File size: 16,811 Bytes
247642a c7ac04c 5ed1762 ecacd2c 5ed1762 d5622b5 5ed1762 d5622b5 5ed1762 d5622b5 5ed1762 54dbea6 d5622b5 54dbea6 5ed1762 d5622b5 5ed1762 54dbea6 d5622b5 5ed1762 f5dc9c2 5ed1762 427172c 5ed1762 ecacd2c a576dc9 ecacd2c 54dbea6 f5dc9c2 c62aef1 5ed1762 f5dc9c2 5ed1762 c62aef1 5ed1762 f5dc9c2 13ace81 5fd6e58 0cef694 c62aef1 5ed1762 c62aef1 5ed1762 c62aef1 5ed1762 c62aef1 5ed1762 c62aef1 5ed1762 c7ac04c 5ed1762 ecacd2c a576dc9 ecacd2c a576dc9 ecacd2c 13ace81 cd2d73e 5ed1762 ecacd2c 5ed1762 ecacd2c 5ed1762 ecacd2c 5ed1762 c62aef1 5ed1762 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 | # Copyright (C) 2026 Hengzhe Zhao. All rights reserved.
# Licensed under dual license: AGPL-3.0 (open-source) or commercial. See LICENSE.
"""Shared utilities for the Prefero multi-page Streamlit app."""
from __future__ import annotations
import sys
from pathlib import Path
import streamlit as st
ROOT = Path(__file__).resolve().parents[1]
SRC = ROOT / "src"
if str(SRC) not in sys.path:
sys.path.insert(0, str(SRC))
from auth import auth_gate, username_gate # noqa: E402
from session_queue import queue_gate, heartbeat as queue_heartbeat, is_session_active # noqa: E402
# โโ session-state keys and their defaults โโโโโโโโโโโโโโโโโโโโโโโโโโ
_SESSION_DEFAULTS: dict[str, object] = {
"df": None,
"data_label": "",
"true_params": {},
"model_results": None,
"model_history": [],
"bootstrap_results": None,
"lc_result": None,
"lc_bic_comparison": None,
"lc_best_q": None,
"saved_models": [],
"authenticated": False,
"auth_email": "",
"username": "",
"user_id": 0,
}
def require_auth() -> None:
"""Run the auth gate. Currently a no-op (open access)."""
if not auth_gate():
st.stop()
def require_queue_slot() -> None:
"""Block the page if the server is at capacity.
When queue is disabled (default for local dev), this is a no-op.
Otherwise shows a branded waiting room with cultural queuing facts.
"""
if not queue_gate():
st.stop()
def _check_session_timeout() -> None:
"""If the session was evicted due to inactivity, clear state and redirect.
Skips the check when estimation is actively running (the user is waiting
for Slowbro to finish, not actually idle).
"""
import os
if os.environ.get("PREFERO_QUEUE_ENABLED", "").lower() != "true":
return # queue disabled โ no timeout
# Don't kick users while estimation is running
if st.session_state.get("_estimation_running"):
return
if not st.session_state.get("username"):
return # no username set โ nothing to expire
# Only check if user was previously admitted to the queue.
# Without this, fresh users who haven't entered the queue yet
# would be incorrectly treated as evicted.
if not st.session_state.get("_queue_admitted"):
return
if not is_session_active():
# Session was evicted โ clear state so user re-enters
for key in ("username", "user_id"):
st.session_state[key] = _SESSION_DEFAULTS.get(key, "")
st.session_state.pop("_queue_session_id", None)
st.session_state.pop("_queue_admitted", None)
st.warning("Your session expired due to inactivity. Please choose a username to continue.")
st.stop()
def _inject_activity_heartbeat() -> None:
"""Inject JavaScript that detects user activity and auto-refreshes to keep the session alive.
Monitors scroll, mouse movement, keyboard, and touch events on the parent
document. If activity is detected within the last 90 seconds, triggers a
lightweight page reload every 90 seconds. Streamlit session state persists
across reloads, so the heartbeat() call in init_session_state() naturally
refreshes the server-side timestamp.
"""
import os
if os.environ.get("PREFERO_QUEUE_ENABLED", "").lower() != "true":
return # no queue โ no need for activity tracking
import streamlit.components.v1 as _components
_components.html(
"""
<script>
(function() {
var INTERVAL = 90000; // 90 seconds
var lastActivity = Date.now();
var events = ['scroll', 'mousemove', 'keydown', 'touchstart', 'click', 'wheel'];
var doc;
try { doc = window.parent.document; } catch(e) { return; }
events.forEach(function(e) {
doc.addEventListener(e, function() { lastActivity = Date.now(); }, {passive: true});
});
setInterval(function() {
if (Date.now() - lastActivity < INTERVAL) {
// User was active โ trigger Streamlit rerun to refresh heartbeat
try { window.parent.location.reload(); } catch(e) {}
}
}, INTERVAL);
})();
</script>
""",
height=0,
)
def init_session_state() -> None:
"""Ensure every shared session-state key exists with its default value."""
for key, default in _SESSION_DEFAULTS.items():
if key not in st.session_state:
st.session_state[key] = default
_check_session_timeout()
require_auth()
# username_gate removed โ visitors see the home page directly
# if not username_gate():
# st.stop()
require_queue_slot()
queue_heartbeat()
if not st.session_state.get("_saved_models_loaded"):
username = st.session_state.get("username", "")
if username:
try:
from model_store import load_models
st.session_state.saved_models = load_models(username)
except Exception:
st.session_state.saved_models = []
st.session_state._saved_models_loaded = True
st.session_state["_queue_admitted"] = True
_inject_activity_heartbeat()
import inspect
_caller = inspect.stack()[1].filename
_page = Path(_caller).stem
_visit_key = f"_visited_{_page}"
if not st.session_state.get(_visit_key):
st.session_state[_visit_key] = True
try:
from community_db import init_db, log_activity
init_db()
log_activity(st.session_state.get("username", "anonymous"), "page_visit", _page)
except Exception:
pass
def data_is_loaded() -> bool:
"""Return True when a DataFrame has been loaded into session state."""
return st.session_state.get("df") is not None
def _is_admin_user() -> bool:
"""Check if the current user has admin privileges."""
import os
admin_csv = os.environ.get("PREFERO_ADMIN_USERS", "")
if not admin_csv.strip():
return False
admin_users = {u.strip().lower() for u in admin_csv.split(",") if u.strip()}
current = st.session_state.get("username", "").strip().lower()
return current in admin_users
def slowbro_status() -> None:
"""Inject global Slowbro status widget into Streamlit's fixed header."""
_slowbro_img = (
"https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites"
"/pokemon/other/official-artwork/80.png"
)
# Hide Admin from sidebar unless developer mode is active
_hide_admin_css = ""
if not st.session_state.get("_dev_mode_active"):
_hide_admin_css = """
[data-testid="stSidebarNav"] a[href*="Admin"] {
display: none !important;
}
"""
st.markdown(
f"""
<style>
/* Hide default Streamlit status widget entirely */
[data-testid="stStatusWidget"] {{
display: none !important;
}}
{_hide_admin_css}
/* Slowbro pill โ injected into Streamlit's fixed header via ::after */
[data-testid="stHeader"]::after {{
content: "Slowbro is resting...";
position: absolute;
top: 50%;
right: 46px;
transform: translateY(-50%);
display: flex;
align-items: center;
gap: 6px;
padding: 3px 12px 3px 30px;
border-radius: 20px;
background: rgba(50,50,50,0.9) url("{_slowbro_img}") no-repeat 6px center / 20px 20px;
font-size: 0.76rem;
color: #bbb;
pointer-events: none;
white-space: nowrap;
z-index: 999;
}}
</style>
""",
unsafe_allow_html=True,
)
def sidebar_branding() -> None:
"""Render common sidebar branding and data-status indicator."""
slowbro_status()
st.sidebar.markdown("## Prefero")
st.sidebar.caption("Discrete Choice Experiment Analysis")
username = st.session_state.get("username", "")
if username:
st.sidebar.caption(f"Signed in as **{username}**")
st.sidebar.divider()
if data_is_loaded():
st.sidebar.success(f"Data loaded: {st.session_state.data_label}")
else:
st.sidebar.info("No data loaded yet.")
# โโ Saved models in sidebar โโ
_saved = st.session_state.get("saved_models", [])
if _saved:
with st.sidebar.expander(f"Saved Models ({len(_saved)}/10)", expanded=False):
_sb_delete_idx: int | None = None
for i, sm in enumerate(_saved):
est = sm.get("estimation")
try:
_ll = f"{est.log_likelihood:.1f}"
except Exception:
_ll = "?"
st.caption(f"**{sm.get('label', 'model')}** ({sm.get('model_type', '?')}) LL:{_ll}")
if st.button("โ Delete", key=f"_sb_del_saved_{i}"):
_sb_delete_idx = i
if _sb_delete_idx is not None:
_uname = st.session_state.get("username", "")
if _uname:
try:
from model_store import delete_saved_model, load_models
if delete_saved_model(_uname, _sb_delete_idx):
st.session_state.saved_models = load_models(_uname)
except Exception:
pass
st.rerun()
# Developer mode prompt (admin users only)
if _is_admin_user() and not st.session_state.get("_dev_mode_active"):
import os
_dev_key = os.environ.get("PREFERO_ADMIN_PASSWORD", "")
if _dev_key:
st.sidebar.divider()
with st.sidebar.expander("Developer Mode"):
key_input = st.text_input("Developer key", type="password", key="_sidebar_dev_key")
if st.button("Unlock", key="_sidebar_dev_unlock", use_container_width=True):
if key_input == _dev_key:
st.session_state["_dev_mode_active"] = True
st.rerun()
else:
st.error("Incorrect key.")
# โโ License notice (always at sidebar bottom) โโ
st.sidebar.divider()
st.sidebar.markdown(
"<p style='font-size:0.7rem; color:#888; text-align:center;'>"
"© 2026 Hengzhe Zhao<br>"
"Dual-licensed: <a href='https://github.com/WilZ2200/prefero/blob/main/LICENSE' "
"target='_blank' style='color:#888;'>AGPL-3.0</a> & Commercial</p>",
unsafe_allow_html=True,
)
def require_data() -> None:
"""Show a blocking message and stop if no data is loaded."""
if not data_is_loaded():
st.warning("Please load a dataset first on the **Data** page.")
st.stop()
# โโ Multilingual scrolling banner โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
_TRANSLATIONS = [
("Prefero", "en"),
("ใใฌใใงใญ", "ja"),
("ํ๋ ํ๋ก", "ko"),
("ะัะตัะตัะพ", "ru"),
("ุจุฑูููุฑู", "ar"),
("เคชเฅเคฐเฅเคซเคผเฅเคฐเฅ", "hi"),
("เนเธเธฃเนเธเนเธฃ", "th"),
("ฮ ฯฮตฯฮญฯฮฟ", "el"),
("แแ แแคแแ แ", "ka"),
("ืคืจืคืจื", "he"),
("เฆชเงเฆฐเงเฆซเงเฆฐเง", "bn"),
("เฐชเฑเฐฐเฑเฐซเฑเฐฐเฑ", "te"),
("Prรฉfรฉro", "fr"),
("Prefero", "la"),
]
def language_banner() -> None:
"""Render the scrolling multilingual Prefero banner."""
st.markdown(
"""
<style>
@keyframes scroll-left {
0% { transform: translateX(0%); }
100% { transform: translateX(-50%); }
}
.scroll-banner-wrap {
position: relative;
margin-bottom: 8px;
}
.scroll-banner {
overflow: hidden;
white-space: nowrap;
padding: 12px 0;
border-top: 1px solid rgba(128,128,128,0.2);
border-bottom: 1px solid rgba(128,128,128,0.2);
}
.scroll-inner {
display: inline-block;
animation: scroll-left 30s linear infinite;
}
.scroll-inner span {
font-size: 1.05rem;
letter-spacing: 0.03em;
opacity: 0.75;
padding: 0 16px;
}
.scroll-inner .zh { font-weight: 700; opacity: 1.0; font-size: 1.2rem; }
.banner-help {
position: absolute;
right: 6px;
top: 50%;
transform: translateY(-50%);
z-index: 10;
}
.banner-help-icon {
display: flex;
align-items: center;
justify-content: center;
width: 20px;
height: 20px;
border-radius: 50%;
background: rgba(128,128,128,0.18);
color: rgba(128,128,128,0.7);
font-size: 0.75rem;
font-weight: 600;
cursor: default;
user-select: none;
line-height: 1;
}
.banner-help-icon:hover {
background: rgba(128,128,128,0.30);
color: rgba(128,128,128,0.95);
}
.banner-help-tooltip {
display: none;
position: absolute;
right: 0;
top: 28px;
width: 260px;
padding: 12px 14px;
background: var(--background-color, #fff);
border: 1px solid rgba(128,128,128,0.2);
border-radius: 8px;
box-shadow: 0 4px 16px rgba(0,0,0,0.10);
white-space: normal;
font-size: 0.82rem;
line-height: 1.5;
color: var(--text-color, #444);
z-index: 100;
}
.banner-help:hover .banner-help-tooltip {
display: block;
}
</style>
""",
unsafe_allow_html=True,
)
span_html = ""
for name, lang in _TRANSLATIONS:
cls = "zh" if lang == "zh" else ""
span_html += f'<span class="{cls}">{name}</span>\u00b7'
doubled = span_html * 2
st.markdown(
f"""
<div class="scroll-banner-wrap">
<div class="scroll-banner">
<div class="scroll-inner">{doubled}</div>
</div>
<div class="banner-help">
<div class="banner-help-icon">?</div>
<div class="banner-help-tooltip">
The name <b>Prefero</b> is shown in many languages
to celebrate the wonderful diversity of our users.
Translations may not be perfectly accurate —
if you spot an error, we would love to hear from you
on the <b>Community</b> page!
</div>
</div>
</div>
""",
unsafe_allow_html=True,
)
# โโ Page-to-page navigation โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
_SLOWBRO_NAV_IMG = (
"https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites"
"/pokemon/other/official-artwork/80.png"
)
_PAGE_ORDER = [
("pages/1_๐_Data.py", "Data", "๐"),
("pages/2_โ๏ธ_Model.py", "Model", "โ๏ธ"),
("pages/3_๐_Results.py", "Results", "๐"),
("pages/4_๐_Compare.py", "Compare", "๐"),
("pages/5_๐ฏ_Bootstrap.py", "Bootstrap", "๐ฏ"),
("pages/6_๐_Report.py", "Report", "๐"),
("pages/7_๐ฌ_Community.py", "Community", "๐ฌ"),
]
def slowbro_next_step(current_page: str) -> None:
"""Render a 'Slowbro guides you to the next step' button at page bottom.
Parameters
----------
current_page : str
The page file path relative to app/, e.g. "pages/1_๐_Data.py".
"""
current_idx = None
for i, (path, _, _) in enumerate(_PAGE_ORDER):
if path == current_page:
current_idx = i
break
if current_idx is None or current_idx >= len(_PAGE_ORDER) - 1:
return # last page or unknown โ no next step
next_path, next_name, next_icon = _PAGE_ORDER[current_idx + 1]
st.divider()
col_img, col_btn = st.columns([1, 4])
with col_img:
st.image(_SLOWBRO_NAV_IMG, width=64)
with col_btn:
st.markdown(
f"<p style='margin:0; color:gray; font-size:0.85em;'>"
f"Slowbro guides you to the next step</p>",
unsafe_allow_html=True,
)
if st.button(
f"{next_icon} Go to {next_name}",
key=f"_nav_next_{next_name}",
use_container_width=True,
):
st.switch_page(next_path)
|