Spaces:
Sleeping
Sleeping
File size: 13,623 Bytes
67f169b 4f91be2 67f169b 058bca9 67f169b 058bca9 4f91be2 058bca9 deff9b7 058bca9 67f169b 7f84089 a4b4349 b1c910f a4b4349 0ef1d43 7f84089 4be5ff1 b1c910f 4be5ff1 a3b6a5f 4be5ff1 058bca9 67f169b 058bca9 a3b6a5f 058bca9 4be5ff1 058bca9 a4b4349 058bca9 7f84089 058bca9 e130fe4 058bca9 e130fe4 a3b6a5f 058bca9 51fcc77 058bca9 7f84089 058bca9 a3b6a5f 058bca9 7f84089 deff9b7 058bca9 deff9b7 ba67897 058bca9 a3b6a5f 058bca9 deff9b7 058bca9 deff9b7 4f91be2 deff9b7 058bca9 deff9b7 ba67897 058bca9 ba67897 b1c910f deff9b7 ba67897 deff9b7 058bca9 a3b6a5f 418545a 058bca9 51fcc77 4f91be2 058bca9 ba67897 a3b6a5f b1c910f deff9b7 b1c910f 418545a 67f169b 058bca9 67f169b 51fcc77 418545a a3b6a5f 418545a a3b6a5f 51fcc77 67f169b 058bca9 a3b6a5f 51fcc77 a3b6a5f 51fcc77 a3b6a5f 51fcc77 67f169b 058bca9 67f169b 56b1a6d 67f169b 058bca9 67f169b deff9b7 1f49f47 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 |
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
@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 CertificateGenerator:
def __init__(self):
self.certificate_size = (1200, 800)
self.border_color = '#4682B4'
self.background_color = '#F0F8FF'
def generate(
self,
name: str,
score: float,
course_name: str,
company_logo: Optional[str] = None,
participant_photo: Optional[str] = None
) -> str:
certificate = self._create_base_certificate()
draw = ImageDraw.Draw(certificate)
fonts = self._load_fonts()
self._add_borders(draw)
self._add_content(draw, fonts, name, score, course_name)
self._add_images(certificate, company_logo, participant_photo)
return self._save_certificate(certificate)
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,
score: float,
course_name: str
):
# 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")
# Main content
content = [
(300, "This is to certify that", 'black'),
(380, name.strip() or "Participant", self.border_color),
(460, "has successfully completed", 'black'),
(540, course_name.strip() or "Assessment", self.border_color),
(620, f"with a score of {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]]:
try:
self.current_questions = self.quiz_generator.generate_questions(text, num_questions)
return True, self.current_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]]:
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 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() |