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app.py
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1 |
+
import gradio as gr
|
2 |
+
import PyPDF2
|
3 |
+
import docx
|
4 |
+
from openai import OpenAI
|
5 |
+
import io
|
6 |
+
import json
|
7 |
+
import time
|
8 |
+
from typing import List, Dict, Any
|
9 |
+
|
10 |
+
class EducationalContentCreator:
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11 |
+
def __init__(self):
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12 |
+
self.client = None
|
13 |
+
self.document_text = ""
|
14 |
+
self.model = "google/gemma-3-27b-it:free"
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15 |
+
|
16 |
+
def setup_client(self, api_key: str):
|
17 |
+
"""Initialize OpenAI client with OpenRouter"""
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18 |
+
try:
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19 |
+
self.client = OpenAI(
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20 |
+
base_url="https://openrouter.ai/api/v1",
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21 |
+
api_key=api_key,
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22 |
+
)
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23 |
+
return "β
API Key configured successfully!"
|
24 |
+
except Exception as e:
|
25 |
+
return f"β Error configuring API: {str(e)}"
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26 |
+
|
27 |
+
def extract_text_from_pdf(self, file_path: str) -> str:
|
28 |
+
"""Extract text from PDF file"""
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29 |
+
try:
|
30 |
+
with open(file_path, 'rb') as file:
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31 |
+
pdf_reader = PyPDF2.PdfReader(file)
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32 |
+
text = ""
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33 |
+
for page in pdf_reader.pages:
|
34 |
+
text += page.extract_text() + "\n"
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35 |
+
return text
|
36 |
+
except Exception as e:
|
37 |
+
return f"Error reading PDF: {str(e)}"
|
38 |
+
|
39 |
+
def extract_text_from_docx(self, file_path: str) -> str:
|
40 |
+
"""Extract text from DOCX file"""
|
41 |
+
try:
|
42 |
+
doc = docx.Document(file_path)
|
43 |
+
text = ""
|
44 |
+
for paragraph in doc.paragraphs:
|
45 |
+
text += paragraph.text + "\n"
|
46 |
+
return text
|
47 |
+
except Exception as e:
|
48 |
+
return f"Error reading DOCX: {str(e)}"
|
49 |
+
|
50 |
+
def process_document(self, file):
|
51 |
+
"""Process uploaded document and extract text"""
|
52 |
+
if file is None:
|
53 |
+
return "β No file uploaded"
|
54 |
+
|
55 |
+
file_path = file.name
|
56 |
+
file_extension = file_path.lower().split('.')[-1]
|
57 |
+
|
58 |
+
if file_extension == 'pdf':
|
59 |
+
self.document_text = self.extract_text_from_pdf(file_path)
|
60 |
+
elif file_extension in ['docx', 'doc']:
|
61 |
+
self.document_text = self.extract_text_from_docx(file_path)
|
62 |
+
else:
|
63 |
+
return "β Unsupported file format. Please upload PDF or DOCX files."
|
64 |
+
|
65 |
+
if self.document_text and len(self.document_text.strip()) > 0:
|
66 |
+
word_count = len(self.document_text.split())
|
67 |
+
return f"β
Document processed successfully!\nπ Word count: {word_count}\nπ Preview: {self.document_text[:200]}..."
|
68 |
+
else:
|
69 |
+
return "β Could not extract text from the document"
|
70 |
+
|
71 |
+
def generate_content(self, prompt: str, max_tokens: int = 2000) -> str:
|
72 |
+
"""Generate content using the AI model"""
|
73 |
+
if not self.client:
|
74 |
+
return "β Please configure your API key first"
|
75 |
+
|
76 |
+
if not self.document_text:
|
77 |
+
return "β Please upload and process a document first"
|
78 |
+
|
79 |
+
try:
|
80 |
+
completion = self.client.chat.completions.create(
|
81 |
+
extra_headers={
|
82 |
+
"HTTP-Referer": "https://educational-assistant.app",
|
83 |
+
"X-Title": "Educational Content Creator",
|
84 |
+
},
|
85 |
+
model=self.model,
|
86 |
+
messages=[
|
87 |
+
{
|
88 |
+
"role": "system",
|
89 |
+
"content": "You are an expert educational content creator. Create comprehensive, engaging, and pedagogically sound educational materials based on the provided document content."
|
90 |
+
},
|
91 |
+
{
|
92 |
+
"role": "user",
|
93 |
+
"content": f"Document Content:\n{self.document_text}\n\n{prompt}"
|
94 |
+
}
|
95 |
+
],
|
96 |
+
max_tokens=max_tokens,
|
97 |
+
temperature=0.7
|
98 |
+
)
|
99 |
+
return completion.choices[0].message.content
|
100 |
+
except Exception as e:
|
101 |
+
return f"β Error generating content: {str(e)}"
|
102 |
+
|
103 |
+
def generate_summary(self):
|
104 |
+
"""Generate comprehensive summary"""
|
105 |
+
prompt = """Create a comprehensive summary of this document with the following structure:
|
106 |
+
|
107 |
+
## π Executive Summary
|
108 |
+
Provide a brief overview in 2-3 sentences.
|
109 |
+
|
110 |
+
## π― Key Points
|
111 |
+
List the main concepts, ideas, or arguments presented.
|
112 |
+
|
113 |
+
## π Detailed Summary
|
114 |
+
Provide a thorough summary organized by topics or sections.
|
115 |
+
|
116 |
+
## π‘ Important Takeaways
|
117 |
+
Highlight the most crucial information students should remember.
|
118 |
+
"""
|
119 |
+
return self.generate_content(prompt)
|
120 |
+
|
121 |
+
def generate_study_notes(self):
|
122 |
+
"""Generate structured study notes"""
|
123 |
+
prompt = """Create comprehensive study notes from this document with:
|
124 |
+
|
125 |
+
## π Study Notes
|
126 |
+
|
127 |
+
### π Key Concepts
|
128 |
+
- Define important terms and concepts
|
129 |
+
- Explain their significance
|
130 |
+
|
131 |
+
### π Main Topics
|
132 |
+
Organize content into clear sections with:
|
133 |
+
- Topic headings
|
134 |
+
- Key points under each topic
|
135 |
+
- Supporting details and examples
|
136 |
+
|
137 |
+
### π§ Memory Aids
|
138 |
+
- Create mnemonics for complex information
|
139 |
+
- Suggest visualization techniques
|
140 |
+
- Provide connection points between concepts
|
141 |
+
|
142 |
+
### β‘ Quick Review Points
|
143 |
+
- Bullet points for rapid review
|
144 |
+
- Essential facts and figures
|
145 |
+
"""
|
146 |
+
return self.generate_content(prompt)
|
147 |
+
|
148 |
+
def generate_quiz(self):
|
149 |
+
"""Generate quiz questions"""
|
150 |
+
prompt = """Create a comprehensive quiz based on this document:
|
151 |
+
|
152 |
+
## π Quiz Questions
|
153 |
+
|
154 |
+
### Multiple Choice Questions (5 questions)
|
155 |
+
For each question, provide:
|
156 |
+
- Clear question
|
157 |
+
- 4 options (A, B, C, D)
|
158 |
+
- Correct answer
|
159 |
+
- Brief explanation
|
160 |
+
|
161 |
+
### Short Answer Questions (5 questions)
|
162 |
+
- Questions requiring 2-3 sentence answers
|
163 |
+
- Cover key concepts and applications
|
164 |
+
|
165 |
+
### Essay Questions (2 questions)
|
166 |
+
- Thought-provoking questions requiring detailed responses
|
167 |
+
- Focus on analysis, synthesis, or evaluation
|
168 |
+
|
169 |
+
### Answer Key
|
170 |
+
Provide all correct answers with explanations.
|
171 |
+
"""
|
172 |
+
return self.generate_content(prompt, max_tokens=3000)
|
173 |
+
|
174 |
+
def generate_flashcards(self):
|
175 |
+
"""Generate flashcards"""
|
176 |
+
prompt = """Create 15-20 flashcards based on this document:
|
177 |
+
|
178 |
+
## π΄ Flashcards
|
179 |
+
|
180 |
+
Format each flashcard as:
|
181 |
+
**Card X:**
|
182 |
+
**Front:** [Question/Term]
|
183 |
+
**Back:** [Answer/Definition/Explanation]
|
184 |
+
|
185 |
+
Include flashcards for:
|
186 |
+
- Key terms and definitions
|
187 |
+
- Important concepts
|
188 |
+
- Facts and figures
|
189 |
+
- Cause and effect relationships
|
190 |
+
- Applications and examples
|
191 |
+
|
192 |
+
Make questions clear and answers comprehensive but concise.
|
193 |
+
"""
|
194 |
+
return self.generate_content(prompt, max_tokens=2500)
|
195 |
+
|
196 |
+
def generate_mind_map(self):
|
197 |
+
"""Generate mind map structure"""
|
198 |
+
prompt = """Create a detailed mind map structure for this document:
|
199 |
+
|
200 |
+
## π§ Mind Map Structure
|
201 |
+
|
202 |
+
**Central Topic:** [Main subject of the document]
|
203 |
+
|
204 |
+
### Primary Branches:
|
205 |
+
For each main topic, create branches with:
|
206 |
+
- **Branch 1:** [Topic Name]
|
207 |
+
- Sub-branch 1.1: [Subtopic]
|
208 |
+
- Detail 1.1.1
|
209 |
+
- Detail 1.1.2
|
210 |
+
- Sub-branch 1.2: [Subtopic]
|
211 |
+
- Detail 1.2.1
|
212 |
+
- Detail 1.2.2
|
213 |
+
|
214 |
+
### Connections:
|
215 |
+
- Identify relationships between different branches
|
216 |
+
- Note cross-references and dependencies
|
217 |
+
- Highlight cause-effect relationships
|
218 |
+
|
219 |
+
### Visual Elements Suggestions:
|
220 |
+
- Color coding recommendations
|
221 |
+
- Symbol suggestions for different types of information
|
222 |
+
- Emphasis techniques for key concepts
|
223 |
+
"""
|
224 |
+
return self.generate_content(prompt)
|
225 |
+
|
226 |
+
def generate_lesson_plan(self):
|
227 |
+
"""Generate lesson plan"""
|
228 |
+
prompt = """Create a detailed lesson plan based on this document:
|
229 |
+
|
230 |
+
## π Lesson Plan
|
231 |
+
|
232 |
+
### Learning Objectives
|
233 |
+
By the end of this lesson, students will be able to:
|
234 |
+
- [Specific, measurable objectives]
|
235 |
+
|
236 |
+
### Prerequisites
|
237 |
+
- Required background knowledge
|
238 |
+
- Recommended prior reading
|
239 |
+
|
240 |
+
### Lesson Structure (60 minutes)
|
241 |
+
|
242 |
+
**Introduction (10 minutes)**
|
243 |
+
- Hook/attention grabber
|
244 |
+
- Learning objectives overview
|
245 |
+
|
246 |
+
**Main Content (35 minutes)**
|
247 |
+
- Key concepts presentation
|
248 |
+
- Activities and examples
|
249 |
+
- Discussion points
|
250 |
+
|
251 |
+
**Practice & Application (10 minutes)**
|
252 |
+
- Practice exercises
|
253 |
+
- Real-world applications
|
254 |
+
|
255 |
+
**Wrap-up & Assessment (5 minutes)**
|
256 |
+
- Summary of key points
|
257 |
+
- Quick assessment questions
|
258 |
+
|
259 |
+
### Materials Needed
|
260 |
+
- List of required resources
|
261 |
+
|
262 |
+
### Assessment Methods
|
263 |
+
- How to evaluate student understanding
|
264 |
+
|
265 |
+
### Homework/Extension Activities
|
266 |
+
- Additional practice opportunities
|
267 |
+
"""
|
268 |
+
return self.generate_content(prompt, max_tokens=2500)
|
269 |
+
|
270 |
+
def generate_concept_explanations(self):
|
271 |
+
"""Generate detailed concept explanations"""
|
272 |
+
prompt = """Provide detailed explanations of key concepts from this document:
|
273 |
+
|
274 |
+
## π Concept Deep Dive
|
275 |
+
|
276 |
+
For each major concept, provide:
|
277 |
+
|
278 |
+
### Concept Name
|
279 |
+
**Definition:** Clear, precise definition
|
280 |
+
|
281 |
+
**Explanation:** Detailed explanation in simple terms
|
282 |
+
|
283 |
+
**Examples:** Real-world examples and applications
|
284 |
+
|
285 |
+
**Analogies:** Helpful comparisons to familiar concepts
|
286 |
+
|
287 |
+
**Common Misconceptions:** What students often get wrong
|
288 |
+
|
289 |
+
**Connection to Other Concepts:** How it relates to other topics
|
290 |
+
|
291 |
+
**Practice Application:** Simple exercise or question
|
292 |
+
|
293 |
+
---
|
294 |
+
|
295 |
+
Repeat this structure for all major concepts in the document.
|
296 |
+
"""
|
297 |
+
return self.generate_content(prompt, max_tokens=3000)
|
298 |
+
|
299 |
+
def generate_practice_problems(self):
|
300 |
+
"""Generate practice problems"""
|
301 |
+
prompt = """Create practice problems based on this document:
|
302 |
+
|
303 |
+
## πͺ Practice Problems
|
304 |
+
|
305 |
+
### Beginner Level (5 problems)
|
306 |
+
- Basic application of concepts
|
307 |
+
- Direct recall and simple calculations
|
308 |
+
- Step-by-step solutions provided
|
309 |
+
|
310 |
+
### Intermediate Level (5 problems)
|
311 |
+
- Multi-step problems
|
312 |
+
- Requires understanding of relationships
|
313 |
+
- Guided solutions with explanations
|
314 |
+
|
315 |
+
### Advanced Level (3 problems)
|
316 |
+
- Complex scenarios
|
317 |
+
- Requires analysis and synthesis
|
318 |
+
- Detailed solution strategies
|
319 |
+
|
320 |
+
### Challenge Problems (2 problems)
|
321 |
+
- Extension beyond document content
|
322 |
+
- Creative application
|
323 |
+
- Multiple solution approaches
|
324 |
+
|
325 |
+
**For each problem, include:**
|
326 |
+
- Clear problem statement
|
327 |
+
- Required formulas/concepts
|
328 |
+
- Step-by-step solution
|
329 |
+
- Common mistakes to avoid
|
330 |
+
"""
|
331 |
+
return self.generate_content(prompt, max_tokens=3500)
|
332 |
+
|
333 |
+
# Initialize the educational content creator
|
334 |
+
creator = EducationalContentCreator()
|
335 |
+
|
336 |
+
# Create Gradio interface
|
337 |
+
def create_interface():
|
338 |
+
with gr.Blocks(title="π Educational Content Creator Assistant", theme=gr.themes.Soft()) as app:
|
339 |
+
gr.Markdown("""
|
340 |
+
# π Educational Content Creator Assistant
|
341 |
+
Transform your documents into comprehensive educational materials using AI!
|
342 |
+
|
343 |
+
**Features:** Study Notes β’ Quizzes β’ Flashcards β’ Mind Maps β’ Lesson Plans β’ Practice Problems & More!
|
344 |
+
""")
|
345 |
+
|
346 |
+
with gr.Row():
|
347 |
+
with gr.Column(scale=1):
|
348 |
+
gr.Markdown("### π Setup")
|
349 |
+
api_key = gr.Textbox(
|
350 |
+
label="OpenRouter API Key",
|
351 |
+
type="password",
|
352 |
+
placeholder="Enter your OpenRouter API key..."
|
353 |
+
)
|
354 |
+
setup_btn = gr.Button("π§ Configure API", variant="primary")
|
355 |
+
setup_status = gr.Textbox(label="Status", interactive=False)
|
356 |
+
|
357 |
+
gr.Markdown("### π Document Upload")
|
358 |
+
file_upload = gr.File(
|
359 |
+
label="Upload Document (PDF or DOCX)",
|
360 |
+
file_types=[".pdf", ".docx", ".doc"]
|
361 |
+
)
|
362 |
+
process_btn = gr.Button("π Process Document", variant="secondary")
|
363 |
+
process_status = gr.Textbox(label="Processing Status", interactive=False)
|
364 |
+
|
365 |
+
with gr.Column(scale=2):
|
366 |
+
gr.Markdown("### π― Generate Educational Content")
|
367 |
+
|
368 |
+
with gr.Row():
|
369 |
+
summary_btn = gr.Button("π Generate Summary", variant="primary")
|
370 |
+
notes_btn = gr.Button("π Study Notes", variant="primary")
|
371 |
+
quiz_btn = gr.Button("π Create Quiz", variant="primary")
|
372 |
+
|
373 |
+
with gr.Row():
|
374 |
+
flashcards_btn = gr.Button("π΄ Flashcards", variant="secondary")
|
375 |
+
mindmap_btn = gr.Button("π§ Mind Map", variant="secondary")
|
376 |
+
lesson_btn = gr.Button("π Lesson Plan", variant="secondary")
|
377 |
+
|
378 |
+
with gr.Row():
|
379 |
+
concepts_btn = gr.Button("π Concept Explanations", variant="secondary")
|
380 |
+
problems_btn = gr.Button("πͺ Practice Problems", variant="secondary")
|
381 |
+
|
382 |
+
output = gr.Textbox(
|
383 |
+
label="Generated Content",
|
384 |
+
lines=20,
|
385 |
+
max_lines=30,
|
386 |
+
placeholder="Generated educational content will appear here...",
|
387 |
+
show_copy_button=True
|
388 |
+
)
|
389 |
+
|
390 |
+
gr.Markdown("""
|
391 |
+
### π How to Use:
|
392 |
+
1. **Get API Key:** Sign up at [OpenRouter](https://openrouter.ai/) and get your API key
|
393 |
+
2. **Configure:** Enter your API key and click "Configure API"
|
394 |
+
3. **Upload:** Upload a PDF or DOCX document
|
395 |
+
4. **Process:** Click "Process Document" to extract text
|
396 |
+
5. **Generate:** Choose any educational content type to generate
|
397 |
+
|
398 |
+
### π― Content Types:
|
399 |
+
- **Summary:** Comprehensive overview with key points
|
400 |
+
- **Study Notes:** Structured notes with key concepts and memory aids
|
401 |
+
- **Quiz:** Multiple choice, short answer, and essay questions
|
402 |
+
- **Flashcards:** Question-answer pairs for memorization
|
403 |
+
- **Mind Map:** Visual structure of document concepts
|
404 |
+
- **Lesson Plan:** Complete teaching plan with objectives and activities
|
405 |
+
- **Concept Explanations:** Deep dive into key concepts with examples
|
406 |
+
- **Practice Problems:** Graded exercises from beginner to advanced
|
407 |
+
""")
|
408 |
+
|
409 |
+
# Event handlers
|
410 |
+
setup_btn.click(
|
411 |
+
creator.setup_client,
|
412 |
+
inputs=[api_key],
|
413 |
+
outputs=[setup_status]
|
414 |
+
)
|
415 |
+
|
416 |
+
process_btn.click(
|
417 |
+
creator.process_document,
|
418 |
+
inputs=[file_upload],
|
419 |
+
outputs=[process_status]
|
420 |
+
)
|
421 |
+
|
422 |
+
summary_btn.click(
|
423 |
+
creator.generate_summary,
|
424 |
+
outputs=[output]
|
425 |
+
)
|
426 |
+
|
427 |
+
notes_btn.click(
|
428 |
+
creator.generate_study_notes,
|
429 |
+
outputs=[output]
|
430 |
+
)
|
431 |
+
|
432 |
+
quiz_btn.click(
|
433 |
+
creator.generate_quiz,
|
434 |
+
outputs=[output]
|
435 |
+
)
|
436 |
+
|
437 |
+
flashcards_btn.click(
|
438 |
+
creator.generate_flashcards,
|
439 |
+
outputs=[output]
|
440 |
+
)
|
441 |
+
|
442 |
+
mindmap_btn.click(
|
443 |
+
creator.generate_mind_map,
|
444 |
+
outputs=[output]
|
445 |
+
)
|
446 |
+
|
447 |
+
lesson_btn.click(
|
448 |
+
creator.generate_lesson_plan,
|
449 |
+
outputs=[output]
|
450 |
+
)
|
451 |
+
|
452 |
+
concepts_btn.click(
|
453 |
+
creator.generate_concept_explanations,
|
454 |
+
outputs=[output]
|
455 |
+
)
|
456 |
+
|
457 |
+
problems_btn.click(
|
458 |
+
creator.generate_practice_problems,
|
459 |
+
outputs=[output]
|
460 |
+
)
|
461 |
+
|
462 |
+
return app
|
463 |
+
|
464 |
+
# Launch the application
|
465 |
+
if __name__ == "__main__":
|
466 |
+
app = create_interface()
|
467 |
+
app.launch(
|
468 |
+
server_name="0.0.0.0",
|
469 |
+
server_port=7860,
|
470 |
+
share=True,
|
471 |
+
show_error=True
|
472 |
+
)
|