Spaces:
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Sleeping
Update app.py
Browse files
app.py
CHANGED
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@@ -18,7 +18,8 @@ def default_progress_data():
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"total_hours_studied": 0,
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"last_study_date": datetime.now().isoformat(),
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"daily_goals": {},
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"achievements": []
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}
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def default_opportunities_data():
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@@ -205,6 +206,534 @@ ROADMAPS = {
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}
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}
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| 208 |
# ---------------- Opportunities (H/I/S) ----------------
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HACKATHONS = [
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{"name":"Smart India Hackathon 2025","deadline":"2025-09-30","eligibility":"College Students (All Years)","prizes":"₹5 Lakhs + Incubation","skills":["Programming","Problem Solving"],"url":"https://sih.gov.in","category":"National","level":"B.Tech All Years"},
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@@ -285,325 +814,4 @@ def mark_session_completed(level, session_title):
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def create_dashboard_stats(level):
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p = load_progress()
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sessions = ROADMAPS.get(
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completed_sessions = sum(1 for s in sessions if p.get("study_sessions_completed", {}).get(f"{level}_{s['title']}", False))
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total_sessions = len(sessions)
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percent = (completed_sessions / total_sessions * 100) if total_sessions > 0 else 0
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last = p.get("last_study_date", datetime.now().isoformat())[:10]
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html_block = f"""
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<div style='background:linear-gradient(135deg,#dbeafe,#bde4ff);color:#0b3d91;padding:16px;border-radius:10px;'>
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<h3>🎯 {level} Learning Dashboard</h3>
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<div style='display:flex;justify-content:space-around;flex-wrap:wrap;margin-top:10px;'>
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<div><h4>📚 {completed_sessions}/{total_sessions}</h4><small>Sessions</small></div>
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<div><h4>⏰ {p.get('total_hours_studied',0):.1f}</h4><small>Total Hours</small></div>
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<div><h4>📅 {last}</h4><small>Last Study</small></div>
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</div>
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<p style='margin-top:12px;'>Overall Progress: <strong>{percent:.1f}%</strong></p>
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<div style='background:#ddd;border-radius:8px;height:10px;'><div style='background:#28a745;height:100%;width:{percent}%;border-radius:8px;'></div></div>
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</div>
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"""
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return html_block
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# ---------------- Opportunities & Reminders ----------------
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def get_upcoming_deadlines_html():
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today = datetime.now().date()
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items = HACKATHONS + INTERNSHIPS + SCHOLARSHIPS
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deadlines = []
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for it in items:
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dl = it.get("deadline")
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try:
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d = datetime.strptime(dl, "%Y-%m-%d").date()
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days = (d - today).days
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except:
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days = None
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deadlines.append({"name":it.get("name"), "deadline":dl, "days_left":days, "url":it.get("url","#")})
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deadlines = sorted([d for d in deadlines if d['days_left'] is None or d['days_left']>=0], key=lambda x: (x['days_left'] if x['days_left'] is not None else 999))
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if not deadlines:
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return "<div style='padding:12px;text-align:center;'><h4>No upcoming deadlines</h4></div>"
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html_block = "<div style='max-height:420px;overflow-y:auto;'>"
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for d in deadlines[:12]:
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left = f"{d['days_left']} days left" if d['days_left'] is not None else "N/A"
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html_block += f"<div style='padding:10px;margin:8px 0;background:white;border-radius:8px;'><h4>{html.escape(d['name'])}</h4><p>📅 {d['deadline']} | {left}</p><a href='{d['url']}' target='_blank'>More</a></div>"
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html_block += "</div>"
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return html_block
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def create_hackathon_interface_html():
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html_block = "<div style='max-height:420px;overflow-y:auto;'>"
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for h in HACKATHONS:
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try:
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days = (datetime.strptime(h['deadline'],'%Y-%m-%d').date() - datetime.now().date()).days
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except:
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days = "N/A"
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html_block += f"<div style='padding:12px;margin:8px 0;background:linear-gradient(135deg,#dbeafe,#bde4ff);color:#0b3d91;border-radius:8px;'><h4>🏆 {h['name']}</h4><p>📅 {h['deadline']} | {days} days left</p><p>Eligibility: {h['eligibility']}</p><a href='{h['url']}' style='color:#0b3d91' target='_blank'>Apply</a></div>"
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html_block += "</div>"
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return html_block
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def create_internship_interface_html():
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html_block = "<div style='max-height:420px;overflow-y:auto;'>"
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for it in INTERNSHIPS:
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try:
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days = (datetime.strptime(it['deadline'],'%Y-%m-%d').date() - datetime.now().date()).days
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except:
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days = "N/A"
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html_block += f"<div style='padding:12px;margin:8px 0;background:linear-gradient(135deg,#e6f4ff,#cfeeff);color:#0b3d91;border-radius:8px;'><h4>💼 {it['name']}</h4><p>📅 {it['deadline']} | {days} days left</p><p>Duration: {it.get('duration')}</p><a href='{it['url']}' style='color:#0b3d91' target='_blank'>Apply</a></div>"
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html_block += "</div>"
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return html_block
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def create_scholarship_interface_html():
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html_block = "<div style='max-height:420px;overflow-y:auto;'>"
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for s in SCHOLARSHIPS:
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try:
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days = (datetime.strptime(s['deadline'],'%Y-%m-%d').date() - datetime.now().date()).days
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except:
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days = "N/A"
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html_block += f"<div style='padding:12px;margin:8px 0;background:linear-gradient(135deg,#e0f7ff,#cdeeff);color:#0b3d91;border-radius:8px;'><h4>🎓 {s['name']}</h4><p>📅 {s['deadline']} | {days} days left</p><p>Amount: {s.get('amount')}</p><a href='{s['url']}' style='color:#0b3d91' target='_blank'>Apply</a></div>"
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html_block += "</div>"
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return html_block
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def set_custom_reminder(reminder_type, reminder_name, reminder_date, reminder_notes):
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if not reminder_name or not reminder_date:
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return "❌ Name and date required."
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try:
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datetime.strptime(reminder_date, "%Y-%m-%d")
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except ValueError:
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return "❌ Invalid date format. Use YYYY-MM-DD."
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data = load_opportunities()
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data.setdefault("reminders", [])
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new = {
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"type": reminder_type or "Personal",
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"name": reminder_name,
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"date": reminder_date,
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"notes": reminder_notes or "",
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"set_date": datetime.now().isoformat(),
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"completed": False
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}
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data["reminders"].append(new)
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save_opportunities(data)
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return f"✅ Reminder set for {reminder_date}: {reminder_name}"
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def get_custom_reminders_html():
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| 385 |
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data = load_opportunities()
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-
rems = data.get("reminders", [])
|
| 387 |
-
if not rems:
|
| 388 |
-
return "<div style='text-align:center;padding:12px;'><h4>No custom reminders.</h4></div>"
|
| 389 |
-
html_block = "<div style='max-height:420px;overflow-y:auto;'>"
|
| 390 |
-
for idx, r in enumerate(rems):
|
| 391 |
-
try:
|
| 392 |
-
d = datetime.strptime(r['date'], "%Y-%m-%d").date()
|
| 393 |
-
days_left = (d - datetime.now().date()).days
|
| 394 |
-
left_text = f"{days_left} days left"
|
| 395 |
-
except:
|
| 396 |
-
left_text = "N/A"
|
| 397 |
-
color = "#28a745" if r.get("completed") else "#ff6b6b"
|
| 398 |
-
status = "✅" if r.get("completed") else "⏳"
|
| 399 |
-
html_block += f"""
|
| 400 |
-
<div style='padding:10px;margin:8px 0;background:white;border-left:6px solid {color};border-radius:8px;'>
|
| 401 |
-
<h4>{status} [{idx}] {html.escape(r['type'])}: {html.escape(r['name'])}</h4>
|
| 402 |
-
<p>📅 {r['date']} | {left_text}</p>
|
| 403 |
-
<p>📝 {html.escape(r.get('notes',''))}</p>
|
| 404 |
-
<p style='font-size:12px;color:#666;'>Set on: {r['set_date'][:10]}</p>
|
| 405 |
-
</div>
|
| 406 |
-
"""
|
| 407 |
-
html_block += "</div>"
|
| 408 |
-
return html_block
|
| 409 |
-
|
| 410 |
-
def mark_reminder_completed(index):
|
| 411 |
-
data = load_opportunities()
|
| 412 |
-
rems = data.get("reminders", [])
|
| 413 |
-
try:
|
| 414 |
-
idx = int(index)
|
| 415 |
-
if idx < 0 or idx >= len(rems):
|
| 416 |
-
return "❌ Invalid index"
|
| 417 |
-
except:
|
| 418 |
-
return "❌ Invalid index"
|
| 419 |
-
rems[idx]['completed'] = True
|
| 420 |
-
save_opportunities(data)
|
| 421 |
-
return "✅ Reminder marked completed."
|
| 422 |
-
|
| 423 |
-
def delete_reminder(index):
|
| 424 |
-
data = load_opportunities()
|
| 425 |
-
rems = data.get("reminders", [])
|
| 426 |
-
try:
|
| 427 |
-
idx = int(index)
|
| 428 |
-
if idx < 0 or idx >= len(rems):
|
| 429 |
-
return "❌ Invalid index"
|
| 430 |
-
except:
|
| 431 |
-
return "❌ Invalid index"
|
| 432 |
-
name = rems[idx].get("name","")
|
| 433 |
-
rems.pop(idx)
|
| 434 |
-
save_opportunities(data)
|
| 435 |
-
return f"🗑️ Reminder '{name}' deleted."
|
| 436 |
-
|
| 437 |
-
# ---------------- GRADIO UI ----------------
|
| 438 |
-
custom_css = """
|
| 439 |
-
/* Light blue background gradient for the whole app */
|
| 440 |
-
.gradio-container {
|
| 441 |
-
background: linear-gradient(135deg, #eaf6ff 0%, #d5efff 100%);
|
| 442 |
-
min-height: 100vh;
|
| 443 |
-
padding: 24px;
|
| 444 |
-
color: #0b3d91;
|
| 445 |
-
}
|
| 446 |
-
/* Slightly transparent panels so the light-blue shows through */
|
| 447 |
-
.gradio-container .container {
|
| 448 |
-
background: rgba(255,255,255,0.04);
|
| 449 |
-
border-radius: 12px;
|
| 450 |
-
padding: 16px;
|
| 451 |
-
}
|
| 452 |
-
"""
|
| 453 |
-
|
| 454 |
-
with gr.Blocks(title="Road2Success — Learning Dashboard (light blue)", theme=gr.themes.Soft(), css=custom_css) as app:
|
| 455 |
-
gr.Markdown("# 🚀 Road2Success — Learning Dashboard")
|
| 456 |
-
gr.Markdown("*Professional roadmap, AI mentor, hackathon prep & leaderboard*")
|
| 457 |
-
|
| 458 |
-
with gr.Tabs():
|
| 459 |
-
# Learning Dashboard
|
| 460 |
-
with gr.TabItem("🏠 Learning Dashboard"):
|
| 461 |
-
with gr.Row():
|
| 462 |
-
with gr.Column(scale=2):
|
| 463 |
-
gr.Markdown("### Select Level")
|
| 464 |
-
level_choice = gr.Radio(choices=list(ROADMAPS.keys()), value=list(ROADMAPS.keys())[0], label="Level")
|
| 465 |
-
refresh_btn = gr.Button("🔄 Refresh")
|
| 466 |
-
stats_display = gr.HTML()
|
| 467 |
-
with gr.Column(scale=3):
|
| 468 |
-
progress_plot = gr.Plot()
|
| 469 |
-
gr.Markdown("### Study Materials")
|
| 470 |
-
with gr.Row():
|
| 471 |
-
with gr.Column(scale=2):
|
| 472 |
-
materials_html = gr.HTML()
|
| 473 |
-
with gr.Column(scale=1):
|
| 474 |
-
gr.Markdown("### Quick Actions")
|
| 475 |
-
session_dropdown = gr.Dropdown(label="Session", choices=[])
|
| 476 |
-
mark_session_btn = gr.Button("Mark Session Complete")
|
| 477 |
-
action_status = gr.Textbox(interactive=False, label="Action status")
|
| 478 |
-
schedule_html = gr.HTML()
|
| 479 |
-
# Reset button
|
| 480 |
-
reset_status = gr.Textbox(interactive=False, label="Reset status")
|
| 481 |
-
reset_btn = gr.Button("⚠️ Reset Dashboard", variant="danger")
|
| 482 |
-
|
| 483 |
-
# Study Roadmaps
|
| 484 |
-
with gr.TabItem("📚 Study Roadmaps"):
|
| 485 |
-
gr.Markdown("## 🗺️ Study Roadmaps")
|
| 486 |
-
roadmap_level = gr.Dropdown(choices=list(ROADMAPS.keys()), value=list(ROADMAPS.keys())[0], label="Select Level")
|
| 487 |
-
show_roadmap_btn = gr.Button("Show Roadmap")
|
| 488 |
-
roadmap_html = gr.HTML()
|
| 489 |
-
|
| 490 |
-
# Opportunities & Reminders
|
| 491 |
-
with gr.TabItem("🚀 Opportunities & Reminders"):
|
| 492 |
-
gr.Markdown("## 🌟 Opportunities Hub")
|
| 493 |
-
with gr.Row():
|
| 494 |
-
with gr.Column(scale=2):
|
| 495 |
-
opp_overview = gr.HTML()
|
| 496 |
-
gr.Markdown("### Hackathons")
|
| 497 |
-
hack_html = gr.HTML()
|
| 498 |
-
gr.Markdown("### Internships")
|
| 499 |
-
intern_html = gr.HTML()
|
| 500 |
-
gr.Markdown("### Scholarships")
|
| 501 |
-
schol_html = gr.HTML()
|
| 502 |
-
with gr.Column(scale=1):
|
| 503 |
-
gr.Markdown("### Set Custom Reminder")
|
| 504 |
-
r_type = gr.Dropdown(["Hackathon","Internship","Scholarship","Exam","Project","Personal"], label="Type")
|
| 505 |
-
r_name = gr.Textbox(label="Name")
|
| 506 |
-
r_date = gr.Textbox(label="Date (YYYY-MM-DD)")
|
| 507 |
-
r_notes = gr.Textbox(label="Notes", lines=2)
|
| 508 |
-
set_reminder_btn = gr.Button("Set Reminder")
|
| 509 |
-
set_out = gr.Textbox(interactive=False, label="Set status")
|
| 510 |
-
gr.Markdown("### Your Reminders (0-based index shown)")
|
| 511 |
-
reminders_html = gr.HTML()
|
| 512 |
-
rem_index = gr.Textbox(label="Reminder index (0-based)")
|
| 513 |
-
mark_done_btn = gr.Button("Mark Done")
|
| 514 |
-
del_btn = gr.Button("Delete Reminder")
|
| 515 |
-
rem_action_status = gr.Textbox(interactive=False, label="Reminder action status")
|
| 516 |
-
|
| 517 |
-
# AI Mentor
|
| 518 |
-
with gr.TabItem("🤖 AI Mentor"):
|
| 519 |
-
gr.Markdown("## 💬 AI Mentor (simple fallback)")
|
| 520 |
-
prompt = gr.Textbox(label="Ask a question", lines=3)
|
| 521 |
-
short_toggle = gr.Checkbox(label="Short answer", value=True)
|
| 522 |
-
eli5_toggle = gr.Checkbox(label="Explain simply", value=False)
|
| 523 |
-
ask_btn = gr.Button("Ask Mentor")
|
| 524 |
-
mentor_out = gr.Textbox(lines=6, label="Mentor output")
|
| 525 |
-
|
| 526 |
-
# -- Core update function used by several handlers
|
| 527 |
-
def update_dashboard(level):
|
| 528 |
-
sessions = ROADMAPS.get(level, {}).get("study_sessions", [])
|
| 529 |
-
session_titles = [s['title'] for s in sessions]
|
| 530 |
-
stats = create_dashboard_stats(level)
|
| 531 |
-
completed_sessions = sum(1 for s in sessions if load_progress().get("study_sessions_completed", {}).get(f"{level}_{s['title']}", False))
|
| 532 |
-
fig = create_progress_chart(level, completed_sessions, len(sessions))
|
| 533 |
-
schedule = "<div style='padding:12px;background:rgba(255,255,255,0.04);border-radius:8px;'><h4>Weekly Plan</h4>"
|
| 534 |
-
schedule += f"<p>Target: {ROADMAPS.get(level,{}).get('weekly_hours', 'N/A')} hours per week</p>"
|
| 535 |
-
schedule += f"<p>Focus: {', '.join(ROADMAPS.get(level,{}).get('subjects', []))}</p></div>"
|
| 536 |
-
materials = get_study_materials_interface(level)
|
| 537 |
-
opps = get_upcoming_deadlines_html()
|
| 538 |
-
return gr.update(choices=session_titles, value=(session_titles[0] if session_titles else None)), stats, fig, schedule, materials, opps
|
| 539 |
-
|
| 540 |
-
# Helper to refresh multiple UI parts (used after reset)
|
| 541 |
-
def refresh_all(level):
|
| 542 |
-
session_update, stats, fig, schedule, materials, opps = update_dashboard(level)
|
| 543 |
-
reminders = get_custom_reminders_html()
|
| 544 |
-
hack = create_hackathon_interface_html()
|
| 545 |
-
intern = create_internship_interface_html()
|
| 546 |
-
schol = create_scholarship_interface_html()
|
| 547 |
-
return session_update, stats, fig, schedule, materials, opps, reminders, hack, intern, schol
|
| 548 |
-
|
| 549 |
-
# Reset handler
|
| 550 |
-
def reset_dashboard():
|
| 551 |
-
save_progress(default_progress_data())
|
| 552 |
-
save_opportunities(default_opportunities_data())
|
| 553 |
-
reset_leaderboard()
|
| 554 |
-
return "✅ Dashboard reset to defaults."
|
| 555 |
-
|
| 556 |
-
# Wire events (use inputs rather than .value)
|
| 557 |
-
level_choice.change(update_dashboard, inputs=[level_choice], outputs=[session_dropdown, stats_display, progress_plot, schedule_html, materials_html, opp_overview])
|
| 558 |
-
refresh_btn.click(update_dashboard, inputs=[level_choice], outputs=[session_dropdown, stats_display, progress_plot, schedule_html, materials_html, opp_overview])
|
| 559 |
-
app.load(lambda: update_dashboard(list(ROADMAPS.keys())[0]), outputs=[session_dropdown, stats_display, progress_plot, schedule_html, materials_html, opp_overview])
|
| 560 |
-
|
| 561 |
-
mark_session_btn.click(mark_session_completed, inputs=[level_choice, session_dropdown], outputs=[action_status]).then(
|
| 562 |
-
update_dashboard, inputs=[level_choice], outputs=[session_dropdown, stats_display, progress_plot, schedule_html, materials_html, opp_overview]
|
| 563 |
-
)
|
| 564 |
-
|
| 565 |
-
# Reset button wiring: run reset_dashboard then refresh entire UI
|
| 566 |
-
reset_btn.click(reset_dashboard, outputs=[reset_status]).then(
|
| 567 |
-
refresh_all, inputs=[level_choice], outputs=[session_dropdown, stats_display, progress_plot, schedule_html, materials_html, opp_overview, reminders_html, hack_html, intern_html, schol_html]
|
| 568 |
-
)
|
| 569 |
-
|
| 570 |
-
# Study roadmap
|
| 571 |
-
def show_roadmap(level):
|
| 572 |
-
r = ROADMAPS.get(level, {})
|
| 573 |
-
html_block = f"<div style='padding:16px;background:linear-gradient(135deg,#dbeafe,#bde4ff);color:#0b3d91;border-radius:10px;'><h2>{level} - Learning Path</h2>"
|
| 574 |
-
html_block += f"<h4>Objective</h4><p>{r.get('objective','')}</p>"
|
| 575 |
-
html_block += "<h4>Subjects</h4><ul>"
|
| 576 |
-
for sub in r.get('subjects', []):
|
| 577 |
-
html_block += f"<li>{sub}</li>"
|
| 578 |
-
html_block += "</ul><h4>Projects</h4><ul>"
|
| 579 |
-
for proj in r.get('projects', []):
|
| 580 |
-
html_block += f"<li>{proj}</li>"
|
| 581 |
-
html_block += "</ul>"
|
| 582 |
-
html_block += f"<p><strong>Weekly hours:</strong> {r.get('weekly_hours','N/A')}</p></div>"
|
| 583 |
-
return html_block
|
| 584 |
-
|
| 585 |
-
show_roadmap_btn.click(show_roadmap, inputs=[roadmap_level], outputs=[roadmap_html])
|
| 586 |
-
|
| 587 |
-
# Opportunities and reminders initial loads
|
| 588 |
-
app.load(lambda: get_upcoming_deadlines_html(), outputs=[opp_overview])
|
| 589 |
-
app.load(lambda: create_hackathon_interface_html(), outputs=[hack_html])
|
| 590 |
-
app.load(lambda: create_internship_interface_html(), outputs=[intern_html])
|
| 591 |
-
app.load(lambda: create_scholarship_interface_html(), outputs=[schol_html])
|
| 592 |
-
app.load(lambda: get_custom_reminders_html(), outputs=[reminders_html])
|
| 593 |
-
|
| 594 |
-
set_reminder_btn.click(set_custom_reminder, inputs=[r_type, r_name, r_date, r_notes], outputs=[set_out]).then(
|
| 595 |
-
lambda: get_custom_reminders_html(), outputs=[reminders_html]
|
| 596 |
-
).then(lambda: get_upcoming_deadlines_html(), outputs=[opp_overview])
|
| 597 |
-
|
| 598 |
-
mark_done_btn.click(mark_reminder_completed, inputs=[rem_index], outputs=[rem_action_status]).then(
|
| 599 |
-
lambda: get_custom_reminders_html(), outputs=[reminders_html]
|
| 600 |
-
).then(lambda: get_upcoming_deadlines_html(), outputs=[opp_overview])
|
| 601 |
-
|
| 602 |
-
del_btn.click(delete_reminder, inputs=[rem_index], outputs=[rem_action_status]).then(
|
| 603 |
-
lambda: get_custom_reminders_html(), outputs=[reminders_html]
|
| 604 |
-
).then(lambda: get_upcoming_deadlines_html(), outputs=[opp_overview])
|
| 605 |
-
|
| 606 |
-
ask_btn.click(ai_mentor_query, inputs=[prompt, short_toggle, eli5_toggle], outputs=[mentor_out])
|
| 607 |
-
|
| 608 |
-
# Launch Gradio app
|
| 609 |
-
app.launch()
|
|
|
|
| 18 |
"total_hours_studied": 0,
|
| 19 |
"last_study_date": datetime.now().isoformat(),
|
| 20 |
"daily_goals": {},
|
| 21 |
+
"achievements": [],
|
| 22 |
+
"code_snippets_completed": {}
|
| 23 |
}
|
| 24 |
|
| 25 |
def default_opportunities_data():
|
|
|
|
| 206 |
}
|
| 207 |
}
|
| 208 |
|
| 209 |
+
# ---------------- Code Snippets for B.Tech Students ----------------
|
| 210 |
+
CODE_SNIPPETS = {
|
| 211 |
+
"B.Tech 1st Year": [
|
| 212 |
+
{
|
| 213 |
+
"title": "Factorial Calculator",
|
| 214 |
+
"problem": "Write a C program to calculate factorial of a number using recursion",
|
| 215 |
+
"code": """#include <stdio.h>
|
| 216 |
+
|
| 217 |
+
long factorial(int n) {
|
| 218 |
+
if (n == 0 || n == 1)
|
| 219 |
+
return 1;
|
| 220 |
+
else
|
| 221 |
+
return n * factorial(n - 1);
|
| 222 |
+
}
|
| 223 |
+
|
| 224 |
+
int main() {
|
| 225 |
+
int num;
|
| 226 |
+
printf("Enter a positive integer: ");
|
| 227 |
+
scanf("%d", &num);
|
| 228 |
+
|
| 229 |
+
if (num < 0)
|
| 230 |
+
printf("Factorial is not defined for negative numbers.\\n");
|
| 231 |
+
else
|
| 232 |
+
printf("Factorial of %d = %ld\\n", num, factorial(num));
|
| 233 |
+
|
| 234 |
+
return 0;
|
| 235 |
+
}""",
|
| 236 |
+
"explanation": "This program uses recursion to calculate factorial. The base case is when n=0 or n=1, returning 1. Otherwise, it calls itself with n-1.",
|
| 237 |
+
"video_url": "https://www.youtube.com/embed/4agL-MQq05E"
|
| 238 |
+
},
|
| 239 |
+
{
|
| 240 |
+
"title": "Matrix Multiplication",
|
| 241 |
+
"problem": "Write a C program for matrix multiplication",
|
| 242 |
+
"code": """#include <stdio.h>
|
| 243 |
+
|
| 244 |
+
int main() {
|
| 245 |
+
int a[10][10], b[10][10], result[10][10];
|
| 246 |
+
int r1, c1, r2, c2;
|
| 247 |
+
|
| 248 |
+
printf("Enter rows and columns for first matrix: ");
|
| 249 |
+
scanf("%d %d", &r1, &c1);
|
| 250 |
+
printf("Enter rows and columns for second matrix: ");
|
| 251 |
+
scanf("%d %d", &r2, &c2);
|
| 252 |
+
|
| 253 |
+
if (c1 != r2) {
|
| 254 |
+
printf("Matrix multiplication not possible!\\n");
|
| 255 |
+
return 0;
|
| 256 |
+
}
|
| 257 |
+
|
| 258 |
+
printf("Enter elements of matrix 1:\\n");
|
| 259 |
+
for(int i=0; i<r1; i++)
|
| 260 |
+
for(int j=0; j<c1; j++)
|
| 261 |
+
scanf("%d", &a[i][j]);
|
| 262 |
+
|
| 263 |
+
printf("Enter elements of matrix 2:\\n");
|
| 264 |
+
for(int i=0; i<r2; i++)
|
| 265 |
+
for(int j=0; j<c2; j++)
|
| 266 |
+
scanf("%d", &b[i][j]);
|
| 267 |
+
|
| 268 |
+
// Multiply matrices
|
| 269 |
+
for(int i=0; i<r1; i++) {
|
| 270 |
+
for(int j=0; j<c2; j++) {
|
| 271 |
+
result[i][j] = 0;
|
| 272 |
+
for(int k=0; k<c1; k++)
|
| 273 |
+
result[i][j] += a[i][k] * b[k][j];
|
| 274 |
+
}
|
| 275 |
+
}
|
| 276 |
+
|
| 277 |
+
printf("Result matrix:\\n");
|
| 278 |
+
for(int i=0; i<r1; i++) {
|
| 279 |
+
for(int j=0; j<c2; j++)
|
| 280 |
+
printf("%d\\t", result[i][j]);
|
| 281 |
+
printf("\\n");
|
| 282 |
+
}
|
| 283 |
+
|
| 284 |
+
return 0;
|
| 285 |
+
}""",
|
| 286 |
+
"explanation": "Matrix multiplication requires that columns of first matrix equal rows of second matrix. Uses triple nested loops for calculation.",
|
| 287 |
+
"video_url": "https://www.youtube.com/embed/jzdQ-5hry98"
|
| 288 |
+
}
|
| 289 |
+
],
|
| 290 |
+
"B.Tech 2nd Year": [
|
| 291 |
+
{
|
| 292 |
+
"title": "Linked List Implementation",
|
| 293 |
+
"problem": "Implement a singly linked list with insert, delete and display operations",
|
| 294 |
+
"code": """#include <stdio.h>
|
| 295 |
+
#include <stdlib.h>
|
| 296 |
+
|
| 297 |
+
struct Node {
|
| 298 |
+
int data;
|
| 299 |
+
struct Node* next;
|
| 300 |
+
};
|
| 301 |
+
|
| 302 |
+
struct Node* createNode(int data) {
|
| 303 |
+
struct Node* newNode = (struct Node*)malloc(sizeof(struct Node));
|
| 304 |
+
newNode->data = data;
|
| 305 |
+
newNode->next = NULL;
|
| 306 |
+
return newNode;
|
| 307 |
+
}
|
| 308 |
+
|
| 309 |
+
void insertAtEnd(struct Node** head, int data) {
|
| 310 |
+
struct Node* newNode = createNode(data);
|
| 311 |
+
|
| 312 |
+
if (*head == NULL) {
|
| 313 |
+
*head = newNode;
|
| 314 |
+
return;
|
| 315 |
+
}
|
| 316 |
+
|
| 317 |
+
struct Node* temp = *head;
|
| 318 |
+
while (temp->next != NULL)
|
| 319 |
+
temp = temp->next;
|
| 320 |
+
|
| 321 |
+
temp->next = newNode;
|
| 322 |
+
}
|
| 323 |
+
|
| 324 |
+
void deleteNode(struct Node** head, int key) {
|
| 325 |
+
struct Node *temp = *head, *prev = NULL;
|
| 326 |
+
|
| 327 |
+
if (temp != NULL && temp->data == key) {
|
| 328 |
+
*head = temp->next;
|
| 329 |
+
free(temp);
|
| 330 |
+
return;
|
| 331 |
+
}
|
| 332 |
+
|
| 333 |
+
while (temp != NULL && temp->data != key) {
|
| 334 |
+
prev = temp;
|
| 335 |
+
temp = temp->next;
|
| 336 |
+
}
|
| 337 |
+
|
| 338 |
+
if (temp == NULL) return;
|
| 339 |
+
|
| 340 |
+
prev->next = temp->next;
|
| 341 |
+
free(temp);
|
| 342 |
+
}
|
| 343 |
+
|
| 344 |
+
void displayList(struct Node* head) {
|
| 345 |
+
struct Node* temp = head;
|
| 346 |
+
while (temp != NULL) {
|
| 347 |
+
printf("%d -> ", temp->data);
|
| 348 |
+
temp = temp->next;
|
| 349 |
+
}
|
| 350 |
+
printf("NULL\\n");
|
| 351 |
+
}
|
| 352 |
+
|
| 353 |
+
int main() {
|
| 354 |
+
struct Node* head = NULL;
|
| 355 |
+
|
| 356 |
+
insertAtEnd(&head, 10);
|
| 357 |
+
insertAtEnd(&head, 20);
|
| 358 |
+
insertAtEnd(&head, 30);
|
| 359 |
+
|
| 360 |
+
printf("Linked list: ");
|
| 361 |
+
displayList(head);
|
| 362 |
+
|
| 363 |
+
deleteNode(&head, 20);
|
| 364 |
+
printf("After deleting 20: ");
|
| 365 |
+
displayList(head);
|
| 366 |
+
|
| 367 |
+
return 0;
|
| 368 |
+
}""",
|
| 369 |
+
"explanation": "Singly linked list implementation with dynamic memory allocation. Includes node creation, insertion at end, deletion by value, and display functions.",
|
| 370 |
+
"video_url": "https://www.youtube.com/embed/dq3F3e9o2DM"
|
| 371 |
+
},
|
| 372 |
+
{
|
| 373 |
+
"title": "Binary Search Tree",
|
| 374 |
+
"problem": "Implement BST with insert, search and inorder traversal",
|
| 375 |
+
"code": """#include <stdio.h>
|
| 376 |
+
#include <stdlib.h>
|
| 377 |
+
|
| 378 |
+
struct Node {
|
| 379 |
+
int data;
|
| 380 |
+
struct Node *left, *right;
|
| 381 |
+
};
|
| 382 |
+
|
| 383 |
+
struct Node* createNode(int data) {
|
| 384 |
+
struct Node* newNode = (struct Node*)malloc(sizeof(struct Node));
|
| 385 |
+
newNode->data = data;
|
| 386 |
+
newNode->left = newNode->right = NULL;
|
| 387 |
+
return newNode;
|
| 388 |
+
}
|
| 389 |
+
|
| 390 |
+
struct Node* insert(struct Node* root, int data) {
|
| 391 |
+
if (root == NULL)
|
| 392 |
+
return createNode(data);
|
| 393 |
+
|
| 394 |
+
if (data < root->data)
|
| 395 |
+
root->left = insert(root->left, data);
|
| 396 |
+
else if (data > root->data)
|
| 397 |
+
root->right = insert(root->right, data);
|
| 398 |
+
|
| 399 |
+
return root;
|
| 400 |
+
}
|
| 401 |
+
|
| 402 |
+
struct Node* search(struct Node* root, int key) {
|
| 403 |
+
if (root == NULL || root->data == key)
|
| 404 |
+
return root;
|
| 405 |
+
|
| 406 |
+
if (key < root->data)
|
| 407 |
+
return search(root->left, key);
|
| 408 |
+
|
| 409 |
+
return search(root->right, key);
|
| 410 |
+
}
|
| 411 |
+
|
| 412 |
+
void inorder(struct Node* root) {
|
| 413 |
+
if (root != NULL) {
|
| 414 |
+
inorder(root->left);
|
| 415 |
+
printf("%d ", root->data);
|
| 416 |
+
inorder(root->right);
|
| 417 |
+
}
|
| 418 |
+
}
|
| 419 |
+
|
| 420 |
+
int main() {
|
| 421 |
+
struct Node* root = NULL;
|
| 422 |
+
|
| 423 |
+
root = insert(root, 50);
|
| 424 |
+
insert(root, 30);
|
| 425 |
+
insert(root, 20);
|
| 426 |
+
insert(root, 40);
|
| 427 |
+
insert(root, 70);
|
| 428 |
+
insert(root, 60);
|
| 429 |
+
insert(root, 80);
|
| 430 |
+
|
| 431 |
+
printf("Inorder traversal: ");
|
| 432 |
+
inorder(root);
|
| 433 |
+
printf("\\n");
|
| 434 |
+
|
| 435 |
+
int key = 40;
|
| 436 |
+
if (search(root, key) != NULL)
|
| 437 |
+
printf("%d found in BST\\n", key);
|
| 438 |
+
else
|
| 439 |
+
printf("%d not found in BST\\n", key);
|
| 440 |
+
|
| 441 |
+
return 0;
|
| 442 |
+
}""",
|
| 443 |
+
"explanation": "Binary Search Tree implementation with recursive insert, search and inorder traversal. BST property: left < root < right.",
|
| 444 |
+
"video_url": "https://www.youtube.com/embed/cySVml6e_Fc"
|
| 445 |
+
}
|
| 446 |
+
],
|
| 447 |
+
"B.Tech 3rd Year": [
|
| 448 |
+
{
|
| 449 |
+
"title": "Dijkstra's Algorithm",
|
| 450 |
+
"problem": "Implement Dijkstra's algorithm for shortest path finding",
|
| 451 |
+
"code": """#include <stdio.h>
|
| 452 |
+
#include <limits.h>
|
| 453 |
+
|
| 454 |
+
#define V 6
|
| 455 |
+
|
| 456 |
+
int minDistance(int dist[], int sptSet[]) {
|
| 457 |
+
int min = INT_MAX, min_index;
|
| 458 |
+
|
| 459 |
+
for (int v = 0; v < V; v++)
|
| 460 |
+
if (sptSet[v] == 0 && dist[v] <= min)
|
| 461 |
+
min = dist[v], min_index = v;
|
| 462 |
+
|
| 463 |
+
return min_index;
|
| 464 |
+
}
|
| 465 |
+
|
| 466 |
+
void printSolution(int dist[]) {
|
| 467 |
+
printf("Vertex \\t Distance from Source\\n");
|
| 468 |
+
for (int i = 0; i < V; i++)
|
| 469 |
+
printf("%d \\t %d\\n", i, dist[i]);
|
| 470 |
+
}
|
| 471 |
+
|
| 472 |
+
void dijkstra(int graph[V][V], int src) {
|
| 473 |
+
int dist[V];
|
| 474 |
+
int sptSet[V];
|
| 475 |
+
|
| 476 |
+
for (int i = 0; i < V; i++)
|
| 477 |
+
dist[i] = INT_MAX, sptSet[i] = 0;
|
| 478 |
+
|
| 479 |
+
dist[src] = 0;
|
| 480 |
+
|
| 481 |
+
for (int count = 0; count < V - 1; count++) {
|
| 482 |
+
int u = minDistance(dist, sptSet);
|
| 483 |
+
sptSet[u] = 1;
|
| 484 |
+
|
| 485 |
+
for (int v = 0; v < V; v++)
|
| 486 |
+
if (!sptSet[v] && graph[u][v] && dist[u] != INT_MAX
|
| 487 |
+
&& dist[u] + graph[u][v] < dist[v])
|
| 488 |
+
dist[v] = dist[u] + graph[u][v];
|
| 489 |
+
}
|
| 490 |
+
|
| 491 |
+
printSolution(dist);
|
| 492 |
+
}
|
| 493 |
+
|
| 494 |
+
int main() {
|
| 495 |
+
int graph[V][V] = {
|
| 496 |
+
{0, 4, 0, 0, 0, 0},
|
| 497 |
+
{4, 0, 8, 0, 0, 0},
|
| 498 |
+
{0, 8, 0, 7, 0, 4},
|
| 499 |
+
{0, 0, 7, 0, 9, 14},
|
| 500 |
+
{0, 0, 0, 9, 0, 10},
|
| 501 |
+
{0, 0, 4, 14, 10, 0}
|
| 502 |
+
};
|
| 503 |
+
|
| 504 |
+
dijkstra(graph, 0);
|
| 505 |
+
return 0;
|
| 506 |
+
}""",
|
| 507 |
+
"explanation": "Dijkstra's algorithm finds shortest paths from source to all vertices in a weighted graph. Uses greedy approach with priority queue.",
|
| 508 |
+
"video_url": "https://www.youtube.com/embed/GazC3A4OQTE"
|
| 509 |
+
},
|
| 510 |
+
{
|
| 511 |
+
"title": "Producer-Consumer Problem",
|
| 512 |
+
"problem": "Implement producer-consumer problem using semaphores",
|
| 513 |
+
"code": """#include <stdio.h>
|
| 514 |
+
#include <stdlib.h>
|
| 515 |
+
#include <pthread.h>
|
| 516 |
+
#include <semaphore.h>
|
| 517 |
+
|
| 518 |
+
#define BUFFER_SIZE 5
|
| 519 |
+
|
| 520 |
+
int buffer[BUFFER_SIZE];
|
| 521 |
+
int in = 0, out = 0;
|
| 522 |
+
|
| 523 |
+
sem_t empty, full;
|
| 524 |
+
pthread_mutex_t mutex;
|
| 525 |
+
|
| 526 |
+
void* producer(void* arg) {
|
| 527 |
+
int item;
|
| 528 |
+
for (int i = 0; i < 10; i++) {
|
| 529 |
+
item = rand() % 100;
|
| 530 |
+
|
| 531 |
+
sem_wait(&empty);
|
| 532 |
+
pthread_mutex_lock(&mutex);
|
| 533 |
+
|
| 534 |
+
buffer[in] = item;
|
| 535 |
+
printf("Producer produced: %d\\n", item);
|
| 536 |
+
in = (in + 1) % BUFFER_SIZE;
|
| 537 |
+
|
| 538 |
+
pthread_mutex_unlock(&mutex);
|
| 539 |
+
sem_post(&full);
|
| 540 |
+
}
|
| 541 |
+
return NULL;
|
| 542 |
+
}
|
| 543 |
+
|
| 544 |
+
void* consumer(void* arg) {
|
| 545 |
+
int item;
|
| 546 |
+
for (int i = 0; i < 10; i++) {
|
| 547 |
+
sem_wait(&full);
|
| 548 |
+
pthread_mutex_lock(&mutex);
|
| 549 |
+
|
| 550 |
+
item = buffer[out];
|
| 551 |
+
printf("Consumer consumed: %d\\n", item);
|
| 552 |
+
out = (out + 1) % BUFFER_SIZE;
|
| 553 |
+
|
| 554 |
+
pthread_mutex_unlock(&mutex);
|
| 555 |
+
sem_post(&empty);
|
| 556 |
+
}
|
| 557 |
+
return NULL;
|
| 558 |
+
}
|
| 559 |
+
|
| 560 |
+
int main() {
|
| 561 |
+
pthread_t prod_thread, cons_thread;
|
| 562 |
+
|
| 563 |
+
sem_init(&empty, 0, BUFFER_SIZE);
|
| 564 |
+
sem_init(&full, 0, 0);
|
| 565 |
+
pthread_mutex_init(&mutex, NULL);
|
| 566 |
+
|
| 567 |
+
pthread_create(&prod_thread, NULL, producer, NULL);
|
| 568 |
+
pthread_create(&cons_thread, NULL, consumer, NULL);
|
| 569 |
+
|
| 570 |
+
pthread_join(prod_thread, NULL);
|
| 571 |
+
pthread_join(cons_thread, NULL);
|
| 572 |
+
|
| 573 |
+
sem_destroy(&empty);
|
| 574 |
+
sem_destroy(&full);
|
| 575 |
+
pthread_mutex_destroy(&mutex);
|
| 576 |
+
|
| 577 |
+
return 0;
|
| 578 |
+
}""",
|
| 579 |
+
"explanation": "Producer-Consumer problem solution using semaphores for synchronization. Empty semaphore tracks empty slots, full semaphore tracks filled slots.",
|
| 580 |
+
"video_url": "https://www.youtube.com/embed/ltXjAtncKeo"
|
| 581 |
+
}
|
| 582 |
+
],
|
| 583 |
+
"B.Tech Final Year": [
|
| 584 |
+
{
|
| 585 |
+
"title": "Machine Learning - Linear Regression",
|
| 586 |
+
"problem": "Implement linear regression from scratch in Python",
|
| 587 |
+
"code": """import numpy as np
|
| 588 |
+
import matplotlib.pyplot as plt
|
| 589 |
+
|
| 590 |
+
class LinearRegression:
|
| 591 |
+
def __init__(self, learning_rate=0.01, iterations=1000):
|
| 592 |
+
self.learning_rate = learning_rate
|
| 593 |
+
self.iterations = iterations
|
| 594 |
+
self.weights = None
|
| 595 |
+
self.bias = None
|
| 596 |
+
self.loss_history = []
|
| 597 |
+
|
| 598 |
+
def fit(self, X, y):
|
| 599 |
+
n_samples, n_features = X.shape
|
| 600 |
+
self.weights = np.zeros(n_features)
|
| 601 |
+
self.bias = 0
|
| 602 |
+
|
| 603 |
+
for i in range(self.iterations):
|
| 604 |
+
y_pred = np.dot(X, self.weights) + self.bias
|
| 605 |
+
|
| 606 |
+
# Calculate gradients
|
| 607 |
+
dw = (1/n_samples) * np.dot(X.T, (y_pred - y))
|
| 608 |
+
db = (1/n_samples) * np.sum(y_pred - y)
|
| 609 |
+
|
| 610 |
+
# Update parameters
|
| 611 |
+
self.weights -= self.learning_rate * dw
|
| 612 |
+
self.bias -= self.learning_rate * db
|
| 613 |
+
|
| 614 |
+
# Calculate loss
|
| 615 |
+
loss = np.mean((y_pred - y) ** 2)
|
| 616 |
+
self.loss_history.append(loss)
|
| 617 |
+
|
| 618 |
+
if i % 100 == 0:
|
| 619 |
+
print(f"Iteration {i}, Loss: {loss:.4f}")
|
| 620 |
+
|
| 621 |
+
def predict(self, X):
|
| 622 |
+
return np.dot(X, self.weights) + self.bias
|
| 623 |
+
|
| 624 |
+
# Example usage
|
| 625 |
+
if __name__ == "__main__":
|
| 626 |
+
# Generate sample data
|
| 627 |
+
np.random.seed(42)
|
| 628 |
+
X = 2 * np.random.rand(100, 1)
|
| 629 |
+
y = 4 + 3 * X + np.random.randn(100, 1)
|
| 630 |
+
|
| 631 |
+
# Create and train model
|
| 632 |
+
model = LinearRegression(learning_rate=0.1, iterations=1000)
|
| 633 |
+
model.fit(X, y.ravel())
|
| 634 |
+
|
| 635 |
+
# Make predictions
|
| 636 |
+
X_new = np.array([[0], [2]])
|
| 637 |
+
y_pred = model.predict(X_new)
|
| 638 |
+
|
| 639 |
+
print(f"Predicted for x=0: {y_pred[0]:.2f}")
|
| 640 |
+
print(f"Predicted for x=2: {y_pred[1]:.2f}")
|
| 641 |
+
|
| 642 |
+
# Plot results
|
| 643 |
+
plt.scatter(X, y)
|
| 644 |
+
plt.plot(X_new, y_pred, 'r-')
|
| 645 |
+
plt.title('Linear Regression')
|
| 646 |
+
plt.xlabel('X')
|
| 647 |
+
plt.ylabel('y')
|
| 648 |
+
plt.show()""",
|
| 649 |
+
"explanation": "Linear regression implementation from scratch using gradient descent. Updates weights and bias to minimize mean squared error.",
|
| 650 |
+
"video_url": "https://www.youtube.com/embed/4b4MUYve_U8"
|
| 651 |
+
},
|
| 652 |
+
{
|
| 653 |
+
"title": "Blockchain Implementation",
|
| 654 |
+
"problem": "Simple blockchain implementation in Python",
|
| 655 |
+
"code": """import hashlib
|
| 656 |
+
import time
|
| 657 |
+
import json
|
| 658 |
+
|
| 659 |
+
class Block:
|
| 660 |
+
def __init__(self, index, transactions, timestamp, previous_hash):
|
| 661 |
+
self.index = index
|
| 662 |
+
self.transactions = transactions
|
| 663 |
+
self.timestamp = timestamp
|
| 664 |
+
self.previous_hash = previous_hash
|
| 665 |
+
self.nonce = 0
|
| 666 |
+
self.hash = self.calculate_hash()
|
| 667 |
+
|
| 668 |
+
def calculate_hash(self):
|
| 669 |
+
block_string = json.dumps({
|
| 670 |
+
"index": self.index,
|
| 671 |
+
"transactions": self.transactions,
|
| 672 |
+
"timestamp": self.timestamp,
|
| 673 |
+
"previous_hash": self.previous_hash,
|
| 674 |
+
"nonce": self.nonce
|
| 675 |
+
}, sort_keys=True)
|
| 676 |
+
return hashlib.sha256(block_string.encode()).hexdigest()
|
| 677 |
+
|
| 678 |
+
def mine_block(self, difficulty):
|
| 679 |
+
target = "0" * difficulty
|
| 680 |
+
while self.hash[:difficulty] != target:
|
| 681 |
+
self.nonce += 1
|
| 682 |
+
self.hash = self.calculate_hash()
|
| 683 |
+
print(f"Block mined: {self.hash}")
|
| 684 |
+
|
| 685 |
+
class Blockchain:
|
| 686 |
+
def __init__(self):
|
| 687 |
+
self.chain = [self.create_genesis_block()]
|
| 688 |
+
self.difficulty = 2
|
| 689 |
+
self.pending_transactions = []
|
| 690 |
+
|
| 691 |
+
def create_genesis_block(self):
|
| 692 |
+
return Block(0, ["Genesis Block"], time.time(), "0")
|
| 693 |
+
|
| 694 |
+
def get_latest_block(self):
|
| 695 |
+
return self.chain[-1]
|
| 696 |
+
|
| 697 |
+
def add_transaction(self, transaction):
|
| 698 |
+
self.pending_transactions.append(transaction)
|
| 699 |
+
|
| 700 |
+
def mine_pending_transactions(self):
|
| 701 |
+
block = Block(len(self.chain), self.pending_transactions, time.time(), self.get_latest_block().hash)
|
| 702 |
+
block.mine_block(self.difficulty)
|
| 703 |
+
self.chain.append(block)
|
| 704 |
+
self.pending_transactions = []
|
| 705 |
+
|
| 706 |
+
def is_chain_valid(self):
|
| 707 |
+
for i in range(1, len(self.chain)):
|
| 708 |
+
current_block = self.chain[i]
|
| 709 |
+
previous_block = self.chain[i-1]
|
| 710 |
+
|
| 711 |
+
if current_block.hash != current_block.calculate_hash():
|
| 712 |
+
return False
|
| 713 |
+
if current_block.previous_hash != previous_block.hash:
|
| 714 |
+
return False
|
| 715 |
+
return True
|
| 716 |
+
|
| 717 |
+
# Example usage
|
| 718 |
+
if __name__ == "__main__":
|
| 719 |
+
blockchain = Blockchain()
|
| 720 |
+
|
| 721 |
+
print("Mining block 1...")
|
| 722 |
+
blockchain.add_transaction("Transaction 1")
|
| 723 |
+
blockchain.mine_pending_transactions()
|
| 724 |
+
|
| 725 |
+
print("Mining block 2...")
|
| 726 |
+
blockchain.add_transaction("Transaction 2")
|
| 727 |
+
blockchain.mine_pending_transactions()
|
| 728 |
+
|
| 729 |
+
print(f"Blockchain valid: {blockchain.is_chain_valid()}")
|
| 730 |
+
print(f"Blockchain length: {len(blockchain.chain)}")""",
|
| 731 |
+
"explanation": "Simple blockchain implementation with mining, transaction adding, and chain validation. Uses SHA-256 hashing and proof-of-work.",
|
| 732 |
+
"video_url": "https://www.youtube.com/embed/zVqczFZr124"
|
| 733 |
+
}
|
| 734 |
+
]
|
| 735 |
+
}
|
| 736 |
+
|
| 737 |
# ---------------- Opportunities (H/I/S) ----------------
|
| 738 |
HACKATHONS = [
|
| 739 |
{"name":"Smart India Hackathon 2025","deadline":"2025-09-30","eligibility":"College Students (All Years)","prizes":"₹5 Lakhs + Incubation","skills":["Programming","Problem Solving"],"url":"https://sih.gov.in","category":"National","level":"B.Tech All Years"},
|
|
|
|
| 814 |
|
| 815 |
def create_dashboard_stats(level):
|
| 816 |
p = load_progress()
|
| 817 |
+
sessions = ROADMAPS.get(
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