
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| 155 |
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submit_btn.click(
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| 156 |
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fn=generate_math_solution,
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| 157 |
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inputs=[api_key_input, problem_input, conversation_history],
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| 158 |
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outputs=[solution_output, conversation_history]
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| 159 |
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)
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| 160 |
+
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| 161 |
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clear_btn.click(
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| 162 |
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fn=lambda: ("", None),
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| 163 |
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inputs=[],
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| 164 |
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outputs=[solution_output, conversation_history]
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| 165 |
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)
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| 166 |
+
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| 167 |
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with gr.TabItem("Practice Problems"):
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| 168 |
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with gr.Row():
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| 169 |
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with gr.Column(scale=1):
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| 170 |
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practice_api_key = gr.Textbox(
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| 171 |
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label="OpenRouter API Key",
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| 172 |
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placeholder="Enter your OpenRouter API key (starts with sk-or-)",
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| 173 |
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type="password"
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| 174 |
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)
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| 175 |
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topic_input = gr.Textbox(
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| 176 |
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label="Math Topic",
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| 177 |
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placeholder="e.g., Algebra, Calculus, Geometry...",
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| 178 |
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)
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| 179 |
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difficulty_input = gr.Dropdown(
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| 180 |
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label="Difficulty Level",
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| 181 |
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choices=["Easy", "Medium", "Hard", "Challenge"],
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| 182 |
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value="Medium"
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| 183 |
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)
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| 184 |
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generate_btn = gr.Button("Generate Practice Problem", variant="primary")
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| 185 |
+
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| 186 |
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with gr.Column(scale=2):
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| 187 |
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practice_problem_output = gr.Markdown(label="Practice Problem")
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| 188 |
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solve_practice_btn = gr.Button("Solve This Practice Problem")
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| 189 |
+
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| 190 |
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# Store practice problem history
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| 191 |
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practice_history = gr.State(value=None)
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| 192 |
+
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| 193 |
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# Button actions for practice problems
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| 194 |
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generate_btn.click(
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| 195 |
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fn=generate_practice_problem,
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| 196 |
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inputs=[practice_api_key, topic_input, difficulty_input, practice_history],
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| 197 |
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outputs=[practice_problem_output, practice_history]
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| 198 |
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)
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| 199 |
+
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| 200 |
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# Button to transfer practice problem to solver
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| 201 |
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solve_practice_btn.click(
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| 202 |
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fn=lambda problem: problem,
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| 203 |
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inputs=[practice_problem_output],
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| 204 |
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outputs=[problem_input],
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| 205 |
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_js="() => {document.querySelector('button[id^=\"tabitem\"]').click();}"
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| 206 |
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)
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| 207 |
+
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| 208 |
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with gr.TabItem("Help"):
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| 209 |
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gr.Markdown("""
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| 210 |
+
## How to Use the Advanced Math Tutor
|
| 211 |
+
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| 212 |
+
### Getting Started
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| 213 |
+
1. You'll need an API key from OpenRouter to use this app
|
| 214 |
+
2. Sign up at [OpenRouter](https://openrouter.ai/) to get your API key
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| 215 |
+
3. Enter your API key in the designated field
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| 216 |
+
|
| 217 |
+
### Solving Math Problems
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| 218 |
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- Type or paste your math problem in the input field
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| 219 |
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- Click "Solve Problem" to get a detailed step-by-step solution
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| 220 |
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- The solution will include explanations for each step
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| 221 |
+
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| 222 |
+
### Practice Problems
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| 223 |
+
- Go to the Practice Problems tab
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| 224 |
+
- Enter a math topic (e.g., "Integration", "Linear Equations")
|
| 225 |
+
- Select a difficulty level
|
| 226 |
+
- Click "Generate Practice Problem" to get a new problem
|
| 227 |
+
- Use "Solve This Practice Problem" to transfer it to the solver
|
| 228 |
+
|
| 229 |
+
### Tips for Best Results
|
| 230 |
+
- Be specific in your problem description
|
| 231 |
+
- Include all necessary information
|
| 232 |
+
- For complex equations, use clear notation
|
| 233 |
+
|
| 234 |
+
### Example Problems
|
| 235 |
+
Try these example problems:
|
| 236 |
+
- Solve the quadratic equation: 3x² + 5x - 2 = 0
|
| 237 |
+
- Find the derivative of f(x) = x³ln(x)
|
| 238 |
+
- Calculate the area of a circle with radius 5 cm
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| 239 |
+
""")
|
| 240 |
+
|
| 241 |
+
# Footer
|
| 242 |
+
gr.Markdown("""
|
| 243 |
+
---
|
| 244 |
+
### About
|
| 245 |
+
This application uses Microsoft's Phi-4-reasoning-plus model via OpenRouter to generate step-by-step solutions.
|
| 246 |
+
Your API key is required but not stored permanently.
|
| 247 |
+
""")
|
| 248 |
+
|
| 249 |
+
return demo
|
| 250 |
+
|
| 251 |
+
# Launch the app
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| 252 |
+
if __name__ == "__main__":
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| 253 |
+
demo = create_demo()
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| 254 |
+
demo.launch()
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