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import gradio as gr
from groq import Groq
import os
from PIL import Image, ImageDraw, ImageFont
from datetime import datetime
import json
import tempfile
from typing import List, Dict, Tuple, Optional
from dataclasses import dataclass
import subprocess
@dataclass
class Question:
question: str
options: List[str]
correct_answer: int
@dataclass
class QuizFeedback:
is_correct: bool
selected: Optional[str]
correct_answer: str
class QuizGenerator:
def __init__(self, api_key: str):
self.client = Groq(api_key=api_key)
def generate_questions(self, text: str, num_questions: int) -> List[Question]:
prompt = self._create_prompt(text, num_questions)
try:
response = self.client.chat.completions.create(
messages=[
{
"role": "system",
"content": "You are a quiz generator. Create clear questions with concise answer options."
},
{
"role": "user",
"content": prompt
}
],
model="llama-3.2-3b-preview",
temperature=0.3,
max_tokens=2048
)
questions = self._parse_response(response.choices[0].message.content)
return self._validate_questions(questions, num_questions)
except Exception as e:
raise QuizGenerationError(f"Failed to generate questions: {str(e)}")
def _create_prompt(self, text: str, num_questions: int) -> str:
return f"""Create exactly {num_questions} multiple choice questions based on this text:
{text}
For each question:
1. Create a clear, concise question
2. Provide exactly 4 options
3. Mark the correct answer with the index (0-3)
4. Ensure options are concise and clear
Return ONLY a JSON array with this EXACT format - no other text:
[
{{
"question": "Question text here?",
"options": [
"Brief option 1",
"Brief option 2",
"Brief option 3",
"Brief option 4"
],
"correct_answer": 0
}}
]
Keep all options concise (10 words or less each).
"""
def _parse_response(self, response_text: str) -> List[Dict]:
response_text = response_text.replace("```json", "").replace("```", "").strip()
start_idx = response_text.find("[")
end_idx = response_text.rfind("]")
if start_idx == -1 or end_idx == -1:
raise ValueError("No valid JSON array found in response")
response_text = response_text[start_idx:end_idx + 1]
return json.loads(response_text)
def _validate_questions(self, questions: List[Dict], num_questions: int) -> List[Question]:
validated = []
for q in questions:
if not self._is_valid_question(q):
continue
validated.append(Question(
question=q["question"].strip(),
options=[opt.strip()[:100] for opt in q["options"]],
correct_answer=int(q["correct_answer"]) % 4
))
if not validated:
raise ValueError("No valid questions after validation")
return validated[:num_questions]
def _is_valid_question(self, question: Dict) -> bool:
return (
all(key in question for key in ["question", "options", "correct_answer"]) and
isinstance(question["options"], list) and
len(question["options"]) == 4 and
all(isinstance(opt, str) for opt in question["options"])
)
class FontManager:
"""Manages font installation and loading for the certificate generator"""
@staticmethod
def install_fonts():
"""Install required fonts if they're not already present"""
try:
# Install fonts package
subprocess.run([
"apt-get", "update", "-y"
], check=True)
subprocess.run([
"apt-get", "install", "-y",
"fonts-liberation", # Provides Liberation fonts (Arial alternative)
"fontconfig" # Font configuration
], check=True)
# Clear font cache
subprocess.run(["fc-cache", "-f"], check=True)
print("Fonts installed successfully")
except subprocess.CalledProcessError as e:
print(f"Warning: Could not install fonts: {e}")
except Exception as e:
print(f"Warning: Unexpected error installing fonts: {e}")
@staticmethod
def get_font_paths() -> Dict[str, str]:
"""Get the paths to the required fonts"""
# Liberation Sans is a metric-compatible replacement for Arial
font_paths = {
'regular': '/usr/share/fonts/truetype/liberation/LiberationSans-Regular.ttf',
'bold': '/usr/share/fonts/truetype/liberation/LiberationSans-Bold.ttf'
}
# Fallback paths for different distributions
fallback_paths = {
'regular': [
'/usr/share/fonts/liberation-sans/LiberationSans-Regular.ttf',
'/usr/share/fonts/truetype/liberation/LiberationSans-Regular.ttf',
'/usr/share/fonts/TTF/LiberationSans-Regular.ttf'
],
'bold': [
'/usr/share/fonts/liberation-sans/LiberationSans-Bold.ttf',
'/usr/share/fonts/truetype/liberation/LiberationSans-Bold.ttf',
'/usr/share/fonts/TTF/LiberationSans-Bold.ttf'
]
}
# Check fallback paths
for style in ['regular', 'bold']:
if not os.path.exists(font_paths[style]):
for path in fallback_paths[style]:
if os.path.exists(path):
font_paths[style] = path
break
return font_paths
class QuizGenerationError(Exception):
"""Exception raised for errors in quiz generation"""
pass
class CertificateGenerator:
def __init__(self):
self.certificate_size = (1200, 800)
self.border_color = '#4682B4'
self.background_color = '#F0F8FF'
# Install fonts if needed
FontManager.install_fonts()
self.font_paths = FontManager.get_font_paths()
def _load_fonts(self) -> Dict[str, ImageFont.FreeTypeFont]:
"""Load fonts with fallbacks"""
fonts = {}
try:
# Use Liberation Sans fonts instead of Arial
fonts['title'] = ImageFont.truetype(self.font_paths['bold'], 60)
fonts['text'] = ImageFont.truetype(self.font_paths['regular'], 40)
fonts['subtitle'] = ImageFont.truetype(self.font_paths['regular'], 30)
except Exception as e:
print(f"Font loading error: {e}. Using default font.")
default = ImageFont.load_default()
fonts = {
'title': default,
'text': default,
'subtitle': default
}
return fonts
def generate(
self,
score: float,
name: str,
course_name: str,
company_logo: Optional[str] = None,
participant_photo: Optional[str] = None
) -> str:
"""
Generate a certificate with custom styling and optional logo/photo
"""
try:
certificate = self._create_base_certificate()
draw = ImageDraw.Draw(certificate)
fonts = self._load_fonts()
self._add_borders(draw)
self._add_content(draw, fonts, str(name), str(course_name), float(score))
self._add_images(certificate, company_logo, participant_photo)
return self._save_certificate(certificate)
except Exception as e:
print(f"Error generating certificate: {e}")
return None
def _create_base_certificate(self) -> Image.Image:
return Image.new('RGB', self.certificate_size, self.background_color)
def _load_fonts(self) -> Dict[str, ImageFont.FreeTypeFont]:
try:
return {
'title': ImageFont.truetype("arial.ttf", 60),
'text': ImageFont.truetype("arial.ttf", 40),
'subtitle': ImageFont.truetype("arial.ttf", 30)
}
except Exception as e:
print(f"Font loading error: {e}. Using default font.")
default = ImageFont.load_default()
return {'title': default, 'text': default, 'subtitle': default}
def _add_borders(self, draw: ImageDraw.Draw):
# Main borders
draw.rectangle([20, 20, 1180, 780], outline=self.border_color, width=3)
draw.rectangle([40, 40, 1160, 760], outline=self.border_color, width=1)
# Decorative corners
self._add_decorative_corners(draw)
def _add_decorative_corners(self, draw: ImageDraw.Draw):
corner_size = 20
corners = [
# Top-left
[(20, 40), (20 + corner_size, 40)],
[(40, 20), (40, 20 + corner_size)],
# Top-right
[(1180 - corner_size, 40), (1180, 40)],
[(1160, 20), (1160, 20 + corner_size)],
# Bottom-left
[(20, 760), (20 + corner_size, 760)],
[(40, 780 - corner_size), (40, 780)],
# Bottom-right
[(1180 - corner_size, 760), (1180, 760)],
[(1160, 780 - corner_size), (1160, 780)]
]
for corner in corners:
draw.line(corner, fill=self.border_color, width=2)
def _add_content(
self,
draw: ImageDraw.Draw,
fonts: Dict[str, ImageFont.FreeTypeFont],
name: str,
course_name: str,
score: float
):
# Title and headers
draw.text((600, 100), "CertifyMe AI", font=fonts['title'], fill=self.border_color, anchor="mm")
draw.text((600, 160), "Certificate of Achievement", font=fonts['subtitle'], fill=self.border_color, anchor="mm")
# Clean inputs
name = str(name).strip() or "Participant"
course_name = str(course_name).strip() or "Assessment"
# Main content
content = [
(300, "This is to certify that", 'black'),
(380, name, self.border_color),
(460, "has successfully completed", 'black'),
(540, course_name, self.border_color),
(620, f"with a score of {float(score):.1f}%", 'black'),
(700, datetime.now().strftime("%B %d, %Y"), 'black')
]
for y, text, color in content:
draw.text((600, y), text, font=fonts['text'], fill=color, anchor="mm")
def _add_images(
self,
certificate: Image.Image,
company_logo: Optional[str],
participant_photo: Optional[str]
):
if company_logo:
self._add_image(certificate, company_logo, (50, 50))
if participant_photo:
self._add_image(certificate, participant_photo, (1000, 50))
def _add_image(self, certificate: Image.Image, image_path: str, position: Tuple[int, int]):
try:
img = Image.open(image_path)
img.thumbnail((150, 150))
certificate.paste(img, position)
except Exception as e:
print(f"Error adding image: {e}")
def _save_certificate(self, certificate: Image.Image) -> str:
temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.png')
certificate.save(temp_file.name, 'PNG', quality=95)
return temp_file.name
class QuizApp:
def __init__(self, api_key: str):
self.quiz_generator = QuizGenerator(api_key)
self.certificate_generator = CertificateGenerator()
self.current_questions: List[Question] = []
def generate_questions(self, text: str, num_questions: int) -> Tuple[bool, List[Question]]:
"""
Generate quiz questions using the QuizGenerator
Returns (success, questions) tuple
"""
try:
questions = self.quiz_generator.generate_questions(text, num_questions)
self.current_questions = questions
return True, questions
except Exception as e:
print(f"Error generating questions: {e}")
return False, []
def calculate_score(self, answers: List[Optional[str]]) -> Tuple[float, bool, List[QuizFeedback]]:
"""
Calculate the quiz score and generate feedback
Returns (score, passed, feedback) tuple
"""
if not answers or not self.current_questions:
return 0, False, []
feedback = []
correct = 0
for question, answer in zip(self.current_questions, answers):
if answer is None:
feedback.append(QuizFeedback(False, None, question.options[question.correct_answer]))
continue
try:
selected_index = question.options.index(answer)
is_correct = selected_index == question.correct_answer
if is_correct:
correct += 1
feedback.append(QuizFeedback(
is_correct,
answer,
question.options[question.correct_answer]
))
except ValueError:
feedback.append(QuizFeedback(False, answer, question.options[question.correct_answer]))
score = (correct / len(self.current_questions)) * 100
return score, score >= 80, feedback
def update_questions(self, text: str, num_questions: int) -> Tuple[gr.update, gr.update, List[gr.update], List[Question], gr.update]:
"""
Event handler for generating new questions
"""
if not text.strip():
return (
gr.update(value=""),
gr.update(value="⚠️ Please enter some text content to generate questions."),
*[gr.update(visible=False, choices=[]) for _ in range(5)],
[],
gr.update(selected=1)
)
success, questions = self.generate_questions(text, num_questions)
if not success or not questions:
return (
gr.update(value=""),
gr.update(value="❌ Failed to generate questions. Please try again."),
*[gr.update(visible=False, choices=[]) for _ in range(5)],
[],
gr.update(selected=1)
)
# Create question display
questions_html = "# 📝 Assessment Questions\n\n"
questions_html += "> Please select one answer for each question.\n\n"
# Update radio buttons
updates = []
for i, q in enumerate(questions):
questions_html += f"### Question {i+1}\n{q.question}\n\n"
updates.append(gr.update(
visible=True,
choices=q.options,
value=None,
label=f"Select your answer:"
))
# Hide unused radio buttons
for i in range(len(questions), 5):
updates.append(gr.update(visible=False, choices=[]))
return (
gr.update(value=questions_html),
gr.update(value=""),
*updates,
questions,
gr.update(selected=1)
)
def submit_quiz(self, q1: Optional[str], q2: Optional[str], q3: Optional[str],
q4: Optional[str], q5: Optional[str], questions: List[Question]
) -> Tuple[gr.update, List[gr.update], float, str, gr.update]:
"""
Event handler for quiz submission
"""
answers = [q1, q2, q3, q4, q5][:len(questions)]
if not all(a is not None for a in answers):
return (
gr.update(value="⚠️ Please answer all questions before submitting."),
*[gr.update() for _ in range(5)],
0,
"",
gr.update(selected=1)
)
score, passed, feedback = self.calculate_score(answers)
# Create feedback HTML
feedback_html = "# Assessment Results\n\n"
for i, (q, f) in enumerate(zip(self.current_questions, feedback)):
color = "green" if f.is_correct else "red"
symbol = "✅" if f.is_correct else "❌"
feedback_html += f"""
### Question {i+1}
{q.question}
<div style="color: {color}; padding: 10px; margin: 5px 0; border-left: 3px solid {color};">
{symbol} Your answer: {f.selected}
{'' if f.is_correct else f'<br>Correct answer: {f.correct_answer}'}
</div>
"""
# Add result message
if passed:
feedback_html += self._create_success_message(score)
result_msg = f"🎉 Congratulations! You passed with {score:.1f}%"
else:
feedback_html += self._create_failure_message(score)
result_msg = f"Score: {score:.1f}%. You need 80% to pass."
return (
gr.update(value=feedback_html),
*[gr.update(visible=False) for _ in range(5)],
score,
result_msg,
gr.update(selected=2)
)
def _create_success_message(self, score: float) -> str:
return f"""
<div style="background-color: #e6ffe6; padding: 20px; margin-top: 20px; border-radius: 10px;">
<h3 style="color: #008000;">🎉 Congratulations!</h3>
<p>You passed the assessment with a score of {score:.1f}%</p>
<p>Your certificate has been generated.</p>
</div>
"""
def _create_failure_message(self, score: float) -> str:
return f"""
<div style="background-color: #ffe6e6; padding: 20px; margin-top: 20px; border-radius: 10px;">
<h3 style="color: #cc0000;">Please Try Again</h3>
<p>Your score: {score:.1f}%</p>
<p>You need 80% or higher to pass and receive a certificate.</p>
</div>
"""
def create_quiz_interface():
if not os.getenv("GROQ_API_KEY"):
raise EnvironmentError("Please set your GROQ_API_KEY environment variable")
quiz_app = QuizApp(os.getenv("GROQ_API_KEY"))
with gr.Blocks(title="CertifyMe AI", theme=gr.themes.Soft()) as demo:
# State management
current_questions = gr.State([])
# UI Components layout
gr.Markdown("""
# 🎓 CertifyMe AI
### Transform Your Knowledge into Recognized Achievements
""")
with gr.Tabs() as tabs:
# Profile Setup Tab
with gr.Tab("📋 Step 1: Profile Setup"):
with gr.Row():
name = gr.Textbox(label="Full Name", placeholder="Enter your full name")
email = gr.Textbox(label="Email", placeholder="Enter your email")
text_input = gr.Textbox(
label="Learning Content",
placeholder="Enter the text content you want to be assessed on",
lines=10
)
num_questions = gr.Slider(
minimum=1,
maximum=5,
value=3,
step=1,
label="Number of Questions"
)
with gr.Row():
company_logo = gr.Image(label="Company Logo (Optional)", type="filepath")
participant_photo = gr.Image(label="Your Photo (Optional)", type="filepath")
generate_btn = gr.Button("Generate Assessment", variant="primary", size="lg")
# Assessment Tab
with gr.Tab("📝 Step 2: Take Assessment"):
feedback_box = gr.Markdown("")
question_box = gr.Markdown("")
answers = [
gr.Radio(choices=[], label=f"Question {i+1}", visible=False)
for i in range(5)
]
submit_btn = gr.Button("Submit Assessment", variant="primary", size="lg")
# Certification Tab
with gr.Tab("🎓 Step 3: Get Certified"):
score_display = gr.Number(label="Your Score")
result_message = gr.Markdown("")
course_name = gr.Textbox(
label="Certification Title",
value="Professional Assessment Certification"
)
certificate_display = gr.Image(label="Your Certificate")
# Event handlers
generate_btn.click(
fn=quiz_app.update_questions,
inputs=[text_input, num_questions],
outputs=[
question_box,
feedback_box,
*answers,
current_questions,
tabs
]
)
submit_btn.click(
fn=quiz_app.submit_quiz,
inputs=[*answers, current_questions],
outputs=[
feedback_box,
*answers,
score_display,
result_message,
tabs
]
)
score_display.change(
fn=quiz_app.certificate_generator.generate,
inputs=[score_display, name, course_name, company_logo, participant_photo],
outputs=certificate_display
)
return demo
if __name__ == "__main__":
demo = create_quiz_interface()
demo.launch() |