app.py
17,082 bytes
| 1 | """Gradio demo: ennustab tänavapildi järgi riigi. |
|---|---|
| 2 | |
| 3 | Kujundus laenab trükiatlaselt, sest leht ongi sisuliselt atlase register: |
| 4 | riikide loend arvudega. Soe kaardipaber, pruunikas graveeringutint, terrakota |
| 5 | reljeefivärv, koordinaadivõrk ainult päise all, ja register juhtpunktidega. |
| 6 | |
| 7 | Kõik arvud loetakse treeningu väljunditest, et demo ei saaks lubada rohkem kui |
| 8 | mudel tegelikult oskab. |
| 9 | """ |
| 10 | |
| 11 | import json |
| 12 | import os |
| 13 | from pathlib import Path |
| 14 | |
| 15 | import gradio as gr |
| 16 | import pandas as pd |
| 17 | import timm |
| 18 | import torch |
| 19 | |
| 20 | from countrysense.data import build_transforms |
| 21 | from countrysense.model import load_checkpoint |
| 22 | |
| 23 | CHECKPOINT = Path(os.environ.get("COUNTRYSENSE_CKPT", "runs/clip_vit_b16/best.pt")) |
| 24 | RUN_DIR = CHECKPOINT.parent |
| 25 | |
| 26 | device = torch.device("cuda" if torch.cuda.is_available() else "cpu") |
| 27 | model, classes = load_checkpoint(str(CHECKPOINT), device) |
| 28 | data_cfg = timm.data.resolve_model_data_config(model.backbone) |
| 29 | tfm = build_transforms(data_cfg["mean"], data_cfg["std"], |
| 30 | data_cfg["input_size"][-1], train=False) |
| 31 | |
| 32 | |
| 33 | def _read_metrics(): |
| 34 | try: |
| 35 | return json.loads((RUN_DIR / "metrics.json").read_text(encoding="utf-8")) |
| 36 | except (OSError, ValueError): |
| 37 | return {} |
| 38 | |
| 39 | |
| 40 | def _read_per_country(): |
| 41 | try: |
| 42 | df = pd.read_csv(RUN_DIR / "per_country.csv") |
| 43 | except (OSError, ValueError): |
| 44 | return pd.DataFrame(columns=["country", "accuracy", "support"]) |
| 45 | return df.sort_values("accuracy", ascending=False).reset_index(drop=True) |
| 46 | |
| 47 | |
| 48 | METRICS = _read_metrics() |
| 49 | PER_COUNTRY = _read_per_country() |
| 50 | |
| 51 | |
| 52 | def _pct(value, digits=1): |
| 53 | return f"{value * 100:.{digits}f}".replace(".", ",") + "%" |
| 54 | |
| 55 | |
| 56 | # ── Ennustus ────────────────────────────────────────────────────────────────── |
| 57 | |
| 58 | EMPTY = '<p class="empty">Lisa kõrvale tänavapilt.</p>' |
| 59 | |
| 60 | |
| 61 | def predict(img): |
| 62 | if img is None: |
| 63 | return EMPTY |
| 64 | |
| 65 | with torch.no_grad(): |
| 66 | probs = model(tfm(img.convert("RGB")).unsqueeze(0).to(device)).softmax(1)[0] |
| 67 | top = probs.topk(min(5, len(classes))) |
| 68 | ranked = [(classes[i], p) for p, i in |
| 69 | zip(top.values.tolist(), top.indices.tolist())] |
| 70 | |
| 71 | lead, lead_p = ranked[0] |
| 72 | note = ("kindel määrang" if lead_p >= 0.7 else |
| 73 | "kõhklev määrang" if lead_p >= 0.4 else "nõrk määrang, ära usalda") |
| 74 | |
| 75 | rest = "".join( |
| 76 | f""" |
| 77 | <li class="alt"> |
| 78 | <span class="alt__name">{country}</span> |
| 79 | <span class="alt__bar"><i style="width:{p * 100:.1f}%"></i></span> |
| 80 | <span class="alt__pct num">{_pct(p)}</span> |
| 81 | </li> |
| 82 | """ |
| 83 | for country, p in ranked[1:] |
| 84 | ) |
| 85 | |
| 86 | return f""" |
| 87 | <div class="out"> |
| 88 | <p class="eyebrow eyebrow--mark">Määrang</p> |
| 89 | <p class="out__lead">{lead}</p> |
| 90 | <p class="out__meta"><span class="num">{_pct(lead_p)}</span> · <em>{note}</em></p> |
| 91 | <ul class="alts">{rest}</ul> |
| 92 | </div> |
| 93 | """ |
| 94 | |
| 95 | |
| 96 | # ── Staatiline sisu ─────────────────────────────────────────────────────────── |
| 97 | |
| 98 | def _head_html(): |
| 99 | stats = [ |
| 100 | ("top-1", _pct(METRICS["top1"]) if "top1" in METRICS else "—"), |
| 101 | ("top-5", _pct(METRICS["top5"]) if "top5" in METRICS else "—"), |
| 102 | ("makro-F1", f"{METRICS['macro_f1']:.3f}".replace(".", ",") |
| 103 | if "macro_f1" in METRICS else "—"), |
| 104 | ("klasse", str(METRICS.get("n_classes", len(classes)))), |
| 105 | ("testipilte", f"{METRICS['n_test']:,}".replace(",", " ") |
| 106 | if "n_test" in METRICS else "—"), |
| 107 | ] |
| 108 | cells = "".join( |
| 109 | f'<div class="stat"><p class="eyebrow">{label}</p>' |
| 110 | f'<p class="stat__v num">{value}</p></div>' |
| 111 | for label, value in stats |
| 112 | ) |
| 113 | return f""" |
| 114 | <header class="mast"> |
| 115 | <div class="mast__grid" aria-hidden="true"></div> |
| 116 | <div class="mast__body"> |
| 117 | <p class="eyebrow eyebrow--mark">Peenhäälestatud CLIP ViT-B/16</p> |
| 118 | <h1 class="mast__title">CountrySense</h1> |
| 119 | <p class="mast__lede"> |
| 120 | Määrab ühe tänavapildi järgi riigi. <em>Riigi tase, mitte koordinaadid.</em> |
| 121 | Arvud all on mõõdetud kõrvale pandud testihulgal, mida mudel treeningu ajal |
| 122 | ei näinud. |
| 123 | </p> |
| 124 | </div> |
| 125 | <div class="stats">{cells}</div> |
| 126 | </header> |
| 127 | """ |
| 128 | |
| 129 | |
| 130 | CAVEATS = [ |
| 131 | ("Mudel valib alati mõne registris oleva riigi", |
| 132 | "Kui pilt on tehtud kuskil mujal, tuleb ikkagi enesekindel vastus ja see on " |
| 133 | "vale. Vaata registrit enne, kui määrangut usud."), |
| 134 | ("Ootab tänavavaate kaadrit", |
| 135 | "Treeningpildid on GeoGuessri Street View kaadrid: väljas, päevavalguses, " |
| 136 | "tee tasandilt. Toapildid, lähivõtted, öised kaadrid ja ekraanitõmmised " |
| 137 | "muust kontekstist jäävad ootuspäraselt kehvaks."), |
| 138 | ("Naaberriigid lähevad segamini", |
| 139 | "Ida-Euroopa on nõrgim koht. Läti, Slovakkia ja Ukraina tabavus on " |
| 140 | "testihulgal null: need lähevad segamini Venemaa, Poola ja üksteisega."), |
| 141 | ("Klassid ei ole ühesuurused", |
| 142 | "Testipilte on riigi kohta 11 kuni 200. Väikese valimiga riigi protsent on " |
| 143 | "lärmakas, mistõttu on registris iga rea juures ka valimi suurus."), |
| 144 | ("Koordinaadid on teadlikult väljas", |
| 145 | "Laius- ja pikkuskraadi määramine nõuab miljoneid pilte ja arvutusvõimsust, " |
| 146 | "mida sellel projektil ei ole. Riigi tasand on aus ülesanne, mille sai " |
| 147 | "korralikult lahendada. Piirkonna tasand on järgmine samm."), |
| 148 | ] |
| 149 | |
| 150 | |
| 151 | def _caveats_html(): |
| 152 | items = "".join( |
| 153 | f""" |
| 154 | <li class="note"> |
| 155 | <span class="note__n num">{n:02d}</span> |
| 156 | <div> |
| 157 | <h3>{title}</h3> |
| 158 | <p>{body}</p> |
| 159 | </div> |
| 160 | </li> |
| 161 | """ |
| 162 | for n, (title, body) in enumerate(CAVEATS, start=1) |
| 163 | ) |
| 164 | return f""" |
| 165 | <section class="sec"> |
| 166 | <h2 class="sec__h"><span>Mida peaks teadma</span></h2> |
| 167 | <ol class="notes">{items}</ol> |
| 168 | </section> |
| 169 | """ |
| 170 | |
| 171 | |
| 172 | def _index_html(): |
| 173 | if PER_COUNTRY.empty: |
| 174 | return "" |
| 175 | |
| 176 | rows = "".join( |
| 177 | f""" |
| 178 | <li class="gz__row"> |
| 179 | <span class="gz__name">{row.country}</span> |
| 180 | <span class="gz__dots" aria-hidden="true"></span> |
| 181 | <span class="gz__pct num">{_pct(row.accuracy, 0)}</span> |
| 182 | <span class="gz__n num">{int(row.support)}</span> |
| 183 | </li> |
| 184 | """ |
| 185 | for row in PER_COUNTRY.itertuples() |
| 186 | ) |
| 187 | return f""" |
| 188 | <section class="sec"> |
| 189 | <h2 class="sec__h"><span>Register</span><b class="num">{len(PER_COUNTRY)} riiki</b></h2> |
| 190 | <p class="sec__note"> |
| 191 | Toorandmestikus oli 124 riiki. Puhastus viskas välja rikutud, liiga väikesed, |
| 192 | tumedad, heledad ja udused pildid ning tajuräsi järgi korduvad kaadrid. |
| 193 | Riigid, millele jäi alla 100 pildi, langesid välja tervikuna. Alles jäi |
| 194 | {len(PER_COUNTRY)}. Järjestatud tabavuse, mitte tähestiku järgi. Teine veerg |
| 195 | on tabavus, kolmas testipiltide arv. |
| 196 | </p> |
| 197 | <ul class="gz">{rows}</ul> |
| 198 | </section> |
| 199 | """ |
| 200 | |
| 201 | |
| 202 | FOOTER = """ |
| 203 | <footer class="foot"> |
| 204 | <p> |
| 205 | Kahefaasiline treening: kõigepealt lineaarne proovipea külmutatud põhivõrgu |
| 206 | peal, et juhuslikult lähtestatud pea gradiendid eeltreenitud kaale ära ei |
| 207 | lõhuks, seejärel neli viimast transformeri plokki lahti madalama |
| 208 | õppekiirusega. Augmentatsioonis ei ole horisontaalpeegeldust: kummal pool |
| 209 | teed sõidetakse, on päris geograafiline vihje ja peegeldus rikub selle ära. |
| 210 | </p> |
| 211 | </footer> |
| 212 | """ |
| 213 | |
| 214 | |
| 215 | # ── Kujundus ────────────────────────────────────────────────────────────────── |
| 216 | |
| 217 | CSS = """ |
| 218 | @import url('https://fonts.googleapis.com/css2?family=Spectral:ital,wght@0,300;0,400;0,500;0,600;1,300;1,400&family=Archivo+Narrow:wght@400;500;600&display=swap'); |
| 219 | |
| 220 | :root { |
| 221 | --paper: #f5f1e7; |
| 222 | --ink: #262019; |
| 223 | --soft: #625849; |
| 224 | --faint: #9c9075; |
| 225 | --rule: #d9cfb8; |
| 226 | --rule-soft: #e6ddc9; |
| 227 | --mark: #9c4a2a; |
| 228 | --sea: #2f6273; |
| 229 | } |
| 230 | |
| 231 | gradio-app, .gradio-container, body { |
| 232 | background: var(--paper) !important; |
| 233 | color: var(--ink) !important; |
| 234 | font-family: 'Spectral', Georgia, serif !important; |
| 235 | } |
| 236 | |
| 237 | .gradio-container { |
| 238 | max-width: 1000px !important; |
| 239 | margin: 0 auto !important; |
| 240 | padding: 0 34px 90px !important; |
| 241 | } |
| 242 | |
| 243 | footer.built-with, .built-with, footer svg { display: none !important; } |
| 244 | ::selection { background: var(--mark); color: var(--paper); } |
| 245 | |
| 246 | /* Kaardisilt: kitsas grotesk versaalis, hõredalt. Kõik, mida silm otsib. */ |
| 247 | .eyebrow { |
| 248 | font-family: 'Archivo Narrow', sans-serif; |
| 249 | font-size: 11.5px; |
| 250 | font-weight: 600; |
| 251 | letter-spacing: 0.17em; |
| 252 | text-transform: uppercase; |
| 253 | color: var(--faint); |
| 254 | margin: 0; |
| 255 | } |
| 256 | .eyebrow--mark { color: var(--mark); } |
| 257 | |
| 258 | /* Arvud kitsas grotesk, tabulaarselt, et veerud ei triiviks. */ |
| 259 | .num { |
| 260 | font-family: 'Archivo Narrow', sans-serif; |
| 261 | font-variant-numeric: tabular-nums; |
| 262 | font-weight: 500; |
| 263 | } |
| 264 | |
| 265 | /* ── Päis ─────────────────────────────────────────────────────────────── */ |
| 266 | |
| 267 | .mast { position: relative; padding: 66px 0 0; } |
| 268 | |
| 269 | /* Koordinaadivõrk: peenjooned iga 32 px, iga neljas veidi tugevam. Ainult |
| 270 | päise all, sest see on kaardi element, mitte tapeet. */ |
| 271 | .mast__grid { |
| 272 | position: absolute; |
| 273 | inset: 0 -34px auto; |
| 274 | height: 260px; |
| 275 | background-image: |
| 276 | linear-gradient(var(--rule-soft) 1px, transparent 1px), |
| 277 | linear-gradient(90deg, var(--rule-soft) 1px, transparent 1px), |
| 278 | linear-gradient(var(--rule) 1px, transparent 1px), |
| 279 | linear-gradient(90deg, var(--rule) 1px, transparent 1px); |
| 280 | background-size: 32px 32px, 32px 32px, 128px 128px, 128px 128px; |
| 281 | opacity: 0.5; |
| 282 | -webkit-mask-image: linear-gradient(#000, transparent 88%); |
| 283 | mask-image: linear-gradient(#000, transparent 88%); |
| 284 | pointer-events: none; |
| 285 | } |
| 286 | .mast__body { position: relative; } |
| 287 | |
| 288 | .mast__title { |
| 289 | font-family: 'Spectral', Georgia, serif; |
| 290 | font-size: clamp(46px, 7vw, 68px); |
| 291 | font-weight: 400; |
| 292 | line-height: 1; |
| 293 | letter-spacing: -0.015em; |
| 294 | margin: 20px 0 20px; |
| 295 | color: var(--ink); |
| 296 | } |
| 297 | .mast__lede { |
| 298 | max-width: 56ch; |
| 299 | font-size: 17px; |
| 300 | font-weight: 300; |
| 301 | line-height: 1.62; |
| 302 | color: var(--soft); |
| 303 | margin: 0 0 40px; |
| 304 | } |
| 305 | .mast__lede em { color: var(--ink); font-style: italic; } |
| 306 | |
| 307 | .stats { |
| 308 | position: relative; |
| 309 | display: flex; |
| 310 | flex-wrap: wrap; |
| 311 | border-top: 1px solid var(--rule); |
| 312 | border-bottom: 1px solid var(--rule); |
| 313 | } |
| 314 | .stat { flex: 1 1 124px; padding: 15px 0 14px; } |
| 315 | .stat__v { font-size: 21px; margin: 7px 0 0; color: var(--ink); } |
| 316 | |
| 317 | /* ── Määrang ──────────────────────────────────────────────────────────── */ |
| 318 | |
| 319 | .stage { margin-top: 38px !important; gap: 32px !important; } |
| 320 | .stage .block { |
| 321 | background: transparent !important; |
| 322 | border: 1px solid var(--rule) !important; |
| 323 | border-radius: 0 !important; |
| 324 | box-shadow: none !important; |
| 325 | } |
| 326 | .stage button { border-radius: 0 !important; font-family: 'Archivo Narrow', sans-serif !important; } |
| 327 | |
| 328 | .empty { |
| 329 | font-family: 'Archivo Narrow', sans-serif; |
| 330 | font-size: 13px; |
| 331 | letter-spacing: 0.05em; |
| 332 | color: var(--faint); |
| 333 | margin: 4px 0 0; |
| 334 | } |
| 335 | |
| 336 | .out__lead { |
| 337 | font-size: clamp(34px, 5vw, 44px); |
| 338 | font-weight: 400; |
| 339 | line-height: 1.05; |
| 340 | letter-spacing: -0.012em; |
| 341 | margin: 12px 0 8px; |
| 342 | color: var(--ink); |
| 343 | } |
| 344 | .out__meta { |
| 345 | font-size: 15px; |
| 346 | font-weight: 300; |
| 347 | color: var(--soft); |
| 348 | margin: 0 0 22px; |
| 349 | } |
| 350 | .out__meta em { font-style: italic; } |
| 351 | |
| 352 | .alts { list-style: none; margin: 0; padding: 0; } |
| 353 | .alt { |
| 354 | display: grid; |
| 355 | grid-template-columns: auto 1fr 52px; |
| 356 | align-items: center; |
| 357 | gap: 0 14px; |
| 358 | padding: 8px 0; |
| 359 | border-top: 1px solid var(--rule-soft); |
| 360 | } |
| 361 | .alt__name { font-size: 15px; font-weight: 300; color: var(--soft); white-space: nowrap; } |
| 362 | .alt__bar { display: block; height: 2px; background: var(--rule-soft); } |
| 363 | .alt__bar i { display: block; height: 100%; background: var(--sea); } |
| 364 | .alt__pct { font-size: 13.5px; color: var(--soft); text-align: right; } |
| 365 | |
| 366 | /* ── Sektsioonid ──────────────────────────────────────────────────────── */ |
| 367 | |
| 368 | .sec { margin-top: 76px; } |
| 369 | |
| 370 | /* Legendi pealkiri: versaal, mille kõrvale jookseb joon üle laiuse. */ |
| 371 | .sec__h { |
| 372 | display: flex; |
| 373 | align-items: center; |
| 374 | gap: 16px; |
| 375 | margin: 0 0 24px; |
| 376 | font-family: 'Archivo Narrow', sans-serif; |
| 377 | font-size: 12.5px; |
| 378 | font-weight: 600; |
| 379 | letter-spacing: 0.17em; |
| 380 | text-transform: uppercase; |
| 381 | color: var(--ink); |
| 382 | } |
| 383 | .sec__h::after { |
| 384 | content: ''; |
| 385 | flex: 1; |
| 386 | height: 1px; |
| 387 | background: var(--rule); |
| 388 | } |
| 389 | .sec__h b { |
| 390 | order: 3; |
| 391 | font-size: 12px; |
| 392 | font-weight: 500; |
| 393 | letter-spacing: 0.06em; |
| 394 | text-transform: none; |
| 395 | color: var(--mark); |
| 396 | } |
| 397 | .sec__note { |
| 398 | max-width: 74ch; |
| 399 | font-size: 15.5px; |
| 400 | font-weight: 300; |
| 401 | line-height: 1.68; |
| 402 | color: var(--soft); |
| 403 | margin: 0 0 30px; |
| 404 | } |
| 405 | |
| 406 | .notes { list-style: none; margin: 0; padding: 0; } |
| 407 | .note { |
| 408 | display: grid; |
| 409 | grid-template-columns: 48px 1fr; |
| 410 | gap: 0 16px; |
| 411 | padding: 19px 0; |
| 412 | border-top: 1px solid var(--rule-soft); |
| 413 | } |
| 414 | .note:first-child { border-top: 0; padding-top: 0; } |
| 415 | .note__n { font-size: 12.5px; color: var(--mark); padding-top: 5px; } |
| 416 | .note h3 { |
| 417 | font-size: 16.5px; |
| 418 | font-weight: 500; |
| 419 | letter-spacing: -0.005em; |
| 420 | margin: 0 0 7px; |
| 421 | color: var(--ink); |
| 422 | } |
| 423 | .note p { |
| 424 | max-width: 68ch; |
| 425 | font-size: 15.5px; |
| 426 | font-weight: 300; |
| 427 | line-height: 1.68; |
| 428 | color: var(--soft); |
| 429 | margin: 0; |
| 430 | } |
| 431 | |
| 432 | /* ── Register ─────────────────────────────────────────────────────────── */ |
| 433 | |
| 434 | .gz { |
| 435 | list-style: none; |
| 436 | margin: 0; |
| 437 | padding: 0; |
| 438 | display: grid; |
| 439 | grid-template-columns: 1fr 1fr; |
| 440 | gap: 0 52px; |
| 441 | } |
| 442 | .gz__row { |
| 443 | display: grid; |
| 444 | grid-template-columns: auto 1fr auto auto; |
| 445 | align-items: baseline; |
| 446 | gap: 0 8px; |
| 447 | padding: 6px 0; |
| 448 | } |
| 449 | .gz__name { font-size: 15.5px; font-weight: 300; color: var(--ink); white-space: nowrap; } |
| 450 | /* Juhtpunktid, nagu atlase registris: seovad nime numbriga üle tühja ruumi. */ |
| 451 | .gz__dots { |
| 452 | border-bottom: 1px dotted var(--rule); |
| 453 | transform: translateY(-4px); |
| 454 | min-width: 14px; |
| 455 | } |
| 456 | .gz__pct { font-size: 13.5px; color: var(--soft); width: 42px; text-align: right; } |
| 457 | .gz__n { font-size: 12.5px; color: var(--faint); width: 34px; text-align: right; } |
| 458 | |
| 459 | /* ── Jalus ────────────────────────────────────────────────────────────── */ |
| 460 | |
| 461 | .foot { margin-top: 68px; padding-top: 22px; border-top: 1px solid var(--rule); } |
| 462 | .foot p { |
| 463 | max-width: 78ch; |
| 464 | font-size: 14.5px; |
| 465 | font-weight: 300; |
| 466 | line-height: 1.72; |
| 467 | color: var(--faint); |
| 468 | margin: 0; |
| 469 | } |
| 470 | |
| 471 | @media (max-width: 760px) { |
| 472 | .gradio-container { padding: 0 20px 58px !important; } |
| 473 | .mast { padding-top: 42px; } |
| 474 | .mast__grid { inset: 0 -20px auto; } |
| 475 | .stat { flex-basis: 50%; } |
| 476 | .gz { grid-template-columns: 1fr; gap: 0; } |
| 477 | .note { grid-template-columns: 34px 1fr; } |
| 478 | } |
| 479 | """ |
| 480 | |
| 481 | THEME = gr.themes.Base( |
| 482 | primary_hue=gr.themes.colors.orange, |
| 483 | neutral_hue=gr.themes.colors.stone, |
| 484 | font=gr.themes.GoogleFont("Spectral"), |
| 485 | font_mono=gr.themes.GoogleFont("Archivo Narrow"), |
| 486 | ).set( |
| 487 | body_background_fill="#f5f1e7", |
| 488 | background_fill_primary="#f5f1e7", |
| 489 | background_fill_secondary="#efe9db", |
| 490 | border_color_primary="#d9cfb8", |
| 491 | body_text_color="#262019", |
| 492 | body_text_color_subdued="#625849", |
| 493 | button_primary_background_fill="#9c4a2a", |
| 494 | button_primary_text_color="#f5f1e7", |
| 495 | block_radius="0px", |
| 496 | button_large_radius="0px", |
| 497 | button_small_radius="0px", |
| 498 | input_radius="0px", |
| 499 | block_shadow="none", |
| 500 | ) |
| 501 | |
| 502 | with gr.Blocks(title="CountrySense", analytics_enabled=False) as demo: |
| 503 | gr.HTML(_head_html()) |
| 504 | |
| 505 | with gr.Row(elem_classes="stage", equal_height=False): |
| 506 | with gr.Column(scale=5): |
| 507 | image = gr.Image(type="pil", height=300, show_label=False, |
| 508 | sources=["upload", "clipboard"]) |
| 509 | with gr.Column(scale=6): |
| 510 | result = gr.HTML(EMPTY) |
| 511 | |
| 512 | image.change(predict, inputs=image, outputs=result) |
| 513 | |
| 514 | gr.HTML(_caveats_html()) |
| 515 | gr.HTML(_index_html()) |
| 516 | gr.HTML(FOOTER) |
| 517 | |
| 518 | |
| 519 | if __name__ == "__main__": |
| 520 | # Üks ennustus korraga. Mudel võtab protsessorimälust ligi gigabaidi ja |
| 521 | # paralleelsed päringud kahekordistaksid selle ilma midagi juurde andmata. |
| 522 | demo.queue(default_concurrency_limit=1, max_size=16) |
| 523 | |
| 524 | # Gradio 6: theme ja css käivad launch()-i, mitte Blocks()-i. |
| 525 | demo.launch( |
| 526 | theme=THEME, |
| 527 | css=CSS, |
| 528 | # Vaikimisi jääb kohalik käivitus ainult sellesse masinasse. Konteiner |
| 529 | # seab COUNTRYSENSE_HOST=0.0.0.0, sest pöördproksi jõuab kohale ainult |
| 530 | # üle konteinerivõrgu. |
| 531 | server_name=os.environ.get("COUNTRYSENSE_HOST", "127.0.0.1"), |
| 532 | server_port=int(os.environ.get("PORT", "7860")), |
| 533 | # Demo võtab vastu tänavapilte, mitte suvalisi faile. |
| 534 | max_file_size="12mb", |
| 535 | ) |
| 536 | |