Upload 2 files
Browse files- app.py +287 -0
- requirements.txt +3 -0
app.py
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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 |
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import re
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| 4 |
+
import time
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| 5 |
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import base64 # image has to be converted to base64
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| 6 |
+
from openai import OpenAI #openrouter access
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| 7 |
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from together import Together
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| 8 |
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from PIL import Image #pillow for image processing
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| 9 |
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import io
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+
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| 11 |
+
### function to create math solution from math problem text
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| 12 |
+
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| 13 |
+
def generate_math_solution_openrouter(api_key, problem_text, history=None):
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| 14 |
+
if not api_key.strip():
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| 15 |
+
return "Please enter your OpenRouter API key.", history
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| 16 |
+
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| 17 |
+
if not problem_text.strip():
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| 18 |
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return "Please enter a math problem so that I can solve it for you!",
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| 19 |
+
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| 20 |
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try:
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| 21 |
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client=OpenAI(
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base_url="https://openrouter.ai/api/v1",
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| 23 |
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api_key=api_key,
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| 24 |
+
)
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| 25 |
+
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| 26 |
+
messages= [
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| 27 |
+
{"role": "system", "content":
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| 28 |
+
"""You are an expert math tutor who explains concepts clearly and thoroughly.
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| 29 |
+
Analyze the given math problem and provide a detailed step-by-step solution.
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| 30 |
+
For each step:
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| 31 |
+
1. Show the mathematical operation
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| 32 |
+
2. Explain why this step is necessary
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| 33 |
+
3. Connect it to relevant mathematical concepts
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| 34 |
+
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| 35 |
+
Format your response with clear section headers using markdown.
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| 36 |
+
Begin with an "Initial Analysis" section, follow with numbered steps,
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| 37 |
+
and conclude with a "Final Answer" section."""},
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| 38 |
+
]
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| 39 |
+
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| 40 |
+
if history:
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| 41 |
+
for exchange in history:
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| 42 |
+
messages.append({"role": "user", "content": exchange[0]}) #asks a math prob
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| 43 |
+
if exchange[1]: # Check if there's a response
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| 44 |
+
messages.append({"role": "assistant", "content": exchange[1]}) #AI responses with a solution
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| 45 |
+
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| 46 |
+
# Add the current problem
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| 47 |
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messages.append({"role": "user", "content": f"Solve this math problem step-by-step: {problem_text}"})
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| 48 |
+
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| 49 |
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# Create the completion
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| 50 |
+
completion = client.chat.completions.create(
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| 51 |
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model="minimax/minimax-m2:free",
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| 52 |
+
messages=messages,
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| 53 |
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extra_headers={
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| 54 |
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"HTTP-Referer": "https://advancedmathtutor.edu",
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| 55 |
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"X-Title": "Advanced Math Tutor",
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| 56 |
+
}
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| 57 |
+
)
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| 58 |
+
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| 59 |
+
solution=completion.choices[0].message.content
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| 60 |
+
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| 61 |
+
# Update history
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| 62 |
+
if history is None: #no convo
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| 63 |
+
history = [] #my all convo saved here
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| 64 |
+
history.append((problem_text, solution)) #now i update my convo history
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| 65 |
+
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| 66 |
+
return solution, history
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| 67 |
+
|
| 68 |
+
except Exception as e:
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| 69 |
+
error_message = f"Error: {str(e)}"
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| 70 |
+
return error_message, history
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| 71 |
+
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| 72 |
+
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| 73 |
+
#image processing
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| 74 |
+
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| 75 |
+
def image_to_base64(image_path):
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| 76 |
+
if image_path is None:
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| 77 |
+
return None
|
| 78 |
+
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| 79 |
+
try:
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| 80 |
+
with open(image_path, "rb") as img_file:
|
| 81 |
+
return base64.b64encode(img_file.read()).decode("utf-8")
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| 82 |
+
except Exception as e:
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| 83 |
+
print(f"Error converting image to base64: {str(e)}")
|
| 84 |
+
return None
|
| 85 |
+
|
| 86 |
+
#### function for a math problem that uses image data (Together)
|
| 87 |
+
|
| 88 |
+
def generate_math_solution_together(api_key, problem_text, image_path=None, history=None):
|
| 89 |
+
if not api_key.strip():
|
| 90 |
+
return "Please enter your Together AI API key.", history
|
| 91 |
+
|
| 92 |
+
if not problem_text.strip() and image_path is None:
|
| 93 |
+
return "Please enter a math problem or upload an image of a math problem.", history
|
| 94 |
+
|
| 95 |
+
try:
|
| 96 |
+
client = Together(api_key=api_key)
|
| 97 |
+
|
| 98 |
+
messages= [
|
| 99 |
+
{"role": "system", "content":
|
| 100 |
+
"""You are an expert math tutor who explains concepts clearly and thoroughly.
|
| 101 |
+
Analyze the given math problem and provide a detailed step-by-step solution.
|
| 102 |
+
For each step:
|
| 103 |
+
1. Show the mathematical operation
|
| 104 |
+
2. Explain why this step is necessary
|
| 105 |
+
3. Connect it to relevant mathematical concepts
|
| 106 |
+
|
| 107 |
+
Format your response with clear section headers using markdown.
|
| 108 |
+
Begin with an "Initial Analysis" section, follow with numbered steps,
|
| 109 |
+
and conclude with a "Final Answer" section."""},
|
| 110 |
+
]
|
| 111 |
+
|
| 112 |
+
# Add conversation history if it exists
|
| 113 |
+
if history:
|
| 114 |
+
for exchange in history:
|
| 115 |
+
messages.append({"role": "user", "content": exchange[0]})
|
| 116 |
+
if exchange[1]: # Check if there's a response
|
| 117 |
+
messages.append({"role": "assistant", "content": exchange[1]})
|
| 118 |
+
|
| 119 |
+
# Prepare the user message content
|
| 120 |
+
user_message_content = [] # WE are going to add some instructions regarding how to solve the math problem in the image
|
| 121 |
+
|
| 122 |
+
# calculate the area of a circle with radius 6 cm (Image of a problem)
|
| 123 |
+
|
| 124 |
+
#problem text / user message = Before calculating area convert radius of 6 cm to meter first
|
| 125 |
+
|
| 126 |
+
# Add text content if provided
|
| 127 |
+
if problem_text.strip(): #image+instruction
|
| 128 |
+
user_message_content.append({
|
| 129 |
+
"type": "text",
|
| 130 |
+
"text": f"Solve this math problem: {problem_text}" #Before calculating area convert radius of 6 cm to meter first
|
| 131 |
+
})
|
| 132 |
+
else: #image
|
| 133 |
+
user_message_content.append({
|
| 134 |
+
"type": "text",
|
| 135 |
+
"text": "Solve this math problem from the image:"
|
| 136 |
+
})
|
| 137 |
+
|
| 138 |
+
# Add image if provided
|
| 139 |
+
if image_path:
|
| 140 |
+
# Convert image to base64
|
| 141 |
+
base64_image = image_to_base64(image_path)
|
| 142 |
+
if base64_image:
|
| 143 |
+
user_message_content.append({
|
| 144 |
+
"type": "image_url",
|
| 145 |
+
"image_url": {
|
| 146 |
+
"url": f"data:image/jpeg;base64,{base64_image}"
|
| 147 |
+
}
|
| 148 |
+
})
|
| 149 |
+
|
| 150 |
+
# Add the user message with content
|
| 151 |
+
messages.append({
|
| 152 |
+
"role": "user", #conversation saved with image data+usermessage/instruction
|
| 153 |
+
"content": user_message_content
|
| 154 |
+
})
|
| 155 |
+
|
| 156 |
+
|
| 157 |
+
response=client.chat.completions.create( #Together
|
| 158 |
+
model="ServiceNow-AI/Apriel-1.5-15b-Thinker",
|
| 159 |
+
messages=messages,
|
| 160 |
+
stream=False
|
| 161 |
+
)
|
| 162 |
+
|
| 163 |
+
solution=response.choices[0].message.content #problem----> ans syntax
|
| 164 |
+
|
| 165 |
+
# Update history - for simplicity, just store the text problem
|
| 166 |
+
if history is None:
|
| 167 |
+
history = []
|
| 168 |
+
history.append((problem_text if problem_text.strip() else "Image problem", solution))
|
| 169 |
+
|
| 170 |
+
return solution, history
|
| 171 |
+
|
| 172 |
+
except Exception as e:
|
| 173 |
+
error_message = f"Error: {str(e)}"
|
| 174 |
+
return error_message, history
|
| 175 |
+
|
| 176 |
+
def create_demo(): #interface design complete
|
| 177 |
+
with gr.Blocks(theme=gr.themes.Ocean(primary_hue="blue")) as demo:
|
| 178 |
+
gr.Markdown("# 📚 Advanced Math Tutor")
|
| 179 |
+
gr.Markdown("""
|
| 180 |
+
This application provides step-by-step solutions to math problems using advanced AI models.
|
| 181 |
+
Choose between OpenRouter's Phi-4-reasoning-plus for text-based problems or Together AI's
|
| 182 |
+
Llama-Vision for problems with images.
|
| 183 |
+
""")
|
| 184 |
+
|
| 185 |
+
with gr.Tabs():
|
| 186 |
+
with gr.TabItem("Text Problem Solver (OpenRouter)"):
|
| 187 |
+
with gr.Row():
|
| 188 |
+
with gr.Column(scale=1): #left side column design complete
|
| 189 |
+
openrouter_api_key = gr.Textbox(
|
| 190 |
+
label="OpenRouter API Key",
|
| 191 |
+
placeholder="Enter your OpenRouter API key (starts with sk-or-)",
|
| 192 |
+
type="password"
|
| 193 |
+
)
|
| 194 |
+
text_problem_input = gr.Textbox(
|
| 195 |
+
label="Math Problem",
|
| 196 |
+
placeholder="Enter your math problem here...", #Solve the quadratic equation: 3x² + 5x - 2 = 0"
|
| 197 |
+
lines=5
|
| 198 |
+
)
|
| 199 |
+
example_problems = gr.Examples(
|
| 200 |
+
examples=[
|
| 201 |
+
["Solve the quadratic equation: 3x² + 5x - 2 = 0"],
|
| 202 |
+
["Find the derivative of f(x) = x³ln(x)"],
|
| 203 |
+
["Calculate the area of a circle with radius 5 cm"],
|
| 204 |
+
["Find all values of x that satisfy the equation: log₂(x-1) + log₂(x+3) = 5"]
|
| 205 |
+
],
|
| 206 |
+
inputs=[text_problem_input],
|
| 207 |
+
label="Example Problems"
|
| 208 |
+
)
|
| 209 |
+
with gr.Row():
|
| 210 |
+
openrouter_submit_btn = gr.Button("Solve Problem", variant="primary")
|
| 211 |
+
openrouter_clear_btn = gr.Button("Clear")
|
| 212 |
+
|
| 213 |
+
with gr.Column(scale=2):
|
| 214 |
+
openrouter_solution_output = gr.Markdown(label="Solution")
|
| 215 |
+
|
| 216 |
+
# Store conversation history (invisible to user)
|
| 217 |
+
openrouter_conversation_history = gr.State(value=None)
|
| 218 |
+
|
| 219 |
+
# Button actions
|
| 220 |
+
openrouter_submit_btn.click(
|
| 221 |
+
fn=generate_math_solution_openrouter, #text problem solve
|
| 222 |
+
inputs=[openrouter_api_key, text_problem_input, openrouter_conversation_history],
|
| 223 |
+
outputs=[openrouter_solution_output, openrouter_conversation_history]
|
| 224 |
+
)
|
| 225 |
+
|
| 226 |
+
openrouter_clear_btn.click(
|
| 227 |
+
fn=lambda: ("", None),
|
| 228 |
+
inputs=[],
|
| 229 |
+
outputs=[openrouter_solution_output, openrouter_conversation_history]
|
| 230 |
+
)
|
| 231 |
+
|
| 232 |
+
with gr.TabItem("Image Problem Solver (Together AI)"):
|
| 233 |
+
with gr.Row():
|
| 234 |
+
with gr.Column(scale=1):
|
| 235 |
+
together_api_key = gr.Textbox(
|
| 236 |
+
label="Together AI API Key",
|
| 237 |
+
placeholder="Enter your Together AI API key",
|
| 238 |
+
type="password"
|
| 239 |
+
)
|
| 240 |
+
together_problem_input = gr.Textbox(
|
| 241 |
+
label="Problem Description/Instruction (Optional)",
|
| 242 |
+
placeholder="Enter additional context for the image problem...",
|
| 243 |
+
lines=3
|
| 244 |
+
)
|
| 245 |
+
together_image_input = gr.Image(
|
| 246 |
+
label="Upload Math Problem Image",
|
| 247 |
+
type="filepath"
|
| 248 |
+
)
|
| 249 |
+
with gr.Row():
|
| 250 |
+
together_submit_btn = gr.Button("Solve Problem", variant="primary")
|
| 251 |
+
together_clear_btn = gr.Button("Clear")
|
| 252 |
+
|
| 253 |
+
with gr.Column(scale=2):
|
| 254 |
+
together_solution_output = gr.Markdown(label="Solution")
|
| 255 |
+
|
| 256 |
+
# Store conversation history (invisible to user)
|
| 257 |
+
together_conversation_history = gr.State(value=None)
|
| 258 |
+
|
| 259 |
+
# Button actions
|
| 260 |
+
together_submit_btn.click(
|
| 261 |
+
fn=generate_math_solution_together,
|
| 262 |
+
inputs=[together_api_key, together_problem_input, together_image_input, together_conversation_history],
|
| 263 |
+
outputs=[together_solution_output, together_conversation_history]
|
| 264 |
+
)
|
| 265 |
+
|
| 266 |
+
together_clear_btn.click(
|
| 267 |
+
fn=lambda: ("", None),
|
| 268 |
+
inputs=[],
|
| 269 |
+
outputs=[together_solution_output, together_conversation_history]
|
| 270 |
+
)
|
| 271 |
+
|
| 272 |
+
|
| 273 |
+
# Footer
|
| 274 |
+
gr.Markdown("""
|
| 275 |
+
---
|
| 276 |
+
### About
|
| 277 |
+
This application uses Microsoft's Phi-4-reasoning-plus model via OpenRouter for text-based problems
|
| 278 |
+
and Llama-Vision-Free via Together AI for image-based problems.
|
| 279 |
+
Your API keys are required but not stored permanently.
|
| 280 |
+
""")
|
| 281 |
+
|
| 282 |
+
return demo
|
| 283 |
+
|
| 284 |
+
# Launch the app
|
| 285 |
+
if __name__ == "__main__":
|
| 286 |
+
demo = create_demo()
|
| 287 |
+
demo.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
openai
|
| 2 |
+
together
|
| 3 |
+
pillow
|