Create v1.txt
Browse files
v1.txt
ADDED
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1 |
+
import gradio as gr
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2 |
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import os
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3 |
+
import re
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4 |
+
from openai import OpenAI
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5 |
+
import time
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6 |
+
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7 |
+
# Function to generate math solution using the Phi-4-reasoning-plus model
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8 |
+
def generate_math_solution(api_key, problem_text, history=None):
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9 |
+
if not api_key.strip():
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10 |
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return "Please enter your OpenRouter API key.", history
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11 |
+
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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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14 |
+
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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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18 |
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api_key=api_key,
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19 |
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)
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20 |
+
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21 |
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messages = [
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22 |
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{"role": "system", "content":
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23 |
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"""You are an expert math tutor who explains concepts clearly and thoroughly.
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24 |
+
Analyze the given math problem and provide a detailed step-by-step solution.
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25 |
+
For each step:
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26 |
+
1. Show the mathematical operation
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27 |
+
2. Explain why this step is necessary
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28 |
+
3. Connect it to relevant mathematical concepts
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29 |
+
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30 |
+
Format your response with clear section headers using markdown.
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31 |
+
Begin with an "Initial Analysis" section, follow with numbered steps,
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32 |
+
and conclude with a "Final Answer" section."""},
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33 |
+
]
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34 |
+
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35 |
+
# Add conversation history if it exists
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36 |
+
if history:
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37 |
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for exchange in history:
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38 |
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messages.append({"role": "user", "content": exchange[0]})
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39 |
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if exchange[1]: # Check if there's a response
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40 |
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messages.append({"role": "assistant", "content": exchange[1]})
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41 |
+
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# Add the current problem
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messages.append({"role": "user", "content": f"Solve this math problem step-by-step: {problem_text}"})
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44 |
+
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45 |
+
# Create the completion
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46 |
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completion = client.chat.completions.create(
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47 |
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model="microsoft/phi-4-reasoning-plus:free",
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48 |
+
messages=messages,
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49 |
+
extra_headers={
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50 |
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"HTTP-Referer": "https://advancedmathtutor.edu",
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51 |
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"X-Title": "Advanced Math Tutor",
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52 |
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}
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53 |
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)
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54 |
+
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55 |
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solution = completion.choices[0].message.content
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56 |
+
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57 |
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# Update history
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58 |
+
if history is None:
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59 |
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history = []
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60 |
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history.append((problem_text, solution))
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61 |
+
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62 |
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return solution, history
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63 |
+
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64 |
+
except Exception as e:
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65 |
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error_message = f"Error: {str(e)}"
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66 |
+
return error_message, history
|
67 |
+
|
68 |
+
# Function to verify API key format
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69 |
+
def validate_api_key(api_key):
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70 |
+
# This is a simple check - OpenRouter keys typically start with "sk-or-"
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71 |
+
if api_key.startswith("sk-or-") and len(api_key) > 20:
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72 |
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return True
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73 |
+
return False
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74 |
+
|
75 |
+
# Function to process LaTeX in the solution
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76 |
+
def process_solution(solution):
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77 |
+
# Replace $...$ with $$...$$ for better rendering in Gradio markdown
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78 |
+
solution = re.sub(r'(?<!\$)\$(?!\$)(.+?)(?<!\$)\$(?!\$)', r'$$\1$$', solution)
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79 |
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return solution
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80 |
+
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81 |
+
# Define the Gradio interface
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82 |
+
def create_demo():
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83 |
+
with gr.Blocks(theme=gr.themes.Soft(primary_hue="blue")) as demo:
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84 |
+
gr.Markdown("# 📚 Advanced Math Tutor")
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85 |
+
gr.Markdown("""
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86 |
+
This application uses Microsoft's Phi-4-reasoning-plus model to provide step-by-step solutions
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87 |
+
to math problems. Enter your math problem, and get a detailed explanation with clear reasoning steps.
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88 |
+
""")
|
89 |
+
|
90 |
+
# Main tabs
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91 |
+
with gr.Tabs():
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92 |
+
with gr.TabItem("Problem Solver"):
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93 |
+
with gr.Row():
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94 |
+
with gr.Column(scale=1):
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95 |
+
api_key_input = gr.Textbox(
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96 |
+
label="OpenRouter API Key",
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97 |
+
placeholder="Enter your OpenRouter API key (starts with sk-or-)",
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98 |
+
type="password"
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99 |
+
)
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100 |
+
problem_input = gr.Textbox(
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101 |
+
label="Math Problem",
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102 |
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placeholder="Enter your math problem here...",
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103 |
+
lines=5
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104 |
+
)
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105 |
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example_problems = gr.Examples(
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106 |
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examples=[
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107 |
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["Solve the quadratic equation: 3x² + 5x - 2 = 0"],
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108 |
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["Find the derivative of f(x) = x³ln(x)"],
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109 |
+
["Calculate the area of a circle with radius 5 cm"],
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110 |
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["Find all values of x that satisfy the equation: log₂(x-1) + log₂(x+3) = 5"]
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111 |
+
],
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112 |
+
inputs=[problem_input],
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113 |
+
label="Example Problems"
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114 |
+
)
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115 |
+
with gr.Row():
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116 |
+
submit_btn = gr.Button("Solve Problem", variant="primary")
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117 |
+
clear_btn = gr.Button("Clear")
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118 |
+
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119 |
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with gr.Column(scale=2):
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120 |
+
solution_output = gr.Markdown(label="Solution")
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121 |
+
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122 |
+
# Store conversation history (invisible to user)
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123 |
+
conversation_history = gr.State(value=None)
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124 |
+
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125 |
+
# Button actions
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126 |
+
submit_btn.click(
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127 |
+
fn=generate_math_solution,
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128 |
+
inputs=[api_key_input, problem_input, conversation_history],
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129 |
+
outputs=[solution_output, conversation_history]
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130 |
+
)
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131 |
+
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132 |
+
clear_btn.click(
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133 |
+
fn=lambda: ("", None),
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134 |
+
inputs=[],
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135 |
+
outputs=[solution_output, conversation_history]
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136 |
+
)
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137 |
+
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138 |
+
with gr.TabItem("Help"):
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139 |
+
gr.Markdown("""
|
140 |
+
## How to Use the Advanced Math Tutor
|
141 |
+
|
142 |
+
### Getting Started
|
143 |
+
1. You'll need an API key from OpenRouter to use this app
|
144 |
+
2. Sign up at [OpenRouter](https://openrouter.ai/) to get your API key
|
145 |
+
3. Enter your API key in the designated field
|
146 |
+
|
147 |
+
### Solving Math Problems
|
148 |
+
- Type or paste your math problem in the input field
|
149 |
+
- Click "Solve Problem" to get a detailed step-by-step solution
|
150 |
+
- The solution will include explanations for each step
|
151 |
+
- You can also try one of the provided example problems
|
152 |
+
|
153 |
+
### Tips for Best Results
|
154 |
+
- Be specific in your problem description
|
155 |
+
- Include all necessary information
|
156 |
+
- For complex equations, use clear notation
|
157 |
+
- For algebraic expressions, use ^ for exponents (e.g., x^2 for x²)
|
158 |
+
- Use parentheses to group terms clearly
|
159 |
+
|
160 |
+
### Types of Problems You Can Solve
|
161 |
+
- Algebra (equations, inequalities, systems of equations)
|
162 |
+
- Calculus (derivatives, integrals, limits)
|
163 |
+
- Trigonometry
|
164 |
+
- Geometry
|
165 |
+
- Statistics and Probability
|
166 |
+
- Number Theory
|
167 |
+
- And many more!
|
168 |
+
""")
|
169 |
+
|
170 |
+
# Footer
|
171 |
+
gr.Markdown("""
|
172 |
+
---
|
173 |
+
### About
|
174 |
+
This application uses Microsoft's Phi-4-reasoning-plus model via OpenRouter to generate step-by-step solutions.
|
175 |
+
Your API key is required but not stored permanently.
|
176 |
+
""")
|
177 |
+
|
178 |
+
return demo
|
179 |
+
|
180 |
+
# Launch the app
|
181 |
+
if __name__ == "__main__":
|
182 |
+
demo = create_demo()
|
183 |
+
demo.launch()
|