├── .deepsource.toml ├── Manifest.in ├── README.md ├── clean ├── publish ├── servefastai ├── __init__.py ├── __pycache__ │ └── __init__.cpython-37.pyc ├── static │ ├── css │ │ ├── .DS_Store │ │ ├── bootstrap-grid.css │ │ ├── bootstrap-grid.css.map │ │ ├── bootstrap-grid.min.css │ │ ├── bootstrap-grid.min.css.map │ │ ├── bootstrap-reboot.css │ │ ├── bootstrap-reboot.css.map │ │ ├── bootstrap-reboot.min.css │ │ ├── bootstrap-reboot.min.css.map │ │ ├── bootstrap.css │ │ ├── bootstrap.css.map │ │ ├── bootstrap.min.css │ │ └── bootstrap.min.css.map │ └── js │ │ ├── bootstrap.bundle.js │ │ ├── bootstrap.bundle.js.map │ │ ├── bootstrap.bundle.min.js │ │ ├── bootstrap.bundle.min.js.map │ │ ├── bootstrap.js │ │ ├── bootstrap.js.map │ │ ├── bootstrap.min.js │ │ ├── bootstrap.min.js.map │ │ ├── jquery-3.3.1.slim.min.js │ │ └── popper.min.js ├── templates │ ├── predict.html │ └── upload.html └── utils │ └── config.py ├── setup.cfg └── setup.py /.deepsource.toml: -------------------------------------------------------------------------------- 1 | version = 1 2 | 3 | test_patterns = [ 4 | 5 | ] 6 | 7 | exclude_patterns = [ 8 | 9 | ] 10 | 11 | [[analyzers]] 12 | name = 'python' 13 | enabled = true 14 | runtime_version = '3.x.x' 15 | 16 | -------------------------------------------------------------------------------- /Manifest.in: -------------------------------------------------------------------------------- 1 | include servefastai/static/* 2 | include servefastai/static/css/* 3 | include servefastai/static/js/* 4 | include servefastai/templates/* -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # servefastai 2 | 3 | Serve FastAI models and get a web-based UI to test them out with a single line of code. See a [video demo here](https://youtu.be/xwN7arEgvBg). 4 | 5 | ![screenshot](https://i.imgur.com/TzZQZUs.jpg) 6 | 7 | ## Installation 8 | 9 | Install with `pip`. Make sure you have `fastai` already installed. 10 | 11 | ``` 12 | pip install servefastai --upgrade 13 | ``` 14 | 15 | ## Usage 16 | 17 | ``` 18 | from servefastai import serve 19 | serve(learn) 20 | ``` 21 | 22 | `learn` should be a FastAI learner object. Navigate to http://PUBLIC_IP:9999 , where `PUBLIC_IP` is the public IP address of the machine running the Jupyter notebook. You will see a form where you can upload one or more images. Upload the images and click submit to view the predictions. 23 | -------------------------------------------------------------------------------- /clean: -------------------------------------------------------------------------------- 1 | #! /bin/bash 2 | 3 | trash ./servefastai.egg-info 4 | trash ./dist 5 | trash ./build -------------------------------------------------------------------------------- /publish: -------------------------------------------------------------------------------- 1 | #! /bin/bash 2 | 3 | ./clean 4 | python setup.py sdist bdist_wheel 5 | twine upload dist/* 6 | ./clean -------------------------------------------------------------------------------- /servefastai/__init__.py: -------------------------------------------------------------------------------- 1 | from flask import Flask, render_template, request 2 | from fastai.vision.image import open_image, image2np 3 | from PIL import Image as PILImage 4 | import base64 5 | from io import BytesIO 6 | 7 | app = Flask(__name__) 8 | 9 | @app.route("/ping") 10 | def hello(): 11 | return "success" 12 | 13 | _learner = None 14 | 15 | @app.route('/') 16 | def upload(): 17 | return render_template('upload.html') 18 | 19 | def encode(img): 20 | img = (image2np(img.data) * 255).astype('uint8') 21 | pil_img = PILImage.fromarray(img) 22 | buff = BytesIO() 23 | pil_img.save(buff, format="JPEG") 24 | return base64.b64encode(buff.getvalue()).decode("utf-8") 25 | 26 | 27 | def _predict_single(fp): 28 | img = open_image(fp) 29 | pred = img.predict(_learn) 30 | idx = pred.argmax() 31 | label = _learn.data.classes[idx] 32 | img_data = encode(img) 33 | return { 'label': label, 'name': fp.filename, 'image': img_data } 34 | 35 | 36 | @app.route('/predict', methods=['POST']) 37 | def predict(): 38 | global _learn 39 | files = request.files.getlist("files") 40 | predictions = map(_predict_single, files) 41 | return render_template('predict.html', predictions=predictions) 42 | 43 | def serve(learn, port=9999): 44 | global _learn 45 | _learn = learn 46 | app.run(host='0.0.0.0',port=port) -------------------------------------------------------------------------------- /servefastai/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aakashns/servefastai/93a9b2fbb92f3a092fa1e438586e6438b6cc56d5/servefastai/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /servefastai/static/css/.DS_Store: -------------------------------------------------------------------------------- 1 | Bud1%  @� @� @� @ E%DSDB`� @� @� @ -------------------------------------------------------------------------------- /servefastai/static/css/bootstrap-grid.css: -------------------------------------------------------------------------------- 1 | /*! 2 | * Bootstrap Grid v4.1.3 (https://getbootstrap.com/) 3 | * Copyright 2011-2018 The Bootstrap Authors 4 | * Copyright 2011-2018 Twitter, Inc. 5 | * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE) 6 | */ 7 | @-ms-viewport { 8 | width: device-width; 9 | } 10 | 11 | html { 12 | box-sizing: border-box; 13 | -ms-overflow-style: scrollbar; 14 | } 15 | 16 | *, 17 | *::before, 18 | *::after { 19 | box-sizing: inherit; 20 | } 21 | 22 | .container { 23 | width: 100%; 24 | padding-right: 15px; 25 | padding-left: 15px; 26 | margin-right: auto; 27 | margin-left: auto; 28 | } 29 | 30 | @media (min-width: 576px) { 31 | .container { 32 | max-width: 540px; 33 | } 34 | } 35 | 36 | @media (min-width: 768px) { 37 | .container { 38 | max-width: 720px; 39 | } 40 | } 41 | 42 | @media (min-width: 992px) { 43 | .container { 44 | max-width: 960px; 45 | } 46 | } 47 | 48 | @media (min-width: 1200px) { 49 | .container { 50 | max-width: 1140px; 51 | } 52 | } 53 | 54 | .container-fluid { 55 | width: 100%; 56 | padding-right: 15px; 57 | padding-left: 15px; 58 | margin-right: auto; 59 | margin-left: auto; 60 | } 61 | 62 | .row { 63 | display: -ms-flexbox; 64 | display: flex; 65 | -ms-flex-wrap: wrap; 66 | flex-wrap: wrap; 67 | margin-right: -15px; 68 | margin-left: -15px; 69 | } 70 | 71 | .no-gutters { 72 | margin-right: 0; 73 | margin-left: 0; 74 | } 75 | 76 | .no-gutters > .col, 77 | .no-gutters > [class*="col-"] { 78 | padding-right: 0; 79 | padding-left: 0; 80 | } 81 | 82 | .col-1, .col-2, .col-3, .col-4, .col-5, .col-6, .col-7, .col-8, .col-9, .col-10, .col-11, .col-12, .col, 83 | .col-auto, .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12, .col-sm, 84 | .col-sm-auto, .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12, .col-md, 85 | .col-md-auto, .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12, .col-lg, 86 | .col-lg-auto, .col-xl-1, .col-xl-2, .col-xl-3, .col-xl-4, .col-xl-5, .col-xl-6, .col-xl-7, .col-xl-8, .col-xl-9, .col-xl-10, .col-xl-11, .col-xl-12, .col-xl, 87 | .col-xl-auto { 88 | position: relative; 89 | width: 100%; 90 | min-height: 1px; 91 | padding-right: 15px; 92 | padding-left: 15px; 93 | } 94 | 95 | .col { 96 | -ms-flex-preferred-size: 0; 97 | flex-basis: 0; 98 | -ms-flex-positive: 1; 99 | flex-grow: 1; 100 | max-width: 100%; 101 | } 102 | 103 | .col-auto { 104 | -ms-flex: 0 0 auto; 105 | flex: 0 0 auto; 106 | width: auto; 107 | max-width: none; 108 | } 109 | 110 | .col-1 { 111 | -ms-flex: 0 0 8.333333%; 112 | flex: 0 0 8.333333%; 113 | max-width: 8.333333%; 114 | } 115 | 116 | .col-2 { 117 | -ms-flex: 0 0 16.666667%; 118 | flex: 0 0 16.666667%; 119 | max-width: 16.666667%; 120 | } 121 | 122 | .col-3 { 123 | -ms-flex: 0 0 25%; 124 | flex: 0 0 25%; 125 | max-width: 25%; 126 | } 127 | 128 | .col-4 { 129 | -ms-flex: 0 0 33.333333%; 130 | flex: 0 0 33.333333%; 131 | max-width: 33.333333%; 132 | } 133 | 134 | .col-5 { 135 | -ms-flex: 0 0 41.666667%; 136 | flex: 0 0 41.666667%; 137 | max-width: 41.666667%; 138 | } 139 | 140 | .col-6 { 141 | -ms-flex: 0 0 50%; 142 | flex: 0 0 50%; 143 | max-width: 50%; 144 | } 145 | 146 | .col-7 { 147 | -ms-flex: 0 0 58.333333%; 148 | flex: 0 0 58.333333%; 149 | max-width: 58.333333%; 150 | } 151 | 152 | .col-8 { 153 | -ms-flex: 0 0 66.666667%; 154 | flex: 0 0 66.666667%; 155 | max-width: 66.666667%; 156 | } 157 | 158 | .col-9 { 159 | -ms-flex: 0 0 75%; 160 | flex: 0 0 75%; 161 | max-width: 75%; 162 | } 163 | 164 | .col-10 { 165 | -ms-flex: 0 0 83.333333%; 166 | flex: 0 0 83.333333%; 167 | max-width: 83.333333%; 168 | } 169 | 170 | .col-11 { 171 | -ms-flex: 0 0 91.666667%; 172 | flex: 0 0 91.666667%; 173 | max-width: 91.666667%; 174 | } 175 | 176 | .col-12 { 177 | -ms-flex: 0 0 100%; 178 | flex: 0 0 100%; 179 | max-width: 100%; 180 | } 181 | 182 | .order-first { 183 | -ms-flex-order: -1; 184 | order: -1; 185 | } 186 | 187 | .order-last { 188 | -ms-flex-order: 13; 189 | order: 13; 190 | } 191 | 192 | .order-0 { 193 | -ms-flex-order: 0; 194 | order: 0; 195 | } 196 | 197 | .order-1 { 198 | -ms-flex-order: 1; 199 | order: 1; 200 | } 201 | 202 | .order-2 { 203 | -ms-flex-order: 2; 204 | order: 2; 205 | } 206 | 207 | .order-3 { 208 | -ms-flex-order: 3; 209 | order: 3; 210 | } 211 | 212 | .order-4 { 213 | -ms-flex-order: 4; 214 | order: 4; 215 | } 216 | 217 | .order-5 { 218 | -ms-flex-order: 5; 219 | order: 5; 220 | } 221 | 222 | .order-6 { 223 | -ms-flex-order: 6; 224 | order: 6; 225 | } 226 | 227 | .order-7 { 228 | -ms-flex-order: 7; 229 | order: 7; 230 | } 231 | 232 | .order-8 { 233 | -ms-flex-order: 8; 234 | order: 8; 235 | } 236 | 237 | .order-9 { 238 | -ms-flex-order: 9; 239 | order: 9; 240 | } 241 | 242 | .order-10 { 243 | -ms-flex-order: 10; 244 | order: 10; 245 | } 246 | 247 | .order-11 { 248 | -ms-flex-order: 11; 249 | order: 11; 250 | } 251 | 252 | .order-12 { 253 | -ms-flex-order: 12; 254 | order: 12; 255 | } 256 | 257 | .offset-1 { 258 | margin-left: 8.333333%; 259 | } 260 | 261 | .offset-2 { 262 | margin-left: 16.666667%; 263 | } 264 | 265 | .offset-3 { 266 | margin-left: 25%; 267 | } 268 | 269 | .offset-4 { 270 | margin-left: 33.333333%; 271 | } 272 | 273 | .offset-5 { 274 | margin-left: 41.666667%; 275 | } 276 | 277 | .offset-6 { 278 | margin-left: 50%; 279 | } 280 | 281 | .offset-7 { 282 | margin-left: 58.333333%; 283 | } 284 | 285 | .offset-8 { 286 | margin-left: 66.666667%; 287 | } 288 | 289 | .offset-9 { 290 | margin-left: 75%; 291 | } 292 | 293 | .offset-10 { 294 | margin-left: 83.333333%; 295 | } 296 | 297 | .offset-11 { 298 | margin-left: 91.666667%; 299 | } 300 | 301 | @media (min-width: 576px) { 302 | .col-sm { 303 | -ms-flex-preferred-size: 0; 304 | flex-basis: 0; 305 | -ms-flex-positive: 1; 306 | flex-grow: 1; 307 | max-width: 100%; 308 | } 309 | .col-sm-auto { 310 | -ms-flex: 0 0 auto; 311 | flex: 0 0 auto; 312 | width: auto; 313 | max-width: none; 314 | } 315 | .col-sm-1 { 316 | -ms-flex: 0 0 8.333333%; 317 | flex: 0 0 8.333333%; 318 | max-width: 8.333333%; 319 | } 320 | .col-sm-2 { 321 | -ms-flex: 0 0 16.666667%; 322 | flex: 0 0 16.666667%; 323 | max-width: 16.666667%; 324 | } 325 | .col-sm-3 { 326 | -ms-flex: 0 0 25%; 327 | flex: 0 0 25%; 328 | max-width: 25%; 329 | } 330 | .col-sm-4 { 331 | -ms-flex: 0 0 33.333333%; 332 | flex: 0 0 33.333333%; 333 | max-width: 33.333333%; 334 | } 335 | .col-sm-5 { 336 | -ms-flex: 0 0 41.666667%; 337 | flex: 0 0 41.666667%; 338 | max-width: 41.666667%; 339 | } 340 | .col-sm-6 { 341 | -ms-flex: 0 0 50%; 342 | flex: 0 0 50%; 343 | max-width: 50%; 344 | } 345 | .col-sm-7 { 346 | -ms-flex: 0 0 58.333333%; 347 | flex: 0 0 58.333333%; 348 | max-width: 58.333333%; 349 | } 350 | .col-sm-8 { 351 | -ms-flex: 0 0 66.666667%; 352 | flex: 0 0 66.666667%; 353 | max-width: 66.666667%; 354 | } 355 | .col-sm-9 { 356 | -ms-flex: 0 0 75%; 357 | flex: 0 0 75%; 358 | max-width: 75%; 359 | } 360 | .col-sm-10 { 361 | -ms-flex: 0 0 83.333333%; 362 | flex: 0 0 83.333333%; 363 | max-width: 83.333333%; 364 | } 365 | .col-sm-11 { 366 | -ms-flex: 0 0 91.666667%; 367 | flex: 0 0 91.666667%; 368 | max-width: 91.666667%; 369 | } 370 | .col-sm-12 { 371 | -ms-flex: 0 0 100%; 372 | flex: 0 0 100%; 373 | max-width: 100%; 374 | } 375 | .order-sm-first { 376 | -ms-flex-order: -1; 377 | order: -1; 378 | } 379 | .order-sm-last { 380 | -ms-flex-order: 13; 381 | order: 13; 382 | } 383 | .order-sm-0 { 384 | -ms-flex-order: 0; 385 | order: 0; 386 | } 387 | .order-sm-1 { 388 | -ms-flex-order: 1; 389 | order: 1; 390 | } 391 | .order-sm-2 { 392 | -ms-flex-order: 2; 393 | order: 2; 394 | } 395 | .order-sm-3 { 396 | -ms-flex-order: 3; 397 | order: 3; 398 | } 399 | .order-sm-4 { 400 | -ms-flex-order: 4; 401 | order: 4; 402 | } 403 | .order-sm-5 { 404 | -ms-flex-order: 5; 405 | order: 5; 406 | } 407 | .order-sm-6 { 408 | -ms-flex-order: 6; 409 | order: 6; 410 | } 411 | .order-sm-7 { 412 | -ms-flex-order: 7; 413 | order: 7; 414 | } 415 | .order-sm-8 { 416 | -ms-flex-order: 8; 417 | order: 8; 418 | } 419 | .order-sm-9 { 420 | -ms-flex-order: 9; 421 | order: 9; 422 | } 423 | .order-sm-10 { 424 | -ms-flex-order: 10; 425 | order: 10; 426 | } 427 | .order-sm-11 { 428 | -ms-flex-order: 11; 429 | order: 11; 430 | } 431 | .order-sm-12 { 432 | -ms-flex-order: 12; 433 | order: 12; 434 | } 435 | .offset-sm-0 { 436 | margin-left: 0; 437 | } 438 | .offset-sm-1 { 439 | margin-left: 8.333333%; 440 | } 441 | .offset-sm-2 { 442 | margin-left: 16.666667%; 443 | } 444 | .offset-sm-3 { 445 | margin-left: 25%; 446 | } 447 | .offset-sm-4 { 448 | margin-left: 33.333333%; 449 | } 450 | .offset-sm-5 { 451 | margin-left: 41.666667%; 452 | } 453 | .offset-sm-6 { 454 | margin-left: 50%; 455 | } 456 | .offset-sm-7 { 457 | margin-left: 58.333333%; 458 | } 459 | .offset-sm-8 { 460 | margin-left: 66.666667%; 461 | } 462 | .offset-sm-9 { 463 | margin-left: 75%; 464 | } 465 | .offset-sm-10 { 466 | margin-left: 83.333333%; 467 | } 468 | .offset-sm-11 { 469 | margin-left: 91.666667%; 470 | } 471 | } 472 | 473 | @media (min-width: 768px) { 474 | .col-md { 475 | -ms-flex-preferred-size: 0; 476 | flex-basis: 0; 477 | -ms-flex-positive: 1; 478 | flex-grow: 1; 479 | max-width: 100%; 480 | } 481 | .col-md-auto { 482 | -ms-flex: 0 0 auto; 483 | flex: 0 0 auto; 484 | width: auto; 485 | max-width: none; 486 | } 487 | .col-md-1 { 488 | -ms-flex: 0 0 8.333333%; 489 | flex: 0 0 8.333333%; 490 | max-width: 8.333333%; 491 | } 492 | .col-md-2 { 493 | -ms-flex: 0 0 16.666667%; 494 | flex: 0 0 16.666667%; 495 | max-width: 16.666667%; 496 | } 497 | .col-md-3 { 498 | -ms-flex: 0 0 25%; 499 | flex: 0 0 25%; 500 | max-width: 25%; 501 | } 502 | .col-md-4 { 503 | -ms-flex: 0 0 33.333333%; 504 | flex: 0 0 33.333333%; 505 | max-width: 33.333333%; 506 | } 507 | .col-md-5 { 508 | -ms-flex: 0 0 41.666667%; 509 | flex: 0 0 41.666667%; 510 | max-width: 41.666667%; 511 | } 512 | .col-md-6 { 513 | -ms-flex: 0 0 50%; 514 | flex: 0 0 50%; 515 | max-width: 50%; 516 | } 517 | .col-md-7 { 518 | -ms-flex: 0 0 58.333333%; 519 | flex: 0 0 58.333333%; 520 | max-width: 58.333333%; 521 | } 522 | .col-md-8 { 523 | -ms-flex: 0 0 66.666667%; 524 | flex: 0 0 66.666667%; 525 | max-width: 66.666667%; 526 | } 527 | .col-md-9 { 528 | -ms-flex: 0 0 75%; 529 | flex: 0 0 75%; 530 | max-width: 75%; 531 | } 532 | .col-md-10 { 533 | -ms-flex: 0 0 83.333333%; 534 | flex: 0 0 83.333333%; 535 | max-width: 83.333333%; 536 | } 537 | .col-md-11 { 538 | -ms-flex: 0 0 91.666667%; 539 | flex: 0 0 91.666667%; 540 | max-width: 91.666667%; 541 | } 542 | .col-md-12 { 543 | -ms-flex: 0 0 100%; 544 | flex: 0 0 100%; 545 | max-width: 100%; 546 | } 547 | .order-md-first { 548 | -ms-flex-order: -1; 549 | order: -1; 550 | } 551 | .order-md-last { 552 | -ms-flex-order: 13; 553 | order: 13; 554 | } 555 | .order-md-0 { 556 | -ms-flex-order: 0; 557 | order: 0; 558 | } 559 | .order-md-1 { 560 | -ms-flex-order: 1; 561 | order: 1; 562 | } 563 | .order-md-2 { 564 | -ms-flex-order: 2; 565 | order: 2; 566 | } 567 | .order-md-3 { 568 | -ms-flex-order: 3; 569 | order: 3; 570 | } 571 | .order-md-4 { 572 | -ms-flex-order: 4; 573 | order: 4; 574 | } 575 | .order-md-5 { 576 | -ms-flex-order: 5; 577 | order: 5; 578 | } 579 | .order-md-6 { 580 | -ms-flex-order: 6; 581 | order: 6; 582 | } 583 | .order-md-7 { 584 | -ms-flex-order: 7; 585 | order: 7; 586 | } 587 | .order-md-8 { 588 | -ms-flex-order: 8; 589 | order: 8; 590 | } 591 | .order-md-9 { 592 | -ms-flex-order: 9; 593 | order: 9; 594 | } 595 | .order-md-10 { 596 | -ms-flex-order: 10; 597 | order: 10; 598 | } 599 | .order-md-11 { 600 | -ms-flex-order: 11; 601 | order: 11; 602 | } 603 | .order-md-12 { 604 | -ms-flex-order: 12; 605 | order: 12; 606 | } 607 | .offset-md-0 { 608 | margin-left: 0; 609 | } 610 | .offset-md-1 { 611 | margin-left: 8.333333%; 612 | } 613 | .offset-md-2 { 614 | margin-left: 16.666667%; 615 | } 616 | .offset-md-3 { 617 | margin-left: 25%; 618 | } 619 | .offset-md-4 { 620 | margin-left: 33.333333%; 621 | } 622 | .offset-md-5 { 623 | margin-left: 41.666667%; 624 | } 625 | .offset-md-6 { 626 | margin-left: 50%; 627 | } 628 | .offset-md-7 { 629 | margin-left: 58.333333%; 630 | } 631 | .offset-md-8 { 632 | margin-left: 66.666667%; 633 | } 634 | .offset-md-9 { 635 | margin-left: 75%; 636 | } 637 | .offset-md-10 { 638 | margin-left: 83.333333%; 639 | } 640 | .offset-md-11 { 641 | margin-left: 91.666667%; 642 | } 643 | } 644 | 645 | @media (min-width: 992px) { 646 | .col-lg { 647 | -ms-flex-preferred-size: 0; 648 | flex-basis: 0; 649 | -ms-flex-positive: 1; 650 | flex-grow: 1; 651 | max-width: 100%; 652 | } 653 | .col-lg-auto { 654 | -ms-flex: 0 0 auto; 655 | flex: 0 0 auto; 656 | width: auto; 657 | max-width: none; 658 | } 659 | .col-lg-1 { 660 | -ms-flex: 0 0 8.333333%; 661 | flex: 0 0 8.333333%; 662 | max-width: 8.333333%; 663 | } 664 | .col-lg-2 { 665 | -ms-flex: 0 0 16.666667%; 666 | flex: 0 0 16.666667%; 667 | max-width: 16.666667%; 668 | } 669 | .col-lg-3 { 670 | -ms-flex: 0 0 25%; 671 | flex: 0 0 25%; 672 | max-width: 25%; 673 | } 674 | .col-lg-4 { 675 | -ms-flex: 0 0 33.333333%; 676 | flex: 0 0 33.333333%; 677 | max-width: 33.333333%; 678 | } 679 | .col-lg-5 { 680 | -ms-flex: 0 0 41.666667%; 681 | flex: 0 0 41.666667%; 682 | max-width: 41.666667%; 683 | } 684 | .col-lg-6 { 685 | -ms-flex: 0 0 50%; 686 | flex: 0 0 50%; 687 | max-width: 50%; 688 | } 689 | .col-lg-7 { 690 | -ms-flex: 0 0 58.333333%; 691 | flex: 0 0 58.333333%; 692 | max-width: 58.333333%; 693 | } 694 | .col-lg-8 { 695 | -ms-flex: 0 0 66.666667%; 696 | flex: 0 0 66.666667%; 697 | max-width: 66.666667%; 698 | } 699 | .col-lg-9 { 700 | -ms-flex: 0 0 75%; 701 | flex: 0 0 75%; 702 | max-width: 75%; 703 | } 704 | .col-lg-10 { 705 | -ms-flex: 0 0 83.333333%; 706 | flex: 0 0 83.333333%; 707 | max-width: 83.333333%; 708 | } 709 | .col-lg-11 { 710 | -ms-flex: 0 0 91.666667%; 711 | flex: 0 0 91.666667%; 712 | max-width: 91.666667%; 713 | } 714 | .col-lg-12 { 715 | -ms-flex: 0 0 100%; 716 | flex: 0 0 100%; 717 | max-width: 100%; 718 | } 719 | .order-lg-first { 720 | -ms-flex-order: -1; 721 | order: -1; 722 | } 723 | .order-lg-last { 724 | -ms-flex-order: 13; 725 | order: 13; 726 | } 727 | .order-lg-0 { 728 | -ms-flex-order: 0; 729 | order: 0; 730 | } 731 | .order-lg-1 { 732 | -ms-flex-order: 1; 733 | order: 1; 734 | } 735 | .order-lg-2 { 736 | -ms-flex-order: 2; 737 | order: 2; 738 | } 739 | .order-lg-3 { 740 | -ms-flex-order: 3; 741 | order: 3; 742 | } 743 | .order-lg-4 { 744 | -ms-flex-order: 4; 745 | order: 4; 746 | } 747 | .order-lg-5 { 748 | -ms-flex-order: 5; 749 | order: 5; 750 | } 751 | .order-lg-6 { 752 | -ms-flex-order: 6; 753 | order: 6; 754 | } 755 | .order-lg-7 { 756 | -ms-flex-order: 7; 757 | order: 7; 758 | } 759 | .order-lg-8 { 760 | -ms-flex-order: 8; 761 | order: 8; 762 | } 763 | .order-lg-9 { 764 | -ms-flex-order: 9; 765 | order: 9; 766 | } 767 | .order-lg-10 { 768 | -ms-flex-order: 10; 769 | order: 10; 770 | } 771 | .order-lg-11 { 772 | -ms-flex-order: 11; 773 | order: 11; 774 | } 775 | .order-lg-12 { 776 | -ms-flex-order: 12; 777 | order: 12; 778 | } 779 | .offset-lg-0 { 780 | margin-left: 0; 781 | } 782 | .offset-lg-1 { 783 | margin-left: 8.333333%; 784 | } 785 | .offset-lg-2 { 786 | margin-left: 16.666667%; 787 | } 788 | .offset-lg-3 { 789 | margin-left: 25%; 790 | } 791 | .offset-lg-4 { 792 | margin-left: 33.333333%; 793 | } 794 | .offset-lg-5 { 795 | margin-left: 41.666667%; 796 | } 797 | .offset-lg-6 { 798 | margin-left: 50%; 799 | } 800 | .offset-lg-7 { 801 | margin-left: 58.333333%; 802 | } 803 | .offset-lg-8 { 804 | margin-left: 66.666667%; 805 | } 806 | .offset-lg-9 { 807 | margin-left: 75%; 808 | } 809 | .offset-lg-10 { 810 | margin-left: 83.333333%; 811 | } 812 | .offset-lg-11 { 813 | margin-left: 91.666667%; 814 | } 815 | } 816 | 817 | @media (min-width: 1200px) { 818 | .col-xl { 819 | -ms-flex-preferred-size: 0; 820 | flex-basis: 0; 821 | -ms-flex-positive: 1; 822 | flex-grow: 1; 823 | max-width: 100%; 824 | } 825 | .col-xl-auto { 826 | -ms-flex: 0 0 auto; 827 | flex: 0 0 auto; 828 | width: auto; 829 | max-width: none; 830 | } 831 | .col-xl-1 { 832 | -ms-flex: 0 0 8.333333%; 833 | flex: 0 0 8.333333%; 834 | max-width: 8.333333%; 835 | } 836 | .col-xl-2 { 837 | -ms-flex: 0 0 16.666667%; 838 | flex: 0 0 16.666667%; 839 | max-width: 16.666667%; 840 | } 841 | .col-xl-3 { 842 | -ms-flex: 0 0 25%; 843 | flex: 0 0 25%; 844 | max-width: 25%; 845 | } 846 | .col-xl-4 { 847 | -ms-flex: 0 0 33.333333%; 848 | flex: 0 0 33.333333%; 849 | max-width: 33.333333%; 850 | } 851 | .col-xl-5 { 852 | -ms-flex: 0 0 41.666667%; 853 | flex: 0 0 41.666667%; 854 | max-width: 41.666667%; 855 | } 856 | .col-xl-6 { 857 | -ms-flex: 0 0 50%; 858 | flex: 0 0 50%; 859 | max-width: 50%; 860 | } 861 | .col-xl-7 { 862 | -ms-flex: 0 0 58.333333%; 863 | flex: 0 0 58.333333%; 864 | max-width: 58.333333%; 865 | } 866 | .col-xl-8 { 867 | -ms-flex: 0 0 66.666667%; 868 | flex: 0 0 66.666667%; 869 | max-width: 66.666667%; 870 | } 871 | .col-xl-9 { 872 | -ms-flex: 0 0 75%; 873 | flex: 0 0 75%; 874 | max-width: 75%; 875 | } 876 | .col-xl-10 { 877 | -ms-flex: 0 0 83.333333%; 878 | flex: 0 0 83.333333%; 879 | max-width: 83.333333%; 880 | } 881 | .col-xl-11 { 882 | -ms-flex: 0 0 91.666667%; 883 | flex: 0 0 91.666667%; 884 | max-width: 91.666667%; 885 | } 886 | .col-xl-12 { 887 | -ms-flex: 0 0 100%; 888 | flex: 0 0 100%; 889 | max-width: 100%; 890 | } 891 | .order-xl-first { 892 | -ms-flex-order: -1; 893 | order: -1; 894 | } 895 | .order-xl-last { 896 | -ms-flex-order: 13; 897 | order: 13; 898 | } 899 | .order-xl-0 { 900 | -ms-flex-order: 0; 901 | order: 0; 902 | } 903 | .order-xl-1 { 904 | -ms-flex-order: 1; 905 | order: 1; 906 | } 907 | .order-xl-2 { 908 | -ms-flex-order: 2; 909 | order: 2; 910 | } 911 | .order-xl-3 { 912 | -ms-flex-order: 3; 913 | order: 3; 914 | } 915 | .order-xl-4 { 916 | -ms-flex-order: 4; 917 | order: 4; 918 | } 919 | .order-xl-5 { 920 | -ms-flex-order: 5; 921 | order: 5; 922 | } 923 | .order-xl-6 { 924 | -ms-flex-order: 6; 925 | order: 6; 926 | } 927 | .order-xl-7 { 928 | -ms-flex-order: 7; 929 | order: 7; 930 | } 931 | .order-xl-8 { 932 | -ms-flex-order: 8; 933 | order: 8; 934 | } 935 | .order-xl-9 { 936 | -ms-flex-order: 9; 937 | order: 9; 938 | } 939 | .order-xl-10 { 940 | -ms-flex-order: 10; 941 | order: 10; 942 | } 943 | .order-xl-11 { 944 | -ms-flex-order: 11; 945 | order: 11; 946 | } 947 | .order-xl-12 { 948 | -ms-flex-order: 12; 949 | order: 12; 950 | } 951 | .offset-xl-0 { 952 | margin-left: 0; 953 | } 954 | .offset-xl-1 { 955 | margin-left: 8.333333%; 956 | } 957 | .offset-xl-2 { 958 | margin-left: 16.666667%; 959 | } 960 | .offset-xl-3 { 961 | margin-left: 25%; 962 | } 963 | .offset-xl-4 { 964 | margin-left: 33.333333%; 965 | } 966 | .offset-xl-5 { 967 | margin-left: 41.666667%; 968 | } 969 | .offset-xl-6 { 970 | margin-left: 50%; 971 | } 972 | .offset-xl-7 { 973 | margin-left: 58.333333%; 974 | } 975 | .offset-xl-8 { 976 | margin-left: 66.666667%; 977 | } 978 | .offset-xl-9 { 979 | margin-left: 75%; 980 | } 981 | .offset-xl-10 { 982 | margin-left: 83.333333%; 983 | } 984 | .offset-xl-11 { 985 | margin-left: 91.666667%; 986 | } 987 | } 988 | 989 | .d-none { 990 | display: none !important; 991 | } 992 | 993 | .d-inline { 994 | display: inline !important; 995 | } 996 | 997 | .d-inline-block { 998 | display: inline-block !important; 999 | } 1000 | 1001 | .d-block { 1002 | display: block !important; 1003 | } 1004 | 1005 | .d-table { 1006 | display: table !important; 1007 | } 1008 | 1009 | .d-table-row { 1010 | display: table-row !important; 1011 | } 1012 | 1013 | .d-table-cell { 1014 | display: table-cell !important; 1015 | } 1016 | 1017 | .d-flex { 1018 | display: -ms-flexbox !important; 1019 | display: flex !important; 1020 | } 1021 | 1022 | .d-inline-flex { 1023 | display: -ms-inline-flexbox !important; 1024 | display: inline-flex !important; 1025 | } 1026 | 1027 | @media (min-width: 576px) { 1028 | .d-sm-none { 1029 | display: none !important; 1030 | } 1031 | .d-sm-inline { 1032 | display: inline !important; 1033 | } 1034 | .d-sm-inline-block { 1035 | display: inline-block !important; 1036 | } 1037 | .d-sm-block { 1038 | display: block !important; 1039 | } 1040 | .d-sm-table { 1041 | display: table !important; 1042 | } 1043 | .d-sm-table-row { 1044 | display: table-row !important; 1045 | } 1046 | .d-sm-table-cell { 1047 | display: table-cell !important; 1048 | } 1049 | .d-sm-flex { 1050 | display: -ms-flexbox !important; 1051 | display: flex !important; 1052 | } 1053 | .d-sm-inline-flex { 1054 | display: -ms-inline-flexbox !important; 1055 | display: inline-flex !important; 1056 | } 1057 | } 1058 | 1059 | @media (min-width: 768px) { 1060 | .d-md-none { 1061 | display: none !important; 1062 | } 1063 | .d-md-inline { 1064 | display: inline !important; 1065 | } 1066 | .d-md-inline-block { 1067 | display: inline-block !important; 1068 | } 1069 | .d-md-block { 1070 | display: block !important; 1071 | } 1072 | .d-md-table { 1073 | display: table !important; 1074 | } 1075 | .d-md-table-row { 1076 | display: table-row !important; 1077 | } 1078 | .d-md-table-cell { 1079 | display: table-cell !important; 1080 | } 1081 | .d-md-flex { 1082 | display: -ms-flexbox !important; 1083 | display: flex !important; 1084 | } 1085 | .d-md-inline-flex { 1086 | display: -ms-inline-flexbox !important; 1087 | display: inline-flex !important; 1088 | } 1089 | } 1090 | 1091 | @media (min-width: 992px) { 1092 | .d-lg-none { 1093 | display: none !important; 1094 | } 1095 | .d-lg-inline { 1096 | display: inline !important; 1097 | } 1098 | .d-lg-inline-block { 1099 | display: inline-block !important; 1100 | } 1101 | .d-lg-block { 1102 | display: block !important; 1103 | } 1104 | .d-lg-table { 1105 | display: table !important; 1106 | } 1107 | .d-lg-table-row { 1108 | display: table-row !important; 1109 | } 1110 | .d-lg-table-cell { 1111 | display: table-cell !important; 1112 | } 1113 | .d-lg-flex { 1114 | display: -ms-flexbox !important; 1115 | display: flex !important; 1116 | } 1117 | .d-lg-inline-flex { 1118 | display: -ms-inline-flexbox !important; 1119 | display: inline-flex !important; 1120 | } 1121 | } 1122 | 1123 | @media (min-width: 1200px) { 1124 | .d-xl-none { 1125 | display: none !important; 1126 | } 1127 | .d-xl-inline { 1128 | display: inline !important; 1129 | } 1130 | .d-xl-inline-block { 1131 | display: inline-block !important; 1132 | } 1133 | .d-xl-block { 1134 | display: block !important; 1135 | } 1136 | .d-xl-table { 1137 | display: table !important; 1138 | } 1139 | .d-xl-table-row { 1140 | display: table-row !important; 1141 | } 1142 | .d-xl-table-cell { 1143 | display: table-cell !important; 1144 | } 1145 | .d-xl-flex { 1146 | display: -ms-flexbox !important; 1147 | display: flex !important; 1148 | } 1149 | .d-xl-inline-flex { 1150 | display: -ms-inline-flexbox !important; 1151 | display: inline-flex !important; 1152 | } 1153 | } 1154 | 1155 | @media print { 1156 | .d-print-none { 1157 | display: none !important; 1158 | } 1159 | .d-print-inline { 1160 | display: inline !important; 1161 | } 1162 | .d-print-inline-block { 1163 | display: inline-block !important; 1164 | } 1165 | .d-print-block { 1166 | display: block !important; 1167 | } 1168 | .d-print-table { 1169 | display: table !important; 1170 | } 1171 | .d-print-table-row { 1172 | display: table-row !important; 1173 | } 1174 | .d-print-table-cell { 1175 | display: table-cell !important; 1176 | } 1177 | .d-print-flex { 1178 | display: -ms-flexbox !important; 1179 | display: flex !important; 1180 | } 1181 | .d-print-inline-flex { 1182 | display: -ms-inline-flexbox !important; 1183 | display: inline-flex !important; 1184 | } 1185 | } 1186 | 1187 | .flex-row { 1188 | -ms-flex-direction: row !important; 1189 | flex-direction: row !important; 1190 | } 1191 | 1192 | .flex-column { 1193 | -ms-flex-direction: column !important; 1194 | flex-direction: column !important; 1195 | } 1196 | 1197 | .flex-row-reverse { 1198 | -ms-flex-direction: row-reverse !important; 1199 | flex-direction: row-reverse !important; 1200 | } 1201 | 1202 | .flex-column-reverse { 1203 | -ms-flex-direction: column-reverse !important; 1204 | flex-direction: column-reverse !important; 1205 | } 1206 | 1207 | .flex-wrap { 1208 | -ms-flex-wrap: wrap !important; 1209 | flex-wrap: wrap !important; 1210 | } 1211 | 1212 | .flex-nowrap { 1213 | -ms-flex-wrap: nowrap !important; 1214 | flex-wrap: nowrap !important; 1215 | } 1216 | 1217 | .flex-wrap-reverse { 1218 | -ms-flex-wrap: wrap-reverse !important; 1219 | flex-wrap: wrap-reverse !important; 1220 | } 1221 | 1222 | .flex-fill { 1223 | -ms-flex: 1 1 auto !important; 1224 | flex: 1 1 auto !important; 1225 | } 1226 | 1227 | .flex-grow-0 { 1228 | -ms-flex-positive: 0 !important; 1229 | flex-grow: 0 !important; 1230 | } 1231 | 1232 | .flex-grow-1 { 1233 | -ms-flex-positive: 1 !important; 1234 | flex-grow: 1 !important; 1235 | } 1236 | 1237 | .flex-shrink-0 { 1238 | -ms-flex-negative: 0 !important; 1239 | flex-shrink: 0 !important; 1240 | } 1241 | 1242 | .flex-shrink-1 { 1243 | -ms-flex-negative: 1 !important; 1244 | flex-shrink: 1 !important; 1245 | } 1246 | 1247 | .justify-content-start { 1248 | -ms-flex-pack: start !important; 1249 | justify-content: flex-start !important; 1250 | } 1251 | 1252 | .justify-content-end { 1253 | -ms-flex-pack: end !important; 1254 | justify-content: flex-end !important; 1255 | } 1256 | 1257 | .justify-content-center { 1258 | -ms-flex-pack: center !important; 1259 | justify-content: center !important; 1260 | } 1261 | 1262 | .justify-content-between { 1263 | -ms-flex-pack: justify !important; 1264 | justify-content: space-between !important; 1265 | } 1266 | 1267 | .justify-content-around { 1268 | -ms-flex-pack: distribute !important; 1269 | justify-content: space-around !important; 1270 | } 1271 | 1272 | .align-items-start { 1273 | -ms-flex-align: start !important; 1274 | align-items: flex-start !important; 1275 | } 1276 | 1277 | .align-items-end { 1278 | -ms-flex-align: end !important; 1279 | align-items: flex-end !important; 1280 | } 1281 | 1282 | .align-items-center { 1283 | -ms-flex-align: center !important; 1284 | align-items: center !important; 1285 | } 1286 | 1287 | .align-items-baseline { 1288 | -ms-flex-align: baseline !important; 1289 | align-items: baseline !important; 1290 | } 1291 | 1292 | .align-items-stretch { 1293 | -ms-flex-align: stretch !important; 1294 | align-items: stretch !important; 1295 | } 1296 | 1297 | .align-content-start { 1298 | -ms-flex-line-pack: start !important; 1299 | align-content: flex-start !important; 1300 | } 1301 | 1302 | .align-content-end { 1303 | -ms-flex-line-pack: end !important; 1304 | align-content: flex-end !important; 1305 | } 1306 | 1307 | .align-content-center { 1308 | -ms-flex-line-pack: center !important; 1309 | align-content: center !important; 1310 | } 1311 | 1312 | .align-content-between { 1313 | -ms-flex-line-pack: justify !important; 1314 | align-content: space-between !important; 1315 | } 1316 | 1317 | .align-content-around { 1318 | -ms-flex-line-pack: distribute !important; 1319 | align-content: space-around !important; 1320 | } 1321 | 1322 | .align-content-stretch { 1323 | -ms-flex-line-pack: stretch !important; 1324 | align-content: stretch !important; 1325 | } 1326 | 1327 | .align-self-auto { 1328 | -ms-flex-item-align: auto !important; 1329 | align-self: auto !important; 1330 | } 1331 | 1332 | .align-self-start { 1333 | -ms-flex-item-align: start !important; 1334 | align-self: flex-start !important; 1335 | } 1336 | 1337 | .align-self-end { 1338 | -ms-flex-item-align: end !important; 1339 | align-self: flex-end !important; 1340 | } 1341 | 1342 | .align-self-center { 1343 | -ms-flex-item-align: center !important; 1344 | align-self: center !important; 1345 | } 1346 | 1347 | .align-self-baseline { 1348 | -ms-flex-item-align: baseline !important; 1349 | align-self: baseline !important; 1350 | } 1351 | 1352 | .align-self-stretch { 1353 | -ms-flex-item-align: stretch !important; 1354 | align-self: stretch !important; 1355 | } 1356 | 1357 | @media (min-width: 576px) { 1358 | .flex-sm-row { 1359 | -ms-flex-direction: row !important; 1360 | flex-direction: row !important; 1361 | } 1362 | .flex-sm-column { 1363 | -ms-flex-direction: column !important; 1364 | flex-direction: column !important; 1365 | } 1366 | .flex-sm-row-reverse { 1367 | -ms-flex-direction: row-reverse !important; 1368 | flex-direction: row-reverse !important; 1369 | } 1370 | .flex-sm-column-reverse { 1371 | -ms-flex-direction: column-reverse !important; 1372 | flex-direction: column-reverse !important; 1373 | } 1374 | .flex-sm-wrap { 1375 | -ms-flex-wrap: wrap !important; 1376 | flex-wrap: wrap !important; 1377 | } 1378 | .flex-sm-nowrap { 1379 | -ms-flex-wrap: nowrap !important; 1380 | flex-wrap: nowrap !important; 1381 | } 1382 | .flex-sm-wrap-reverse { 1383 | -ms-flex-wrap: wrap-reverse !important; 1384 | flex-wrap: wrap-reverse !important; 1385 | } 1386 | .flex-sm-fill { 1387 | -ms-flex: 1 1 auto !important; 1388 | flex: 1 1 auto !important; 1389 | } 1390 | .flex-sm-grow-0 { 1391 | -ms-flex-positive: 0 !important; 1392 | flex-grow: 0 !important; 1393 | } 1394 | .flex-sm-grow-1 { 1395 | -ms-flex-positive: 1 !important; 1396 | flex-grow: 1 !important; 1397 | } 1398 | .flex-sm-shrink-0 { 1399 | -ms-flex-negative: 0 !important; 1400 | flex-shrink: 0 !important; 1401 | } 1402 | .flex-sm-shrink-1 { 1403 | -ms-flex-negative: 1 !important; 1404 | flex-shrink: 1 !important; 1405 | } 1406 | .justify-content-sm-start { 1407 | -ms-flex-pack: start !important; 1408 | justify-content: flex-start !important; 1409 | } 1410 | .justify-content-sm-end { 1411 | -ms-flex-pack: end !important; 1412 | justify-content: flex-end !important; 1413 | } 1414 | .justify-content-sm-center { 1415 | -ms-flex-pack: center !important; 1416 | justify-content: center !important; 1417 | } 1418 | .justify-content-sm-between { 1419 | -ms-flex-pack: justify !important; 1420 | justify-content: space-between !important; 1421 | } 1422 | .justify-content-sm-around { 1423 | -ms-flex-pack: distribute !important; 1424 | justify-content: space-around !important; 1425 | } 1426 | .align-items-sm-start { 1427 | -ms-flex-align: start !important; 1428 | align-items: flex-start !important; 1429 | } 1430 | .align-items-sm-end { 1431 | -ms-flex-align: end !important; 1432 | align-items: flex-end !important; 1433 | } 1434 | .align-items-sm-center { 1435 | -ms-flex-align: center !important; 1436 | align-items: center !important; 1437 | } 1438 | .align-items-sm-baseline { 1439 | -ms-flex-align: baseline !important; 1440 | align-items: baseline !important; 1441 | } 1442 | .align-items-sm-stretch { 1443 | -ms-flex-align: stretch !important; 1444 | align-items: stretch !important; 1445 | } 1446 | .align-content-sm-start { 1447 | -ms-flex-line-pack: start !important; 1448 | align-content: flex-start !important; 1449 | } 1450 | .align-content-sm-end { 1451 | -ms-flex-line-pack: end !important; 1452 | align-content: flex-end !important; 1453 | } 1454 | .align-content-sm-center { 1455 | -ms-flex-line-pack: center !important; 1456 | align-content: center !important; 1457 | } 1458 | .align-content-sm-between { 1459 | -ms-flex-line-pack: justify !important; 1460 | align-content: space-between !important; 1461 | } 1462 | .align-content-sm-around { 1463 | -ms-flex-line-pack: distribute !important; 1464 | align-content: space-around !important; 1465 | } 1466 | .align-content-sm-stretch { 1467 | -ms-flex-line-pack: stretch !important; 1468 | align-content: stretch !important; 1469 | } 1470 | .align-self-sm-auto { 1471 | -ms-flex-item-align: auto !important; 1472 | align-self: auto !important; 1473 | } 1474 | .align-self-sm-start { 1475 | -ms-flex-item-align: start !important; 1476 | align-self: flex-start !important; 1477 | } 1478 | .align-self-sm-end { 1479 | -ms-flex-item-align: end !important; 1480 | align-self: flex-end !important; 1481 | } 1482 | .align-self-sm-center { 1483 | -ms-flex-item-align: center !important; 1484 | align-self: center !important; 1485 | } 1486 | .align-self-sm-baseline { 1487 | -ms-flex-item-align: baseline !important; 1488 | align-self: baseline !important; 1489 | } 1490 | .align-self-sm-stretch { 1491 | -ms-flex-item-align: stretch !important; 1492 | align-self: stretch !important; 1493 | } 1494 | } 1495 | 1496 | @media (min-width: 768px) { 1497 | .flex-md-row { 1498 | -ms-flex-direction: row !important; 1499 | flex-direction: row !important; 1500 | } 1501 | .flex-md-column { 1502 | -ms-flex-direction: column !important; 1503 | flex-direction: column !important; 1504 | } 1505 | .flex-md-row-reverse { 1506 | -ms-flex-direction: row-reverse !important; 1507 | flex-direction: row-reverse !important; 1508 | } 1509 | .flex-md-column-reverse { 1510 | -ms-flex-direction: column-reverse !important; 1511 | flex-direction: column-reverse !important; 1512 | } 1513 | .flex-md-wrap { 1514 | -ms-flex-wrap: wrap !important; 1515 | flex-wrap: wrap !important; 1516 | } 1517 | .flex-md-nowrap { 1518 | -ms-flex-wrap: nowrap !important; 1519 | flex-wrap: nowrap !important; 1520 | } 1521 | .flex-md-wrap-reverse { 1522 | -ms-flex-wrap: wrap-reverse !important; 1523 | flex-wrap: wrap-reverse !important; 1524 | } 1525 | .flex-md-fill { 1526 | -ms-flex: 1 1 auto !important; 1527 | flex: 1 1 auto !important; 1528 | } 1529 | .flex-md-grow-0 { 1530 | -ms-flex-positive: 0 !important; 1531 | flex-grow: 0 !important; 1532 | } 1533 | .flex-md-grow-1 { 1534 | -ms-flex-positive: 1 !important; 1535 | flex-grow: 1 !important; 1536 | } 1537 | .flex-md-shrink-0 { 1538 | -ms-flex-negative: 0 !important; 1539 | flex-shrink: 0 !important; 1540 | } 1541 | .flex-md-shrink-1 { 1542 | -ms-flex-negative: 1 !important; 1543 | flex-shrink: 1 !important; 1544 | } 1545 | .justify-content-md-start { 1546 | -ms-flex-pack: start !important; 1547 | justify-content: flex-start !important; 1548 | } 1549 | .justify-content-md-end { 1550 | -ms-flex-pack: end !important; 1551 | justify-content: flex-end !important; 1552 | } 1553 | .justify-content-md-center { 1554 | -ms-flex-pack: center !important; 1555 | justify-content: center !important; 1556 | } 1557 | .justify-content-md-between { 1558 | -ms-flex-pack: justify !important; 1559 | justify-content: space-between !important; 1560 | } 1561 | .justify-content-md-around { 1562 | -ms-flex-pack: distribute !important; 1563 | justify-content: space-around !important; 1564 | } 1565 | .align-items-md-start { 1566 | -ms-flex-align: start !important; 1567 | align-items: flex-start !important; 1568 | } 1569 | .align-items-md-end { 1570 | -ms-flex-align: end !important; 1571 | align-items: flex-end !important; 1572 | } 1573 | .align-items-md-center { 1574 | -ms-flex-align: center !important; 1575 | align-items: center !important; 1576 | } 1577 | .align-items-md-baseline { 1578 | -ms-flex-align: baseline !important; 1579 | align-items: baseline !important; 1580 | } 1581 | .align-items-md-stretch { 1582 | -ms-flex-align: stretch !important; 1583 | align-items: stretch !important; 1584 | } 1585 | .align-content-md-start { 1586 | -ms-flex-line-pack: start !important; 1587 | align-content: flex-start !important; 1588 | } 1589 | .align-content-md-end { 1590 | -ms-flex-line-pack: end !important; 1591 | align-content: flex-end !important; 1592 | } 1593 | .align-content-md-center { 1594 | -ms-flex-line-pack: center !important; 1595 | align-content: center !important; 1596 | } 1597 | .align-content-md-between { 1598 | -ms-flex-line-pack: justify !important; 1599 | align-content: space-between !important; 1600 | } 1601 | .align-content-md-around { 1602 | -ms-flex-line-pack: distribute !important; 1603 | align-content: space-around !important; 1604 | } 1605 | .align-content-md-stretch { 1606 | -ms-flex-line-pack: stretch !important; 1607 | align-content: stretch !important; 1608 | } 1609 | .align-self-md-auto { 1610 | -ms-flex-item-align: auto !important; 1611 | align-self: auto !important; 1612 | } 1613 | .align-self-md-start { 1614 | -ms-flex-item-align: start !important; 1615 | align-self: flex-start !important; 1616 | } 1617 | .align-self-md-end { 1618 | -ms-flex-item-align: end !important; 1619 | align-self: flex-end !important; 1620 | } 1621 | .align-self-md-center { 1622 | -ms-flex-item-align: center !important; 1623 | align-self: center !important; 1624 | } 1625 | .align-self-md-baseline { 1626 | -ms-flex-item-align: baseline !important; 1627 | align-self: baseline !important; 1628 | } 1629 | .align-self-md-stretch { 1630 | -ms-flex-item-align: stretch !important; 1631 | align-self: stretch !important; 1632 | } 1633 | } 1634 | 1635 | @media (min-width: 992px) { 1636 | .flex-lg-row { 1637 | -ms-flex-direction: row !important; 1638 | flex-direction: row !important; 1639 | } 1640 | .flex-lg-column { 1641 | -ms-flex-direction: column !important; 1642 | flex-direction: column !important; 1643 | } 1644 | .flex-lg-row-reverse { 1645 | -ms-flex-direction: row-reverse !important; 1646 | flex-direction: row-reverse !important; 1647 | } 1648 | .flex-lg-column-reverse { 1649 | -ms-flex-direction: column-reverse !important; 1650 | flex-direction: column-reverse !important; 1651 | } 1652 | .flex-lg-wrap { 1653 | -ms-flex-wrap: wrap !important; 1654 | flex-wrap: wrap !important; 1655 | } 1656 | .flex-lg-nowrap { 1657 | -ms-flex-wrap: nowrap !important; 1658 | flex-wrap: nowrap !important; 1659 | } 1660 | .flex-lg-wrap-reverse { 1661 | -ms-flex-wrap: wrap-reverse !important; 1662 | flex-wrap: wrap-reverse !important; 1663 | } 1664 | .flex-lg-fill { 1665 | -ms-flex: 1 1 auto !important; 1666 | flex: 1 1 auto !important; 1667 | } 1668 | .flex-lg-grow-0 { 1669 | -ms-flex-positive: 0 !important; 1670 | flex-grow: 0 !important; 1671 | } 1672 | .flex-lg-grow-1 { 1673 | -ms-flex-positive: 1 !important; 1674 | flex-grow: 1 !important; 1675 | } 1676 | .flex-lg-shrink-0 { 1677 | -ms-flex-negative: 0 !important; 1678 | flex-shrink: 0 !important; 1679 | } 1680 | .flex-lg-shrink-1 { 1681 | -ms-flex-negative: 1 !important; 1682 | flex-shrink: 1 !important; 1683 | } 1684 | .justify-content-lg-start { 1685 | -ms-flex-pack: start !important; 1686 | justify-content: flex-start !important; 1687 | } 1688 | .justify-content-lg-end { 1689 | -ms-flex-pack: end !important; 1690 | justify-content: flex-end !important; 1691 | } 1692 | .justify-content-lg-center { 1693 | -ms-flex-pack: center !important; 1694 | justify-content: center !important; 1695 | } 1696 | .justify-content-lg-between { 1697 | -ms-flex-pack: justify !important; 1698 | justify-content: space-between !important; 1699 | } 1700 | .justify-content-lg-around { 1701 | -ms-flex-pack: distribute !important; 1702 | justify-content: space-around !important; 1703 | } 1704 | .align-items-lg-start { 1705 | -ms-flex-align: start !important; 1706 | align-items: flex-start !important; 1707 | } 1708 | .align-items-lg-end { 1709 | -ms-flex-align: end !important; 1710 | align-items: flex-end !important; 1711 | } 1712 | .align-items-lg-center { 1713 | -ms-flex-align: center !important; 1714 | align-items: center !important; 1715 | } 1716 | .align-items-lg-baseline { 1717 | -ms-flex-align: baseline !important; 1718 | align-items: baseline !important; 1719 | } 1720 | .align-items-lg-stretch { 1721 | -ms-flex-align: stretch !important; 1722 | align-items: stretch !important; 1723 | } 1724 | .align-content-lg-start { 1725 | -ms-flex-line-pack: start !important; 1726 | align-content: flex-start !important; 1727 | } 1728 | .align-content-lg-end { 1729 | -ms-flex-line-pack: end !important; 1730 | align-content: flex-end !important; 1731 | } 1732 | .align-content-lg-center { 1733 | -ms-flex-line-pack: center !important; 1734 | align-content: center !important; 1735 | } 1736 | .align-content-lg-between { 1737 | -ms-flex-line-pack: justify !important; 1738 | align-content: space-between !important; 1739 | } 1740 | .align-content-lg-around { 1741 | -ms-flex-line-pack: distribute !important; 1742 | align-content: space-around !important; 1743 | } 1744 | .align-content-lg-stretch { 1745 | -ms-flex-line-pack: stretch !important; 1746 | align-content: stretch !important; 1747 | } 1748 | .align-self-lg-auto { 1749 | -ms-flex-item-align: auto !important; 1750 | align-self: auto !important; 1751 | } 1752 | .align-self-lg-start { 1753 | -ms-flex-item-align: start !important; 1754 | align-self: flex-start !important; 1755 | } 1756 | .align-self-lg-end { 1757 | -ms-flex-item-align: end !important; 1758 | align-self: flex-end !important; 1759 | } 1760 | .align-self-lg-center { 1761 | -ms-flex-item-align: center !important; 1762 | align-self: center !important; 1763 | } 1764 | .align-self-lg-baseline { 1765 | -ms-flex-item-align: baseline !important; 1766 | align-self: baseline !important; 1767 | } 1768 | .align-self-lg-stretch { 1769 | -ms-flex-item-align: stretch !important; 1770 | align-self: stretch !important; 1771 | } 1772 | } 1773 | 1774 | @media (min-width: 1200px) { 1775 | .flex-xl-row { 1776 | -ms-flex-direction: row !important; 1777 | flex-direction: row !important; 1778 | } 1779 | .flex-xl-column { 1780 | -ms-flex-direction: column !important; 1781 | flex-direction: column !important; 1782 | } 1783 | .flex-xl-row-reverse { 1784 | -ms-flex-direction: row-reverse !important; 1785 | flex-direction: row-reverse !important; 1786 | } 1787 | .flex-xl-column-reverse { 1788 | -ms-flex-direction: column-reverse !important; 1789 | flex-direction: column-reverse !important; 1790 | } 1791 | .flex-xl-wrap { 1792 | -ms-flex-wrap: wrap !important; 1793 | flex-wrap: wrap !important; 1794 | } 1795 | .flex-xl-nowrap { 1796 | -ms-flex-wrap: nowrap !important; 1797 | flex-wrap: nowrap !important; 1798 | } 1799 | .flex-xl-wrap-reverse { 1800 | -ms-flex-wrap: wrap-reverse !important; 1801 | flex-wrap: wrap-reverse !important; 1802 | } 1803 | .flex-xl-fill { 1804 | -ms-flex: 1 1 auto !important; 1805 | flex: 1 1 auto !important; 1806 | } 1807 | .flex-xl-grow-0 { 1808 | 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7 | /*# sourceMappingURL=bootstrap-grid.min.css.map */ -------------------------------------------------------------------------------- /servefastai/static/css/bootstrap-reboot.css: -------------------------------------------------------------------------------- 1 | /*! 2 | * Bootstrap Reboot v4.1.3 (https://getbootstrap.com/) 3 | * Copyright 2011-2018 The Bootstrap Authors 4 | * Copyright 2011-2018 Twitter, Inc. 5 | * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE) 6 | * Forked from Normalize.css, licensed MIT (https://github.com/necolas/normalize.css/blob/master/LICENSE.md) 7 | */ 8 | *, 9 | *::before, 10 | *::after { 11 | box-sizing: border-box; 12 | } 13 | 14 | html { 15 | font-family: sans-serif; 16 | line-height: 1.15; 17 | -webkit-text-size-adjust: 100%; 18 | -ms-text-size-adjust: 100%; 19 | -ms-overflow-style: scrollbar; 20 | -webkit-tap-highlight-color: rgba(0, 0, 0, 0); 21 | } 22 | 23 | @-ms-viewport { 24 | width: device-width; 25 | } 26 | 27 | article, aside, figcaption, figure, footer, header, hgroup, main, nav, section { 28 | display: block; 29 | } 30 | 31 | body { 32 | margin: 0; 33 | font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji"; 34 | font-size: 1rem; 35 | font-weight: 400; 36 | line-height: 1.5; 37 | color: #212529; 38 | text-align: left; 39 | background-color: #fff; 40 | } 41 | 42 | [tabindex="-1"]:focus { 43 | outline: 0 !important; 44 | } 45 | 46 | hr { 47 | box-sizing: content-box; 48 | height: 0; 49 | overflow: visible; 50 | } 51 | 52 | h1, h2, h3, h4, h5, h6 { 53 | margin-top: 0; 54 | margin-bottom: 0.5rem; 55 | } 56 | 57 | p { 58 | margin-top: 0; 59 | margin-bottom: 1rem; 60 | } 61 | 62 | abbr[title], 63 | abbr[data-original-title] { 64 | text-decoration: underline; 65 | -webkit-text-decoration: underline dotted; 66 | text-decoration: underline dotted; 67 | cursor: help; 68 | border-bottom: 0; 69 | } 70 | 71 | address { 72 | margin-bottom: 1rem; 73 | font-style: normal; 74 | line-height: inherit; 75 | } 76 | 77 | ol, 78 | ul, 79 | dl { 80 | margin-top: 0; 81 | margin-bottom: 1rem; 82 | } 83 | 84 | ol ol, 85 | ul ul, 86 | ol ul, 87 | ul ol { 88 | margin-bottom: 0; 89 | } 90 | 91 | dt { 92 | font-weight: 700; 93 | } 94 | 95 | dd { 96 | margin-bottom: .5rem; 97 | margin-left: 0; 98 | } 99 | 100 | blockquote { 101 | margin: 0 0 1rem; 102 | } 103 | 104 | dfn { 105 | font-style: italic; 106 | } 107 | 108 | b, 109 | strong { 110 | font-weight: bolder; 111 | } 112 | 113 | small { 114 | font-size: 80%; 115 | } 116 | 117 | sub, 118 | sup { 119 | position: relative; 120 | font-size: 75%; 121 | line-height: 0; 122 | vertical-align: baseline; 123 | } 124 | 125 | sub { 126 | bottom: -.25em; 127 | } 128 | 129 | sup { 130 | top: -.5em; 131 | } 132 | 133 | a { 134 | color: #007bff; 135 | text-decoration: none; 136 | background-color: transparent; 137 | -webkit-text-decoration-skip: objects; 138 | } 139 | 140 | a:hover { 141 | color: #0056b3; 142 | text-decoration: underline; 143 | } 144 | 145 | a:not([href]):not([tabindex]) { 146 | color: inherit; 147 | text-decoration: none; 148 | } 149 | 150 | a:not([href]):not([tabindex]):hover, a:not([href]):not([tabindex]):focus { 151 | color: inherit; 152 | text-decoration: none; 153 | } 154 | 155 | a:not([href]):not([tabindex]):focus { 156 | outline: 0; 157 | } 158 | 159 | pre, 160 | code, 161 | kbd, 162 | samp { 163 | font-family: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; 164 | font-size: 1em; 165 | } 166 | 167 | pre { 168 | margin-top: 0; 169 | margin-bottom: 1rem; 170 | overflow: auto; 171 | -ms-overflow-style: scrollbar; 172 | } 173 | 174 | figure { 175 | margin: 0 0 1rem; 176 | } 177 | 178 | img { 179 | vertical-align: middle; 180 | border-style: none; 181 | } 182 | 183 | svg { 184 | overflow: hidden; 185 | vertical-align: middle; 186 | } 187 | 188 | table { 189 | border-collapse: collapse; 190 | } 191 | 192 | caption { 193 | padding-top: 0.75rem; 194 | padding-bottom: 0.75rem; 195 | color: #6c757d; 196 | text-align: left; 197 | caption-side: bottom; 198 | } 199 | 200 | th { 201 | text-align: inherit; 202 | } 203 | 204 | label { 205 | display: inline-block; 206 | margin-bottom: 0.5rem; 207 | } 208 | 209 | button { 210 | border-radius: 0; 211 | } 212 | 213 | button:focus { 214 | outline: 1px dotted; 215 | outline: 5px auto -webkit-focus-ring-color; 216 | } 217 | 218 | input, 219 | button, 220 | select, 221 | optgroup, 222 | textarea { 223 | margin: 0; 224 | font-family: inherit; 225 | font-size: inherit; 226 | line-height: inherit; 227 | } 228 | 229 | button, 230 | input { 231 | overflow: visible; 232 | } 233 | 234 | button, 235 | select { 236 | text-transform: none; 237 | } 238 | 239 | button, 240 | html [type="button"], 241 | [type="reset"], 242 | [type="submit"] { 243 | -webkit-appearance: button; 244 | } 245 | 246 | button::-moz-focus-inner, 247 | [type="button"]::-moz-focus-inner, 248 | [type="reset"]::-moz-focus-inner, 249 | [type="submit"]::-moz-focus-inner { 250 | padding: 0; 251 | border-style: none; 252 | } 253 | 254 | input[type="radio"], 255 | input[type="checkbox"] { 256 | box-sizing: border-box; 257 | padding: 0; 258 | } 259 | 260 | input[type="date"], 261 | input[type="time"], 262 | input[type="datetime-local"], 263 | input[type="month"] { 264 | -webkit-appearance: listbox; 265 | } 266 | 267 | textarea { 268 | overflow: auto; 269 | resize: vertical; 270 | } 271 | 272 | fieldset { 273 | min-width: 0; 274 | padding: 0; 275 | margin: 0; 276 | border: 0; 277 | } 278 | 279 | legend { 280 | display: block; 281 | width: 100%; 282 | max-width: 100%; 283 | padding: 0; 284 | margin-bottom: .5rem; 285 | font-size: 1.5rem; 286 | line-height: inherit; 287 | color: inherit; 288 | white-space: normal; 289 | } 290 | 291 | progress { 292 | vertical-align: baseline; 293 | } 294 | 295 | [type="number"]::-webkit-inner-spin-button, 296 | [type="number"]::-webkit-outer-spin-button { 297 | height: auto; 298 | } 299 | 300 | [type="search"] { 301 | outline-offset: -2px; 302 | -webkit-appearance: none; 303 | } 304 | 305 | [type="search"]::-webkit-search-cancel-button, 306 | [type="search"]::-webkit-search-decoration { 307 | -webkit-appearance: none; 308 | } 309 | 310 | ::-webkit-file-upload-button { 311 | font: inherit; 312 | -webkit-appearance: button; 313 | } 314 | 315 | output { 316 | display: inline-block; 317 | } 318 | 319 | summary { 320 | display: list-item; 321 | cursor: pointer; 322 | } 323 | 324 | template { 325 | display: none; 326 | } 327 | 328 | [hidden] { 329 | display: none !important; 330 | } 331 | /*# sourceMappingURL=bootstrap-reboot.css.map */ -------------------------------------------------------------------------------- /servefastai/static/css/bootstrap-reboot.min.css: -------------------------------------------------------------------------------- 1 | /*! 2 | * Bootstrap Reboot v4.1.3 (https://getbootstrap.com/) 3 | * Copyright 2011-2018 The Bootstrap Authors 4 | * Copyright 2011-2018 Twitter, Inc. 5 | * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE) 6 | * Forked from Normalize.css, licensed MIT (https://github.com/necolas/normalize.css/blob/master/LICENSE.md) 7 | */*,::after,::before{box-sizing:border-box}html{font-family:sans-serif;line-height:1.15;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%;-ms-overflow-style:scrollbar;-webkit-tap-highlight-color:transparent}@-ms-viewport{width:device-width}article,aside,figcaption,figure,footer,header,hgroup,main,nav,section{display:block}body{margin:0;font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,"Helvetica Neue",Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color 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8 | /*# sourceMappingURL=bootstrap-reboot.min.css.map */ -------------------------------------------------------------------------------- /servefastai/static/css/bootstrap-reboot.min.css.map: -------------------------------------------------------------------------------- 1 | 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* Bootstrap Reboot v4.1.3 (https://getbootstrap.com/)\n * Copyright 2011-2018 The Bootstrap Authors\n * Copyright 2011-2018 Twitter, Inc.\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)\n * Forked from Normalize.css, licensed MIT (https://github.com/necolas/normalize.css/blob/master/LICENSE.md)\n */\n\n@import \"functions\";\n@import \"variables\";\n@import \"mixins\";\n@import \"reboot\";\n","// stylelint-disable at-rule-no-vendor-prefix, declaration-no-important, selector-no-qualifying-type, property-no-vendor-prefix\n\n// Reboot\n//\n// Normalization of HTML elements, manually forked from Normalize.css to remove\n// styles targeting irrelevant browsers while applying new styles.\n//\n// Normalize is licensed MIT. https://github.com/necolas/normalize.css\n\n\n// Document\n//\n// 1. Change from `box-sizing: content-box` so that `width` is not affected by `padding` or `border`.\n// 2. Change the default font family in all browsers.\n// 3. Correct the line height in all browsers.\n// 4. Prevent adjustments of font size after orientation changes in IE on Windows Phone and in iOS.\n// 5. Setting @viewport causes scrollbars to overlap content in IE11 and Edge, so\n// we force a non-overlapping, non-auto-hiding scrollbar to counteract.\n// 6. Change the default tap highlight to be completely transparent in iOS.\n\n*,\n*::before,\n*::after {\n box-sizing: border-box; // 1\n}\n\nhtml {\n font-family: sans-serif; // 2\n line-height: 1.15; // 3\n -webkit-text-size-adjust: 100%; // 4\n -ms-text-size-adjust: 100%; // 4\n -ms-overflow-style: scrollbar; // 5\n -webkit-tap-highlight-color: rgba($black, 0); // 6\n}\n\n// IE10+ doesn't honor `` in some cases.\n@at-root {\n @-ms-viewport {\n width: device-width;\n }\n}\n\n// stylelint-disable selector-list-comma-newline-after\n// Shim for \"new\" HTML5 structural elements to display correctly (IE10, older browsers)\narticle, aside, figcaption, figure, footer, header, hgroup, main, nav, section {\n display: block;\n}\n// stylelint-enable selector-list-comma-newline-after\n\n// Body\n//\n// 1. Remove the margin in all browsers.\n// 2. As a best practice, apply a default `background-color`.\n// 3. Set an explicit initial text-align value so that we can later use the\n// the `inherit` value on things like `` elements.\n\nbody {\n margin: 0; // 1\n font-family: $font-family-base;\n font-size: $font-size-base;\n font-weight: $font-weight-base;\n line-height: $line-height-base;\n color: $body-color;\n text-align: left; // 3\n background-color: $body-bg; // 2\n}\n\n// Suppress the focus outline on elements that cannot be accessed via keyboard.\n// This prevents an unwanted focus outline from appearing around elements that\n// might still respond to pointer events.\n//\n// Credit: https://github.com/suitcss/base\n[tabindex=\"-1\"]:focus {\n outline: 0 !important;\n}\n\n\n// Content grouping\n//\n// 1. Add the correct box sizing in Firefox.\n// 2. Show the overflow in Edge and IE.\n\nhr {\n box-sizing: content-box; // 1\n height: 0; // 1\n overflow: visible; // 2\n}\n\n\n//\n// Typography\n//\n\n// Remove top margins from headings\n//\n// By default, `

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` all receive top and bottom margins. We nuke the top\n// margin for easier control within type scales as it avoids margin collapsing.\n// stylelint-disable selector-list-comma-newline-after\nh1, h2, h3, h4, h5, h6 {\n margin-top: 0;\n margin-bottom: $headings-margin-bottom;\n}\n// stylelint-enable selector-list-comma-newline-after\n\n// Reset margins on paragraphs\n//\n// Similarly, the top margin on `

`s get reset. However, we also reset the\n// bottom margin to use `rem` units instead of `em`.\np {\n margin-top: 0;\n margin-bottom: $paragraph-margin-bottom;\n}\n\n// Abbreviations\n//\n// 1. Remove the bottom border in Firefox 39-.\n// 2. Add the correct text decoration in Chrome, Edge, IE, Opera, and Safari.\n// 3. Add explicit cursor to indicate changed behavior.\n// 4. Duplicate behavior to the data-* attribute for our tooltip plugin\n\nabbr[title],\nabbr[data-original-title] { // 4\n text-decoration: underline; // 2\n text-decoration: underline dotted; // 2\n cursor: help; // 3\n border-bottom: 0; // 1\n}\n\naddress {\n margin-bottom: 1rem;\n font-style: normal;\n line-height: inherit;\n}\n\nol,\nul,\ndl {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nol ol,\nul ul,\nol ul,\nul ol {\n margin-bottom: 0;\n}\n\ndt {\n font-weight: $dt-font-weight;\n}\n\ndd {\n margin-bottom: .5rem;\n margin-left: 0; // Undo browser default\n}\n\nblockquote {\n margin: 0 0 1rem;\n}\n\ndfn {\n font-style: italic; // Add the correct font style in Android 4.3-\n}\n\n// stylelint-disable font-weight-notation\nb,\nstrong {\n font-weight: bolder; // Add the correct font weight in Chrome, Edge, and Safari\n}\n// stylelint-enable font-weight-notation\n\nsmall {\n font-size: 80%; // Add the correct font size in all browsers\n}\n\n//\n// Prevent `sub` and `sup` elements from affecting the line height in\n// all browsers.\n//\n\nsub,\nsup {\n position: relative;\n font-size: 75%;\n line-height: 0;\n vertical-align: baseline;\n}\n\nsub { bottom: -.25em; }\nsup { top: -.5em; }\n\n\n//\n// Links\n//\n\na {\n color: $link-color;\n text-decoration: $link-decoration;\n background-color: transparent; // Remove the gray background on active links in IE 10.\n -webkit-text-decoration-skip: objects; // Remove gaps in links underline in iOS 8+ and Safari 8+.\n\n @include hover {\n color: $link-hover-color;\n text-decoration: $link-hover-decoration;\n }\n}\n\n// And undo these styles for placeholder links/named anchors (without href)\n// which have not been made explicitly keyboard-focusable (without tabindex).\n// It would be more straightforward to just use a[href] in previous block, but that\n// causes specificity issues in many other styles that are too complex to fix.\n// See https://github.com/twbs/bootstrap/issues/19402\n\na:not([href]):not([tabindex]) {\n color: inherit;\n text-decoration: none;\n\n @include hover-focus {\n color: inherit;\n text-decoration: none;\n }\n\n &:focus {\n outline: 0;\n }\n}\n\n\n//\n// Code\n//\n\npre,\ncode,\nkbd,\nsamp {\n font-family: $font-family-monospace;\n font-size: 1em; // Correct the odd `em` font sizing in all browsers.\n}\n\npre {\n // Remove browser default top margin\n margin-top: 0;\n // Reset browser default of `1em` to use `rem`s\n margin-bottom: 1rem;\n // Don't allow content to break outside\n overflow: auto;\n // We have @viewport set which causes scrollbars to overlap content in IE11 and Edge, so\n // we force a non-overlapping, non-auto-hiding scrollbar to counteract.\n -ms-overflow-style: scrollbar;\n}\n\n\n//\n// Figures\n//\n\nfigure {\n // Apply a consistent margin strategy (matches our type styles).\n margin: 0 0 1rem;\n}\n\n\n//\n// Images and content\n//\n\nimg {\n vertical-align: middle;\n border-style: none; // Remove the border on images inside links in IE 10-.\n}\n\nsvg {\n // Workaround for the SVG overflow bug in IE10/11 is still required.\n // See https://github.com/twbs/bootstrap/issues/26878\n overflow: hidden;\n vertical-align: middle;\n}\n\n\n//\n// Tables\n//\n\ntable {\n border-collapse: collapse; // Prevent double borders\n}\n\ncaption {\n padding-top: $table-cell-padding;\n padding-bottom: $table-cell-padding;\n color: $table-caption-color;\n text-align: left;\n caption-side: bottom;\n}\n\nth {\n // Matches default `` alignment by inheriting from the ``, or the\n // closest parent with a set `text-align`.\n text-align: inherit;\n}\n\n\n//\n// Forms\n//\n\nlabel {\n // Allow labels to use `margin` for spacing.\n display: inline-block;\n margin-bottom: $label-margin-bottom;\n}\n\n// Remove the default `border-radius` that macOS Chrome adds.\n//\n// Details at https://github.com/twbs/bootstrap/issues/24093\nbutton {\n border-radius: 0;\n}\n\n// Work around a Firefox/IE bug where the transparent `button` background\n// results in a loss of the default `button` focus styles.\n//\n// Credit: https://github.com/suitcss/base/\nbutton:focus {\n outline: 1px dotted;\n outline: 5px auto -webkit-focus-ring-color;\n}\n\ninput,\nbutton,\nselect,\noptgroup,\ntextarea {\n margin: 0; // Remove the margin in Firefox and Safari\n font-family: inherit;\n font-size: inherit;\n line-height: inherit;\n}\n\nbutton,\ninput {\n overflow: visible; // Show the overflow in Edge\n}\n\nbutton,\nselect {\n text-transform: none; // Remove the inheritance of text transform in Firefox\n}\n\n// 1. Prevent a WebKit bug where (2) destroys native `audio` and `video`\n// controls in Android 4.\n// 2. Correct the inability to style clickable types in iOS and Safari.\nbutton,\nhtml [type=\"button\"], // 1\n[type=\"reset\"],\n[type=\"submit\"] {\n -webkit-appearance: button; // 2\n}\n\n// Remove inner border and padding from Firefox, but don't restore the outline like Normalize.\nbutton::-moz-focus-inner,\n[type=\"button\"]::-moz-focus-inner,\n[type=\"reset\"]::-moz-focus-inner,\n[type=\"submit\"]::-moz-focus-inner {\n padding: 0;\n border-style: none;\n}\n\ninput[type=\"radio\"],\ninput[type=\"checkbox\"] {\n box-sizing: border-box; // 1. Add the correct box sizing in IE 10-\n padding: 0; // 2. Remove the padding in IE 10-\n}\n\n\ninput[type=\"date\"],\ninput[type=\"time\"],\ninput[type=\"datetime-local\"],\ninput[type=\"month\"] {\n // Remove the default appearance of temporal inputs to avoid a Mobile Safari\n // bug where setting a custom line-height prevents text from being vertically\n // centered within the input.\n // See https://bugs.webkit.org/show_bug.cgi?id=139848\n // and https://github.com/twbs/bootstrap/issues/11266\n -webkit-appearance: listbox;\n}\n\ntextarea {\n overflow: auto; // Remove the default vertical scrollbar in IE.\n // Textareas should really only resize vertically so they don't break their (horizontal) containers.\n resize: vertical;\n}\n\nfieldset {\n // Browsers set a default `min-width: min-content;` on fieldsets,\n // unlike e.g. `

`s, which have `min-width: 0;` by default.\n // So we reset that to ensure fieldsets behave more like a standard block element.\n // See https://github.com/twbs/bootstrap/issues/12359\n // and https://html.spec.whatwg.org/multipage/#the-fieldset-and-legend-elements\n min-width: 0;\n // Reset the default outline behavior of fieldsets so they don't affect page layout.\n padding: 0;\n margin: 0;\n border: 0;\n}\n\n// 1. Correct the text wrapping in Edge and IE.\n// 2. Correct the color inheritance from `fieldset` elements in IE.\nlegend {\n display: block;\n width: 100%;\n max-width: 100%; // 1\n padding: 0;\n margin-bottom: .5rem;\n font-size: 1.5rem;\n line-height: inherit;\n color: inherit; // 2\n white-space: normal; // 1\n}\n\nprogress {\n vertical-align: baseline; // Add the correct vertical alignment in Chrome, Firefox, and Opera.\n}\n\n// Correct the cursor style of increment and decrement buttons in Chrome.\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n height: auto;\n}\n\n[type=\"search\"] {\n // This overrides the extra rounded corners on search inputs in iOS so that our\n // `.form-control` class can properly style them. Note that this cannot simply\n // be added to `.form-control` as it's not specific enough. For details, see\n // https://github.com/twbs/bootstrap/issues/11586.\n outline-offset: -2px; // 2. Correct the outline style in Safari.\n -webkit-appearance: none;\n}\n\n//\n// Remove the inner padding and cancel buttons in Chrome and Safari on macOS.\n//\n\n[type=\"search\"]::-webkit-search-cancel-button,\n[type=\"search\"]::-webkit-search-decoration {\n -webkit-appearance: none;\n}\n\n//\n// 1. Correct the inability to style clickable types in iOS and Safari.\n// 2. Change font properties to `inherit` in Safari.\n//\n\n::-webkit-file-upload-button {\n font: inherit; // 2\n -webkit-appearance: button; // 1\n}\n\n//\n// Correct element displays\n//\n\noutput {\n display: inline-block;\n}\n\nsummary {\n display: list-item; // Add the correct display in all browsers\n cursor: pointer;\n}\n\ntemplate {\n display: none; // Add the correct display in IE\n}\n\n// Always hide an element with the `hidden` HTML attribute (from PureCSS).\n// Needed for proper display in IE 10-.\n[hidden] {\n display: none !important;\n}\n","/*!\n * Bootstrap Reboot v4.1.3 (https://getbootstrap.com/)\n * Copyright 2011-2018 The Bootstrap Authors\n * Copyright 2011-2018 Twitter, Inc.\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)\n * Forked from Normalize.css, licensed MIT (https://github.com/necolas/normalize.css/blob/master/LICENSE.md)\n */\n*,\n*::before,\n*::after {\n box-sizing: border-box;\n}\n\nhtml {\n font-family: sans-serif;\n line-height: 1.15;\n -webkit-text-size-adjust: 100%;\n -ms-text-size-adjust: 100%;\n -ms-overflow-style: scrollbar;\n -webkit-tap-highlight-color: rgba(0, 0, 0, 0);\n}\n\n@-ms-viewport {\n width: device-width;\n}\n\narticle, aside, figcaption, figure, footer, header, hgroup, main, nav, section {\n display: block;\n}\n\nbody {\n margin: 0;\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, \"Helvetica Neue\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\";\n font-size: 1rem;\n font-weight: 400;\n line-height: 1.5;\n color: #212529;\n text-align: left;\n background-color: #fff;\n}\n\n[tabindex=\"-1\"]:focus {\n outline: 0 !important;\n}\n\nhr {\n box-sizing: content-box;\n height: 0;\n overflow: visible;\n}\n\nh1, h2, h3, h4, h5, h6 {\n margin-top: 0;\n margin-bottom: 0.5rem;\n}\n\np {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nabbr[title],\nabbr[data-original-title] {\n text-decoration: underline;\n -webkit-text-decoration: underline dotted;\n text-decoration: underline dotted;\n cursor: help;\n border-bottom: 0;\n}\n\naddress {\n margin-bottom: 1rem;\n font-style: normal;\n line-height: inherit;\n}\n\nol,\nul,\ndl {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nol ol,\nul ul,\nol ul,\nul ol {\n margin-bottom: 0;\n}\n\ndt {\n font-weight: 700;\n}\n\ndd {\n margin-bottom: .5rem;\n margin-left: 0;\n}\n\nblockquote {\n margin: 0 0 1rem;\n}\n\ndfn {\n font-style: italic;\n}\n\nb,\nstrong {\n font-weight: bolder;\n}\n\nsmall {\n font-size: 80%;\n}\n\nsub,\nsup {\n position: relative;\n font-size: 75%;\n line-height: 0;\n vertical-align: baseline;\n}\n\nsub {\n bottom: -.25em;\n}\n\nsup {\n top: -.5em;\n}\n\na {\n color: #007bff;\n text-decoration: none;\n background-color: transparent;\n -webkit-text-decoration-skip: objects;\n}\n\na:hover {\n color: #0056b3;\n text-decoration: underline;\n}\n\na:not([href]):not([tabindex]) {\n color: inherit;\n text-decoration: none;\n}\n\na:not([href]):not([tabindex]):hover, a:not([href]):not([tabindex]):focus {\n color: inherit;\n text-decoration: none;\n}\n\na:not([href]):not([tabindex]):focus {\n outline: 0;\n}\n\npre,\ncode,\nkbd,\nsamp {\n font-family: SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace;\n font-size: 1em;\n}\n\npre {\n margin-top: 0;\n margin-bottom: 1rem;\n overflow: auto;\n -ms-overflow-style: scrollbar;\n}\n\nfigure {\n margin: 0 0 1rem;\n}\n\nimg {\n vertical-align: middle;\n border-style: none;\n}\n\nsvg {\n overflow: hidden;\n vertical-align: middle;\n}\n\ntable {\n border-collapse: collapse;\n}\n\ncaption {\n padding-top: 0.75rem;\n padding-bottom: 0.75rem;\n color: #6c757d;\n text-align: left;\n caption-side: bottom;\n}\n\nth {\n text-align: inherit;\n}\n\nlabel {\n display: inline-block;\n margin-bottom: 0.5rem;\n}\n\nbutton {\n border-radius: 0;\n}\n\nbutton:focus {\n outline: 1px dotted;\n outline: 5px auto -webkit-focus-ring-color;\n}\n\ninput,\nbutton,\nselect,\noptgroup,\ntextarea {\n margin: 0;\n font-family: inherit;\n font-size: inherit;\n line-height: inherit;\n}\n\nbutton,\ninput {\n overflow: visible;\n}\n\nbutton,\nselect {\n text-transform: none;\n}\n\nbutton,\nhtml [type=\"button\"],\n[type=\"reset\"],\n[type=\"submit\"] {\n -webkit-appearance: button;\n}\n\nbutton::-moz-focus-inner,\n[type=\"button\"]::-moz-focus-inner,\n[type=\"reset\"]::-moz-focus-inner,\n[type=\"submit\"]::-moz-focus-inner {\n padding: 0;\n border-style: none;\n}\n\ninput[type=\"radio\"],\ninput[type=\"checkbox\"] {\n box-sizing: border-box;\n padding: 0;\n}\n\ninput[type=\"date\"],\ninput[type=\"time\"],\ninput[type=\"datetime-local\"],\ninput[type=\"month\"] {\n -webkit-appearance: listbox;\n}\n\ntextarea {\n overflow: auto;\n resize: vertical;\n}\n\nfieldset {\n min-width: 0;\n padding: 0;\n margin: 0;\n border: 0;\n}\n\nlegend {\n display: block;\n width: 100%;\n max-width: 100%;\n padding: 0;\n margin-bottom: .5rem;\n font-size: 1.5rem;\n line-height: inherit;\n color: inherit;\n white-space: normal;\n}\n\nprogress {\n vertical-align: baseline;\n}\n\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n height: auto;\n}\n\n[type=\"search\"] {\n outline-offset: -2px;\n -webkit-appearance: none;\n}\n\n[type=\"search\"]::-webkit-search-cancel-button,\n[type=\"search\"]::-webkit-search-decoration {\n -webkit-appearance: none;\n}\n\n::-webkit-file-upload-button {\n font: inherit;\n -webkit-appearance: button;\n}\n\noutput {\n display: inline-block;\n}\n\nsummary {\n display: list-item;\n cursor: pointer;\n}\n\ntemplate {\n display: none;\n}\n\n[hidden] {\n display: none !important;\n}\n/*# sourceMappingURL=bootstrap-reboot.css.map */","/*!\n * Bootstrap Reboot v4.1.3 (https://getbootstrap.com/)\n * Copyright 2011-2018 The Bootstrap Authors\n * Copyright 2011-2018 Twitter, Inc.\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)\n * Forked from Normalize.css, licensed MIT (https://github.com/necolas/normalize.css/blob/master/LICENSE.md)\n */\n*,\n*::before,\n*::after {\n box-sizing: border-box;\n}\n\nhtml {\n font-family: sans-serif;\n line-height: 1.15;\n -webkit-text-size-adjust: 100%;\n -ms-text-size-adjust: 100%;\n -ms-overflow-style: scrollbar;\n -webkit-tap-highlight-color: rgba(0, 0, 0, 0);\n}\n\n@-ms-viewport {\n width: device-width;\n}\n\narticle, aside, figcaption, figure, footer, header, hgroup, main, nav, section {\n display: block;\n}\n\nbody {\n margin: 0;\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, \"Helvetica Neue\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\";\n font-size: 1rem;\n font-weight: 400;\n line-height: 1.5;\n color: #212529;\n text-align: left;\n background-color: #fff;\n}\n\n[tabindex=\"-1\"]:focus {\n outline: 0 !important;\n}\n\nhr {\n box-sizing: content-box;\n height: 0;\n overflow: visible;\n}\n\nh1, h2, h3, h4, h5, h6 {\n margin-top: 0;\n margin-bottom: 0.5rem;\n}\n\np {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nabbr[title],\nabbr[data-original-title] {\n text-decoration: underline;\n text-decoration: underline dotted;\n cursor: help;\n border-bottom: 0;\n}\n\naddress {\n margin-bottom: 1rem;\n font-style: normal;\n line-height: inherit;\n}\n\nol,\nul,\ndl {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nol ol,\nul ul,\nol ul,\nul ol {\n margin-bottom: 0;\n}\n\ndt {\n font-weight: 700;\n}\n\ndd {\n margin-bottom: .5rem;\n margin-left: 0;\n}\n\nblockquote {\n margin: 0 0 1rem;\n}\n\ndfn {\n font-style: italic;\n}\n\nb,\nstrong {\n font-weight: bolder;\n}\n\nsmall {\n font-size: 80%;\n}\n\nsub,\nsup {\n position: relative;\n font-size: 75%;\n line-height: 0;\n vertical-align: baseline;\n}\n\nsub {\n bottom: -.25em;\n}\n\nsup {\n top: -.5em;\n}\n\na {\n color: #007bff;\n text-decoration: none;\n background-color: transparent;\n -webkit-text-decoration-skip: objects;\n}\n\na:hover {\n color: #0056b3;\n text-decoration: underline;\n}\n\na:not([href]):not([tabindex]) {\n color: inherit;\n text-decoration: none;\n}\n\na:not([href]):not([tabindex]):hover, a:not([href]):not([tabindex]):focus {\n color: inherit;\n text-decoration: none;\n}\n\na:not([href]):not([tabindex]):focus {\n outline: 0;\n}\n\npre,\ncode,\nkbd,\nsamp {\n font-family: SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace;\n font-size: 1em;\n}\n\npre {\n margin-top: 0;\n margin-bottom: 1rem;\n overflow: auto;\n -ms-overflow-style: scrollbar;\n}\n\nfigure {\n margin: 0 0 1rem;\n}\n\nimg {\n vertical-align: middle;\n border-style: none;\n}\n\nsvg {\n overflow: hidden;\n vertical-align: middle;\n}\n\ntable {\n border-collapse: collapse;\n}\n\ncaption {\n padding-top: 0.75rem;\n padding-bottom: 0.75rem;\n color: #6c757d;\n text-align: left;\n caption-side: bottom;\n}\n\nth {\n text-align: inherit;\n}\n\nlabel {\n display: inline-block;\n margin-bottom: 0.5rem;\n}\n\nbutton {\n border-radius: 0;\n}\n\nbutton:focus {\n outline: 1px dotted;\n outline: 5px auto -webkit-focus-ring-color;\n}\n\ninput,\nbutton,\nselect,\noptgroup,\ntextarea {\n margin: 0;\n font-family: inherit;\n font-size: inherit;\n line-height: inherit;\n}\n\nbutton,\ninput {\n overflow: visible;\n}\n\nbutton,\nselect {\n text-transform: none;\n}\n\nbutton,\nhtml [type=\"button\"],\n[type=\"reset\"],\n[type=\"submit\"] {\n -webkit-appearance: button;\n}\n\nbutton::-moz-focus-inner,\n[type=\"button\"]::-moz-focus-inner,\n[type=\"reset\"]::-moz-focus-inner,\n[type=\"submit\"]::-moz-focus-inner {\n padding: 0;\n border-style: none;\n}\n\ninput[type=\"radio\"],\ninput[type=\"checkbox\"] {\n box-sizing: border-box;\n padding: 0;\n}\n\ninput[type=\"date\"],\ninput[type=\"time\"],\ninput[type=\"datetime-local\"],\ninput[type=\"month\"] {\n -webkit-appearance: listbox;\n}\n\ntextarea {\n overflow: auto;\n resize: 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18 |

FastAI Model Predictions

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20 | {% for item in predictions %} 21 |
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{{ item.name }} / 25 | {{ item.label}} 26 |
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29 | {% endfor %} 30 |
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32 | 33 | 34 | 50 | 51 | 52 | -------------------------------------------------------------------------------- /servefastai/templates/upload.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | FastAI Model Serving 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 |
18 |

Upload Images

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33 | 34 | 35 | 36 | -------------------------------------------------------------------------------- /servefastai/utils/config.py: -------------------------------------------------------------------------------- 1 | """Utilities to read, write and manage the system-wide configuration""" 2 | from pathlib import Path 3 | from getpass import getpass 4 | import sqlite3 5 | import json 6 | import stat 7 | import os 8 | 9 | CONFIG_DIR = Path.home()/'.servefastai' 10 | CONFIG_FNAME = 'config.json' 11 | DB_FNAME = 'sqlite.db' 12 | 13 | 14 | def create_config_dir(): 15 | """Create the config directory if it doesn't exist""" 16 | if not CONFIG_DIR.exists(): 17 | print(f'[servefastai] Creating configuration directory "{CONFIG_DIR}"') 18 | CONFIG_DIR.mkdir(exist_ok=True, parents=True) 19 | 20 | 21 | def init_config_file(force=False): 22 | """Create (or clear) the config.json file""" 23 | path = CONFIG_DIR/CONFIG_FNAME 24 | if force or not path.exists(): 25 | with open(path) as f: 26 | print(f'[servefastai] Creating configuration file "{path}"') 27 | json.dump({}, f) 28 | 29 | 30 | def init_db(force=False): 31 | """Create (or clear) the local database""" 32 | path = CONFIG_DIR/DB_FNAME 33 | if force or not path.exists(): 34 | print(f'[servefastai] Creating local database "{path}"') 35 | conn = sqlite3.connect(path) 36 | conn.close() 37 | -------------------------------------------------------------------------------- /setup.cfg: -------------------------------------------------------------------------------- 1 | [metadata] 2 | description-file=README.md -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- 1 | import setuptools 2 | 3 | with open("README.md", "r") as fh: 4 | long_description = fh.read() 5 | 6 | setuptools.setup( 7 | name="servefastai", 8 | version="0.1.2", 9 | author="Aakash N S", 10 | author_email="opensource@swiftace.ai", 11 | description="Serve FastAI and get a Web UI with one line of code", 12 | long_description=long_description, 13 | long_description_content_type="text/markdown", 14 | url="https://github.com/aakashns/servefastai", 15 | packages=setuptools.find_packages(), 16 | include_package_data=True, 17 | classifiers=( 18 | "Programming Language :: Python :: 3", 19 | "License :: OSI Approved :: MIT License", 20 | "Operating System :: OS Independent", 21 | ), 22 | install_requires=['flask'] 23 | ) 24 | --------------------------------------------------------------------------------