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import gradio as gr
from groq import Groq
import os
os.environ['GROQ_API_KEY'] = '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'
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", # Liberation Sans fonts
"fontconfig", # Font configuration
"fonts-dejavu-core" # DejaVu fonts as fallback
], 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 with multiple fallbacks"""
standard_paths = [
"/usr/share/fonts",
"/usr/local/share/fonts",
"/usr/share/fonts/truetype",
"~/.fonts"
]
font_paths = {
'regular': None,
'bold': None
}
# Common font filenames to try
fonts_to_try = {
'regular': [
'LiberationSans-Regular.ttf',
'DejaVuSans.ttf',
'FreeSans.ttf'
],
'bold': [
'LiberationSans-Bold.ttf',
'DejaVuSans-Bold.ttf',
'FreeSans-Bold.ttf'
]
}
def find_font(font_name: str) -> Optional[str]:
"""Search for a font file in standard locations"""
for base_path in standard_paths:
for root, _, files in os.walk(os.path.expanduser(base_path)):
if font_name in files:
return os.path.join(root, font_name)
return None
# Try to find each font
for style in ['regular', 'bold']:
for font_name in fonts_to_try[style]:
font_path = find_font(font_name)
if font_path:
font_paths[style] = font_path
break
# If no fonts found, try using fc-match as fallback
if not all(font_paths.values()):
try:
for style in ['regular', 'bold']:
if not font_paths[style]:
result = subprocess.run(
['fc-match', '-f', '%{file}', 'sans-serif:style=' + style],
capture_output=True,
text=True
)
if result.returncode == 0 and result.stdout.strip():
font_paths[style] = result.stdout.strip()
except Exception as e:
print(f"Warning: Could not use fc-match to find fonts: {e}")
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.background_color = '#FFFFFF'
self.border_color = '#1C1D1F'
# 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:
if self.font_paths['regular'] and self.font_paths['bold']:
fonts['title'] = ImageFont.truetype(self.font_paths['bold'], 36)
fonts['subtitle'] = ImageFont.truetype(self.font_paths['regular'], 14)
fonts['text'] = ImageFont.truetype(self.font_paths['regular'], 20)
fonts['name'] = ImageFont.truetype(self.font_paths['bold'], 32)
else:
raise ValueError("No suitable fonts found")
except Exception as e:
print(f"Font loading error: {e}. Using default font.")
default = ImageFont.load_default()
fonts = {
'title': default,
'subtitle': default,
'text': default,
'name': default
}
return fonts
def _add_professional_border(self, draw: ImageDraw.Draw):
# Single elegant inner border with padding
padding = 40
draw.rectangle(
[(padding, padding),
(self.certificate_size[0] - padding, self.certificate_size[1] - padding)],
outline='#1C1D1F',
width=2
)
def _add_content(
self,
draw: ImageDraw.Draw,
fonts: Dict[str, ImageFont.FreeTypeFont],
name: str,
course_name: str,
score: float
):
# Add "CERTIFICATE OF COMPLETION" text
draw.text((60, 140), "CERTIFICATE OF COMPLETION", font=fonts['subtitle'], fill='#666666')
# Add course name (large and bold)
course_name = course_name.strip() or "Assessment"
text_width = draw.textlength(course_name, fonts['title'])
max_width = self.certificate_size[0] - 120 # Leave margins
if text_width > max_width:
words = course_name.split()
lines = []
current_line = []
current_width = 0
for word in words:
word_width = draw.textlength(word + " ", fonts['title'])
if current_width + word_width <= max_width:
current_line.append(word)
current_width += word_width
else:
lines.append(" ".join(current_line))
current_line = [word]
current_width = word_width
if current_line:
lines.append(" ".join(current_line))
course_name = "\n".join(lines)
draw.multiline_text((60, 200), course_name, font=fonts['title'], fill='#1C1D1F', spacing=10)
# Add instructor info
draw.text((60, 300), "Instructor", font=fonts['subtitle'], fill='#666666')
draw.text((60, 330), "Quiztastic", font=fonts['text'], fill='#1C1D1F')
# Add participant name (large)
name = name.strip() or "Participant"
draw.text((60, 420), name, font=fonts['name'], fill='#1C1D1F')
# Add date and score info with spacing
date_str = datetime.now().strftime("%b. %d, %Y")
# Date section
draw.text((60, 500), "Date", font=fonts['subtitle'], fill='#666666')
draw.text((60, 530), date_str, font=fonts['text'], fill='#1C1D1F')
# Score section
draw.text((300, 500), "Score", font=fonts['subtitle'], fill='#666666')
draw.text((300, 530), f"{float(score):.1f}%", font=fonts['text'], fill='#1C1D1F')
# Footer section with certificate number and reference
certificate_id = f"Certificate no: {datetime.now().strftime('%Y%m%d')}-{abs(hash(name)) % 10000:04d}"
ref_number = f"Reference Number: {abs(hash(name + date_str)) % 10000:04d}"
# Draw footer text aligned to left and right
draw.text((60, 720), certificate_id, font=fonts['subtitle'], fill='#666666')
draw.text((1140, 720), ref_number, font=fonts['subtitle'], fill='#666666', anchor="ra")
def _add_logo(self, certificate: Image.Image, logo_path: str):
try:
logo = Image.open(logo_path)
# Resize logo to appropriate size
logo.thumbnail((150, 80))
# Position in top-left corner with padding
certificate.paste(logo, (60, 50), mask=logo if 'A' in logo.getbands() else None)
except Exception as e:
print(f"Error adding logo: {e}")
def _add_photo(self, certificate: Image.Image, photo_path: str):
try:
photo = Image.open(photo_path)
# Create circular mask
size = (100, 100)
mask = Image.new('L', size, 0)
draw = ImageDraw.Draw(mask)
draw.ellipse((0, 0, size[0], size[1]), fill=255)
# Resize photo maintaining aspect ratio
photo.thumbnail(size)
# Create a circular photo
output = Image.new('RGBA', size, (0, 0, 0, 0))
output.paste(photo, (0, 0))
output.putalpha(mask)
# Position in top-right corner with padding
certificate.paste(output, (1000, 50), mask=output)
except Exception as e:
print(f"Error adding photo: {e}")
def generate(
self,
score: float,
name: str,
course_name: str,
company_logo: Optional[str] = None,
participant_photo: Optional[str] = None
) -> str:
try:
certificate = self._create_base_certificate()
draw = ImageDraw.Draw(certificate)
# Add professional border
self._add_professional_border(draw)
fonts = self._load_fonts()
self._add_content(draw, fonts, str(name), str(course_name), float(score))
if company_logo:
self._add_logo(certificate, company_logo)
if participant_photo:
self._add_photo(certificate, 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 _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="β οΈ 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="β 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 = "# π 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="β οΈ 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 = "β
" if f.is_correct else "β"
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"π 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;">π 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="Quiztastic AI", theme=gr.themes.Soft()) as demo:
# State management
current_questions = gr.State([])
current_question_idx = gr.State(0)
answer_state = gr.State([None] * 5) # Store all answers
# Header
gr.Markdown("""
# π Quiztastic AI
### Transforming content into Quizzes.
""")
with gr.Tabs() as tabs:
# Profile Setup Tab
with gr.Tab(id=1,label="π 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=20,
value=10,
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(id=2,label="π Step 2: Take Assessment") as assessment_tab:
with gr.Column(visible=True) as question_box:
# Question section
with gr.Group():
# Question display
question_display = gr.Markdown("", label="Current Question")
# Single radio group for current question
current_options = gr.Radio(
choices=[],
label="Select your answer:",
visible=False
)
# Navigation
with gr.Row():
prev_btn = gr.Button("β Previous", variant="secondary", size="sm")
question_counter = gr.Markdown("Question 1")
next_btn = gr.Button("Next β", variant="secondary", size="sm")
gr.Markdown("---") # Separator
with gr.Row():
submit_btn = gr.Button(
"Submit Assessment",
variant="primary",
size="lg"
)
reset_btn = gr.Button(
"Reset Quiz",
variant="secondary",
size="lg"
)
# Results section
with gr.Group(visible=False) as results_group:
feedback_box = gr.Markdown("")
with gr.Row():
view_cert_btn = gr.Button(
"View Certificate",
variant="primary",
size="lg",
visible=False
)
back_to_assessment = gr.Button( # Add this button definition
"Back to Assessment",
variant="secondary",
size="lg",
visible=True
)
# Certification Tab
with gr.Tab(id=3,label="π 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")
# Helper Functions
def on_generate_questions(text, num_questions):
"""Generate quiz questions and setup initial state"""
success, questions = quiz_app.generate_questions(text, num_questions)
if not success:
return [
"", # question_display
gr.update(choices=[], visible=False), # current_options
"", # question_counter
gr.update(visible=False), # question_box
[], # current_questions
0, # current_question_idx
[None] * 5, # answer_state
gr.Tabs(selected=2), # tabs
gr.update(visible=False), # results_group
gr.update(visible=False) # view_cert_btn - added this
]
# Setup initial state with first question
initial_answers = [None] * len(questions)
question = questions[0]
question_html = f"""## Question 1
{question.question}
Please select one answer:"""
return [
question_html, # question_display
gr.update(
choices=question.options,
value=None,
visible=True,
label="Select your answer for Question 1:"
), # current_options
f"Question 1 of {len(questions)}", # question_counter
gr.update(visible=True), # question_box
questions, # current_questions
0, # current_question_idx
initial_answers, # answer_state
gr.Tabs(selected=2), # tabs
gr.update(visible=False), # results_group
gr.update(visible=False) # view_cert_btn - added this
]
def navigate(direction, current_idx, questions, answers, current_answer):
"""Handle navigation between questions"""
if not questions:
return [
0,
answers,
"",
gr.update(choices=[], value=None, visible=False),
"",
gr.update(visible=False)
]
new_answers = list(answers)
if current_answer and 0 <= current_idx < len(new_answers):
new_answers[current_idx] = current_answer
new_idx = max(0, min(len(questions) - 1, current_idx + direction))
question = questions[new_idx]
return [
new_idx,
new_answers,
f"## Question {new_idx + 1}\n{question.question}\n\nPlease select one answer:",
gr.update(
choices=question.options,
value=new_answers[new_idx] if new_idx < len(new_answers) else None,
visible=True,
label=f"Select your answer for Question {new_idx + 1}:"
),
f"Question {new_idx + 1} of {len(questions)}",
gr.update(visible=True)
]
def handle_prev(current_idx, questions, answers, current_answer):
return navigate(-1, current_idx, questions, answers, current_answer)
def handle_next(current_idx, questions, answers, current_answer):
return navigate(1, current_idx, questions, answers, current_answer)
def update_answer_state(answer, idx, current_answers):
new_answers = list(current_answers)
if 0 <= idx < len(new_answers):
new_answers[idx] = answer
return new_answers
def reset_quiz(text, num_questions):
"""Handle quiz reset"""
return on_generate_questions(text, num_questions)
def view_certificate():
"""Navigate to certificate tab"""
return gr.Tabs(selected=2)
def on_submit(questions, answers, current_idx, current_answer):
final_answers = list(answers)
if 0 <= current_idx < len(final_answers):
final_answers[current_idx] = current_answer
if not all(a is not None for a in final_answers[:len(questions)]):
return [
"β οΈ Please answer all questions before submitting.",
gr.update(visible=True),
0,
"",
gr.update(visible=True),
gr.Tabs(selected=2),
gr.update(visible=False)
]
score, passed, feedback = quiz_app.calculate_score(final_answers[:len(questions)])
feedback_html = "# Assessment Results\n\n"
for i, (q, f) in enumerate(zip(questions, feedback)):
color = "green" if f.is_correct else "red"
symbol = "β
" if f.is_correct else "β"
feedback_html += f"""### Question {i+1}
{q.question}
<div style="color: {color}; padding: 10px; margin: 10px 0; border-left: 3px solid {color}; background-color: {'#f8fff8' if f.is_correct else '#fff8f8'};">
{symbol} Your answer: {f.selected or "No answer"}
{'' if f.is_correct else f'<br>Correct answer: {f.correct_answer}'}
</div>\n"""
result_msg = "π Passed!" if passed else "Please try again"
if not passed:
feedback_html += f"""<div style="background-color: #ffe6e6; padding: 20px; margin: 20px 0; border-radius: 10px; border: 1px solid #ffcccc;">
<h3 style="color: #cc0000; margin-top: 0;">Please Try Again</h3>
<p style="margin: 10px 0;">Your score: {score:.1f}%</p>
<p style="margin: 10px 0;">You need 80% or higher to pass and receive a certificate.</p>
</div>"""
else:
feedback_html += f"""<div style="background-color: #e6ffe6; padding: 20px; margin: 20px 0; border-radius: 10px; border: 1px solid #ccffcc;">
<h3 style="color: #008000; margin-top: 0;">π Congratulations!</h3>
<p style="margin: 10px 0;">You passed with a score of {score:.1f}%</p>
<p style="margin: 10px 0;">Click "View Certificate" to see your certificate.</p>
</div>"""
return [
feedback_html,
gr.update(visible=True),
score,
result_msg,
gr.update(visible=False),
gr.Tabs(selected=2),
gr.update(visible=passed)
]
# Event handlers
generate_btn.click(fn=on_generate_questions, inputs=[text_input, num_questions], outputs=[question_display, current_options, question_counter, question_box, current_questions, current_question_idx, answer_state, tabs, results_group, view_cert_btn]).then(fn=lambda: gr.Tabs(selected=2), outputs=tabs)
prev_btn.click(fn=handle_prev, inputs=[current_question_idx, current_questions, answer_state, current_options], outputs=[current_question_idx, answer_state, question_display, current_options, question_counter, question_box])
next_btn.click(fn=handle_next, inputs=[current_question_idx, current_questions, answer_state, current_options], outputs=[current_question_idx, answer_state, question_display, current_options, question_counter, question_box])
current_options.change(fn=update_answer_state, inputs=[current_options, current_question_idx, answer_state], outputs=answer_state)
submit_btn.click(fn=on_submit, inputs=[current_questions, answer_state, current_question_idx, current_options], outputs=[feedback_box, results_group, score_display, result_message, question_box, tabs, view_cert_btn])
reset_btn.click(fn=reset_quiz, inputs=[text_input, num_questions], outputs=[question_display, current_options, question_counter, question_box, current_questions, current_question_idx, answer_state, tabs, results_group, view_cert_btn])
view_cert_btn.click(fn=lambda: gr.Tabs(selected=3), outputs=tabs)
back_to_assessment.click(fn=lambda: gr.Tabs(selected=2), outputs=tabs)
score_display.change(fn=lambda s, n, c, l, p: quiz_app.certificate_generator.generate(s, n, c, l, p) or gr.update(value=None), inputs=[score_display, name, course_name, company_logo, participant_photo], outputs=certificate_display)
return demo
if __name__ == "__main__":
demo = create_quiz_interface()
demo.launch()
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