Spaces:
Running
Running
| """ | |
| EduClone AI Portal — Login / Register / Admin / User roles | |
| Tab 1: Generate MCQs from topic (AI, 4 options, answer always provided) | |
| Tab 2: Upload MCQs → smart answer detection → clone with 4 distractors | |
| Author: Abdulqayyum MBA | |
| """ | |
| import gradio as gr | |
| import pandas as pd | |
| import datetime | |
| from auth import (init_db, register_user, login_user, log_activity, | |
| get_all_users, toggle_user_active, change_user_role, | |
| delete_user, get_activity_log, get_stats) | |
| from mcq_engine import ( | |
| generate_from_topic, read_and_parse, clone_mcqs, preview_mcqs, | |
| make_word, make_pdf, make_excel, BLOOMS | |
| ) | |
| init_db() | |
| # ── CSS ─────────────────────────────────────────────────────────────────────── | |
| CSS = """ | |
| * { box-sizing: border-box; } | |
| body { font-family: 'Inter', sans-serif; margin: 0; } | |
| .portal-banner { | |
| background: linear-gradient(135deg,#1e3a5f 0%,#1a56db 55%,#059669 100%); | |
| padding: 20px 28px 18px; border-radius: 14px; color: white; margin-bottom: 18px; | |
| } | |
| .portal-banner h1 { margin:0; font-size:1.65rem; letter-spacing:-.3px; font-weight:600; } | |
| .portal-banner p { margin:5px 0 0; opacity:.88; font-size:.88rem; } | |
| .auth-card { | |
| background: var(--color-background-primary); | |
| border: 1px solid var(--color-border-primary); | |
| border-radius: 14px; padding: 28px 32px; max-width: 460px; | |
| margin: 0 auto; box-shadow: 0 4px 24px rgba(0,0,0,.07); | |
| } | |
| .auth-card h2 { margin:0 0 18px; font-size:1.25rem; color:#1e3a5f; } | |
| .auth-divider { text-align:center; color:#9ca3af; margin:10px 0; font-size:.85rem; } | |
| .user-bar { | |
| background: var(--color-background-secondary); | |
| border: 1px solid var(--color-border-tertiary); | |
| border-radius: 10px; padding: 12px 18px; | |
| display: flex; align-items: center; justify-content: space-between; | |
| margin-bottom: 14px; font-size: .9rem; | |
| } | |
| .role-badge { font-size:.78rem; font-weight:600; padding:3px 10px; border-radius:20px; } | |
| .role-admin { background:#dbeafe; color:#1e40af; } | |
| .role-user { background:#dcfce7; color:#166534; } | |
| .hint-box { | |
| background: #fefce8; border: 1px solid #fde68a; | |
| border-radius: 8px; padding: 10px 14px; font-size:.85rem; line-height:1.7; | |
| margin-bottom: 12px; | |
| } | |
| .detect-box { | |
| background: #f0fdf4; border: 1px solid #a7f3d0; | |
| border-radius: 8px; padding: 10px 14px; font-size:.85rem; line-height:1.7; | |
| margin-bottom: 12px; | |
| } | |
| .dl-row { background:#f0fdf4; border:1px solid #a7f3d0; border-radius:8px; padding:12px; margin-top:8px; } | |
| footer { display:none !important; } | |
| """ | |
| BANNER_HTML = """ | |
| <div class="portal-banner"> | |
| <h1>🎓 EduClone AI — Exam Intelligence Portal</h1> | |
| <p>Generate · Upload · Clone MCQs · Download Word / PDF / Excel | |
| | <strong>Abdulqayyum MBA</strong> — 18 yrs Academic Assessment · MBA · AI Governance · Azure AI</p> | |
| </div> | |
| """ | |
| TAB1_HINT = """<div class="hint-box"> | |
| <b>📝 Tab 1 — Generate MCQs from a Topic:</b> | |
| Enter any subject → choose Bloom's level → AI generates fresh MCQs with | |
| <b>4 options (A B C D)</b> and a correct answer. Download as Word / PDF / Excel. | |
| </div>""" | |
| TAB2_HINT = """<div class="hint-box"> | |
| <b>🔁 Tab 2 — Upload & Clone your existing MCQs:</b><br> | |
| Upload <b>.docx / .pdf / .txt</b> file with your questions. The system detects the correct answer using:<br> | |
| <b>1.</b> Bold option text | |
| <b>2.</b> Underlined option text | |
| <b>3.</b> Coloured (non-black) option text | |
| <b>4.</b> Highlighted option text | |
| <b>5.</b> <code>Answer: X</code> line at the end<br> | |
| If none of these are found, the answer is left as <b>⚠️ Unknown</b> — no guess is made. | |
| Then the AI clones each question with <b>4 new distractors</b>. | |
| </div>""" | |
| SAMPLE_MCQS = """1. Your patient is a 44-year-old female, alert and oriented, in moderate distress, complaining of difficulty breathing. She has a 1-week history of fever and malaise, shortness of breath developing 3 days ago. Left-sided chest pain with deep inspiration and a cough with sputum. Examination: hot, pale, dry skin; rhonchi and rales throughout the left lung. Right lung clear. | |
| HR = 134, BP = 88/64, RR = 24, SpO2 = 92%. | |
| History of two previous myocardial infarctions. Takes nitroglycerin as needed. Which prehospital management is most appropriate? | |
| A. Oxygen via venturi mask 24-35%, nebulized albuterol and ipratropium, IV NS KVO, IV corticosteroids | |
| B. Endotracheal intubation, 100% oxygen, IV NS KVO, nebulized albuterol and Atrovent, IV corticosteroids | |
| C. Albuterol via nebulizer with 100% oxygen, IV NS KVO | |
| D. Oxygen via nonrebreathing mask 15 LPM, IV NS with fluid challenge | |
| Answer: D | |
| 2. A 60-year-old male presents with sudden crushing chest pain radiating to left arm and jaw. Diaphoretic and pale. BP = 90/60, HR = 110, RR = 22, SpO2 = 94%. Most appropriate prehospital intervention? | |
| A. Aspirin 324 mg PO, nitroglycerin 0.4 mg SL, oxygen via NRB mask, IV access, transport immediately | |
| B. Morphine IV, 12-lead ECG, transport to nearest hospital without further intervention | |
| C. Apply CPAP at 10 cmH2O, furosemide IV, IV access | |
| D. Endotracheal intubation, lidocaine IV, transport Code 3 | |
| Answer: A | |
| """ | |
| # ── session helpers ─────────────────────────────────────────────────────────── | |
| def _logged_in(s): return s.get("logged_in", False) | |
| def _is_admin(s): return s.get("role") == "admin" | |
| def _welcome_html(session): | |
| role = session.get("role","user") | |
| name = session.get("full_name") or session.get("username","") | |
| bc = "role-admin" if role=="admin" else "role-user" | |
| bl = "🔑 Admin" if role=="admin" else "👤 User" | |
| return (f'<div class="user-bar">' | |
| f'<span>👋 Welcome, <strong>{name}</strong> | ' | |
| f'<span class="role-badge {bc}">{bl}</span></span>' | |
| f'<span style="font-size:.82rem;color:#6b7280;">' | |
| f'{datetime.datetime.now():%d %b %Y %H:%M}</span></div>') | |
| # ── auth handlers ───────────────────────────────────────────────────────────── | |
| def do_login(username, password, session): | |
| ok, msg, user = login_user(username, password) | |
| if ok: | |
| session.update({"logged_in": True, "username": user["username"], | |
| "role": user["role"], "full_name": user.get("full_name",""), | |
| "user_id": user["id"]}) | |
| return (msg, session, | |
| gr.update(visible=False), | |
| gr.update(visible=True), | |
| _welcome_html(session), | |
| gr.update(visible=_is_admin(session)), | |
| gr.update(visible=True)) | |
| return msg, session, gr.update(visible=True), gr.update(visible=False), \ | |
| "", gr.update(visible=False), gr.update(visible=False) | |
| def do_register(username, email, password, confirm, full_name, institution, session): | |
| if password != confirm: | |
| return "❌ Passwords do not match.", session | |
| ok, msg = register_user(username, email, password, full_name, institution) | |
| return msg, session | |
| def do_logout(session): | |
| if session.get("username"): | |
| log_activity(session.get("user_id"), session.get("username"), "logout", "") | |
| session.clear() | |
| return (session, gr.update(visible=True), gr.update(visible=False), | |
| "", gr.update(visible=False), gr.update(visible=False)) | |
| # ── Tab 1: generate from topic ──────────────────────────────────────────────── | |
| def handle_generate(topic, num_q, blooms, difficulty, want_word, want_pdf, want_excel, session): | |
| if not _logged_in(session): | |
| return "⚠️ Please log in first.", None, None, None, "" | |
| if not topic.strip(): | |
| return "⚠️ Please enter a topic name.", None, None, None, "" | |
| mcqs, source = generate_from_topic(topic, int(num_q), blooms, difficulty) | |
| if not mcqs: | |
| return "❌ Could not generate questions. Please try again.", None, None, None, "" | |
| log_activity(session.get("user_id"), session.get("username"), | |
| "generate_topic", f"{len(mcqs)} Qs · {topic} · {blooms}") | |
| note = ("⚡ AI was busy — template questions shown. Re-run for AI results.\n\n" | |
| if source == "template" else "✅ AI-generated questions:\n\n") | |
| preview = preview_mcqs(mcqs, f"Topic: {topic} | Bloom's: {blooms} | Difficulty: {difficulty}") | |
| title = f"MCQs: {topic}" | |
| w = make_word(mcqs, title) if want_word else None | |
| p = make_pdf(mcqs, title) if want_pdf else None | |
| e = make_excel(mcqs, title) if want_excel else None | |
| metrics = (f"📊 Questions: **{len(mcqs)}** · Bloom's: **{blooms}** · " | |
| f"Difficulty: **{difficulty}** · Source: **{source}**") | |
| return note + preview, w, p, e, metrics | |
| # ── Tab 2: upload + clone ───────────────────────────────────────────────────── | |
| def handle_upload_preview(file_obj, paste_text, session): | |
| """Step 1: parse uploaded file, show what was detected.""" | |
| if not _logged_in(session): | |
| return "⚠️ Please log in first.", session | |
| mcqs, err = [], "" | |
| if file_obj: | |
| mcqs, err = read_and_parse(file_obj) | |
| elif paste_text.strip(): | |
| from mcq_engine import _parse_plain | |
| mcqs = _parse_plain(paste_text.strip()) | |
| else: | |
| return "⚠️ Please upload a file or paste MCQs.", session | |
| if err: | |
| return f"❌ {err}", session | |
| if not mcqs: | |
| return ("❌ Could not detect MCQ structure.\n\n" | |
| "Ensure questions start with `1.` or `Q1.` and options with `A.` / `A)`"), session | |
| # Store in session for cloning step | |
| session["_mcqs"] = mcqs | |
| detected = sum(1 for m in mcqs if m.get("answer")) | |
| unknown = len(mcqs) - detected | |
| summary = f"✅ **{len(mcqs)} question(s) parsed**" | |
| if detected: | |
| summary += f" · **{detected}** answer(s) detected" | |
| if unknown: | |
| summary += f" · **{unknown}** answer(s) ⚠️ unknown (no formatting mark or key found)" | |
| summary += "\n\n" | |
| summary += preview_mcqs(mcqs) | |
| return summary, session | |
| def handle_clone(num_clones, blooms, want_word, want_pdf, want_excel, exam_title, session): | |
| """Step 2: clone the already-parsed MCQs.""" | |
| if not _logged_in(session): | |
| return "⚠️ Please log in first.", None, None, None, "" | |
| originals = session.get("_mcqs", []) | |
| if not originals: | |
| return "⚠️ Please parse/upload MCQs first (click Preview above).", None, None, None, "" | |
| clones = clone_mcqs(originals, int(num_clones), blooms) | |
| log_activity(session.get("user_id"), session.get("username"), | |
| "clone_mcqs", f"{len(originals)} orig → {len(clones)} clones") | |
| title = exam_title.strip() or "Cloned MCQs" | |
| w = make_word(clones, title) if want_word else None | |
| p = make_pdf(clones, title) if want_pdf else None | |
| e = make_excel(clones, title) if want_excel else None | |
| metrics = (f"📊 Original: **{len(originals)}** · " | |
| f"Clones: **{len(clones)}** · " | |
| f"Bloom's: **{blooms}**") | |
| return preview_mcqs(clones, "Generated Clones"), w, p, e, metrics | |
| # ── admin handlers (unchanged) ──────────────────────────────────────────────── | |
| def admin_get_stats(session): | |
| if not _is_admin(session): return "❌ Admin only." | |
| s = get_stats() | |
| return (f"## 📊 Portal Statistics\n|Metric|Value|\n|---|---|\n" | |
| f"|Total Users|**{s['total']}**|\n|Admins|**{s['admins']}**|\n" | |
| f"|Active|**{s['active']}**|\n|New Today|**{s['new_today']}**|\n" | |
| f"|Logins Today|**{s['logins_today']}**|") | |
| def admin_get_users(session): | |
| if not _is_admin(session): return pd.DataFrame() | |
| users = get_all_users() | |
| if not users: return pd.DataFrame() | |
| df = pd.DataFrame(users)[["id","username","email","full_name","institution", | |
| "role","is_active","created_at","last_login"]] | |
| df.columns = ["ID","Username","Email","Full Name","Institution", | |
| "Role","Active","Registered","Last Login"] | |
| df["Active"] = df["Active"].map({1:"✅ Yes", 0:"❌ No"}) | |
| df["Last Login"] = df["Last Login"].fillna("Never") | |
| return df | |
| def admin_toggle(uid_str, activate, session): | |
| if not _is_admin(session): return "❌ Admin only.", admin_get_users(session) | |
| try: | |
| msg = toggle_user_active(int(uid_str), activate) | |
| return msg, admin_get_users(session) | |
| except ValueError: | |
| return "❌ Enter a numeric User ID.", admin_get_users(session) | |
| def admin_change_role(uid_str, role, session): | |
| if not _is_admin(session): return "❌ Admin only.", admin_get_users(session) | |
| try: | |
| msg = change_user_role(int(uid_str), role) | |
| return msg, admin_get_users(session) | |
| except ValueError: | |
| return "❌ Enter a numeric User ID.", admin_get_users(session) | |
| def admin_delete(uid_str, session): | |
| if not _is_admin(session): return "❌ Admin only.", admin_get_users(session) | |
| try: | |
| msg = delete_user(int(uid_str)) | |
| return msg, admin_get_users(session) | |
| except ValueError: | |
| return "❌ Enter a numeric User ID.", admin_get_users(session) | |
| def admin_get_log(session): | |
| if not _is_admin(session): return pd.DataFrame() | |
| logs = get_activity_log(200) | |
| if not logs: return pd.DataFrame() | |
| df = pd.DataFrame(logs)[["timestamp","username","action","detail"]] | |
| df.columns = ["Timestamp","User","Action","Detail"] | |
| df["Timestamp"] = df["Timestamp"].str[:19].str.replace("T"," ") | |
| return df | |
| # ══════════════════════════════════════════════════════════════════════════════ | |
| # GRADIO UI | |
| # ══════════════════════════════════════════════════════════════════════════════ | |
| def create_app(): | |
| with gr.Blocks(css=CSS, title="EduClone AI Portal") as demo: | |
| session_state = gr.State({}) | |
| gr.HTML(BANNER_HTML) | |
| # ── Login / Register ────────────────────────────────────────────────── | |
| with gr.Column(visible=True) as login_panel: | |
| with gr.Tabs(): | |
| with gr.TabItem("🔐 Login"): | |
| with gr.Column(elem_classes=["auth-card"]): | |
| gr.HTML("<h2>Sign in to EduClone AI</h2>") | |
| li_user = gr.Textbox(label="Username or Email") | |
| li_pass = gr.Textbox(label="Password", type="password") | |
| li_btn = gr.Button("🔐 Login", variant="primary", size="lg") | |
| li_msg = gr.Markdown() | |
| with gr.TabItem("📝 Register"): | |
| with gr.Column(elem_classes=["auth-card"]): | |
| gr.HTML("<h2>Create your account</h2>") | |
| rg_name = gr.Textbox(label="Full Name") | |
| rg_inst = gr.Textbox(label="Institution / Organisation") | |
| rg_user = gr.Textbox(label="Username (3–30 chars, no spaces)") | |
| rg_email = gr.Textbox(label="Email Address") | |
| rg_pass = gr.Textbox(label="Password (8+ chars, 1 uppercase, 1 number)", type="password") | |
| rg_conf = gr.Textbox(label="Confirm Password", type="password") | |
| rg_btn = gr.Button("📝 Create Account", variant="primary", size="lg") | |
| rg_msg = gr.Markdown() | |
| # ── Main Portal ─────────────────────────────────────────────────────── | |
| with gr.Column(visible=False) as main_portal: | |
| welcome_html = gr.HTML() | |
| logout_btn = gr.Button("🚪 Logout", size="sm", variant="secondary") | |
| # ── Admin Panel ─────────────────────────────────────────────────── | |
| with gr.Column(visible=False) as admin_tabs: | |
| gr.HTML("<h3 style='color:#1e3a5f;margin:8px 0 4px'>🔑 Admin Panel</h3>") | |
| with gr.Tabs(): | |
| with gr.TabItem("📊 Dashboard"): | |
| dash_btn = gr.Button("🔄 Refresh Stats", variant="secondary") | |
| dash_out = gr.Markdown() | |
| with gr.TabItem("👥 User Management"): | |
| refresh_users_btn = gr.Button("🔄 Refresh List", variant="secondary") | |
| users_table = gr.DataFrame(interactive=False, wrap=True) | |
| gr.Markdown("**Actions — enter User ID:**") | |
| with gr.Row(): | |
| action_uid = gr.Textbox(label="User ID", scale=1, placeholder="e.g. 3") | |
| action_role = gr.Dropdown(choices=["user","admin"], value="user", | |
| label="Set Role", scale=1) | |
| with gr.Row(): | |
| btn_activate = gr.Button("✅ Activate", variant="secondary") | |
| btn_deactivate = gr.Button("❌ Deactivate", variant="secondary") | |
| btn_set_role = gr.Button("🔄 Set Role", variant="secondary") | |
| btn_del_user = gr.Button("🗑️ Delete", variant="stop") | |
| action_msg = gr.Markdown() | |
| with gr.TabItem("📋 Activity Log"): | |
| refresh_log_btn = gr.Button("🔄 Refresh", variant="secondary") | |
| log_table = gr.DataFrame(interactive=False, wrap=True) | |
| # ── USER SECTION — Tab 1 & 2 ───────────────────────────────────── | |
| with gr.Column(visible=False) as user_tabs: | |
| with gr.Tabs(): | |
| # ══ TAB 1: Generate from Topic ═══════════════════════════ | |
| with gr.TabItem("📝 Generate from Topic"): | |
| gr.HTML(TAB1_HINT) | |
| with gr.Row(): | |
| with gr.Column(scale=1): | |
| t1_topic = gr.Textbox( | |
| label="Topic / Subject Name", | |
| placeholder="e.g. Mitochondria · Supply Chain · Newton's Laws", | |
| lines=2) | |
| t1_num = gr.Slider(1, 10, value=5, step=1, | |
| label="Number of Questions") | |
| t1_blooms = gr.Dropdown( | |
| choices=list(BLOOMS.keys()), | |
| value="Mixed (All)", | |
| label="📚 Bloom's Taxonomy Level") | |
| t1_diff = gr.Radio( | |
| choices=["Easy","Medium","Hard","Mixed"], | |
| value="Mixed", label="Difficulty") | |
| gr.Markdown("**Download formats:**") | |
| with gr.Row(): | |
| t1_word = gr.Checkbox(label="📄 Word", value=True) | |
| t1_pdf = gr.Checkbox(label="📑 PDF", value=True) | |
| t1_excel = gr.Checkbox(label="📊 Excel", value=False) | |
| t1_btn = gr.Button("🚀 Generate MCQs", | |
| variant="primary", size="lg") | |
| with gr.Column(scale=2): | |
| t1_preview = gr.Markdown(label="Preview") | |
| with gr.Row(elem_classes=["dl-row"]): | |
| t1_w = gr.File(label="📄 Word") | |
| t1_p = gr.File(label="📑 PDF") | |
| t1_e = gr.File(label="📊 Excel") | |
| t1_metrics = gr.Markdown() | |
| # ══ TAB 2: Upload & Clone ═════════════════════════════════ | |
| with gr.TabItem("🔁 Upload & Clone"): | |
| gr.HTML(TAB2_HINT) | |
| with gr.Row(): | |
| with gr.Column(scale=1): | |
| gr.Markdown("### Step 1 — Upload your MCQs") | |
| t2_file = gr.File( | |
| label="Upload File (.docx / .pdf / .txt) — formatting detected from .docx", | |
| file_types=[".docx",".doc",".pdf",".txt"]) | |
| t2_paste = gr.Textbox( | |
| label="Or paste plain-text MCQs here", | |
| lines=10, value=SAMPLE_MCQS) | |
| t2_preview_btn = gr.Button("🔍 Parse & Preview", | |
| variant="secondary", size="lg") | |
| gr.Markdown("---\n### Step 2 — Clone settings") | |
| t2_clones = gr.Slider(1, 3, value=2, step=1, | |
| label="Clones per Question") | |
| t2_blooms = gr.Dropdown( | |
| choices=list(BLOOMS.keys()), | |
| value="Mixed (All)", | |
| label="📚 Bloom's Level for Clones") | |
| t2_title = gr.Textbox( | |
| label="Exam / Output Title", | |
| value="Cloned MCQs") | |
| gr.Markdown("**Download formats:**") | |
| with gr.Row(): | |
| t2_word = gr.Checkbox(label="📄 Word", value=True) | |
| t2_pdf = gr.Checkbox(label="📑 PDF", value=True) | |
| t2_excel = gr.Checkbox(label="📊 Excel", value=False) | |
| t2_clone_btn = gr.Button("🔁 Generate Clones", | |
| variant="primary", size="lg") | |
| with gr.Column(scale=2): | |
| t2_preview = gr.Markdown(label="Parsed / Clone Preview") | |
| with gr.Row(elem_classes=["dl-row"]): | |
| t2_w = gr.File(label="📄 Word") | |
| t2_p = gr.File(label="📑 PDF") | |
| t2_e = gr.File(label="📊 Excel") | |
| t2_metrics = gr.Markdown() | |
| # ── Wire events ─────────────────────────────────────────────────────── | |
| # Auth | |
| li_btn.click(fn=do_login, | |
| inputs=[li_user, li_pass, session_state], | |
| outputs=[li_msg, session_state, login_panel, main_portal, | |
| welcome_html, admin_tabs, user_tabs]) | |
| li_pass.submit(fn=do_login, | |
| inputs=[li_user, li_pass, session_state], | |
| outputs=[li_msg, session_state, login_panel, main_portal, | |
| welcome_html, admin_tabs, user_tabs]) | |
| rg_btn.click(fn=do_register, | |
| inputs=[rg_user, rg_email, rg_pass, rg_conf, | |
| rg_name, rg_inst, session_state], | |
| outputs=[rg_msg, session_state]) | |
| logout_btn.click(fn=do_logout, | |
| inputs=[session_state], | |
| outputs=[session_state, login_panel, main_portal, | |
| welcome_html, admin_tabs, user_tabs]) | |
| # Admin | |
| dash_btn.click(fn=admin_get_stats, inputs=[session_state], outputs=[dash_out]) | |
| refresh_users_btn.click(fn=admin_get_users, inputs=[session_state], outputs=[users_table]) | |
| btn_activate.click(fn=lambda u,s: admin_toggle(u,True,s), | |
| inputs=[action_uid,session_state], outputs=[action_msg,users_table]) | |
| btn_deactivate.click(fn=lambda u,s: admin_toggle(u,False,s), | |
| inputs=[action_uid,session_state], outputs=[action_msg,users_table]) | |
| btn_set_role.click(fn=admin_change_role, | |
| inputs=[action_uid,action_role,session_state], | |
| outputs=[action_msg,users_table]) | |
| btn_del_user.click(fn=admin_delete, | |
| inputs=[action_uid,session_state], outputs=[action_msg,users_table]) | |
| refresh_log_btn.click(fn=admin_get_log, inputs=[session_state], outputs=[log_table]) | |
| # Tab 1 — Generate | |
| t1_btn.click(fn=handle_generate, | |
| inputs=[t1_topic, t1_num, t1_blooms, t1_diff, | |
| t1_word, t1_pdf, t1_excel, session_state], | |
| outputs=[t1_preview, t1_w, t1_p, t1_e, t1_metrics]) | |
| # Tab 2 — Parse then Clone (two separate buttons) | |
| t2_preview_btn.click(fn=handle_upload_preview, | |
| inputs=[t2_file, t2_paste, session_state], | |
| outputs=[t2_preview, session_state]) | |
| t2_clone_btn.click(fn=handle_clone, | |
| inputs=[t2_clones, t2_blooms, t2_word, t2_pdf, | |
| t2_excel, t2_title, session_state], | |
| outputs=[t2_preview, t2_w, t2_p, t2_e, t2_metrics]) | |
| return demo | |
| if __name__ == "__main__": | |
| app = create_app() | |
| app.launch(server_name="0.0.0.0", server_port=7860, share=False, show_error=True) | |