diff --git a/first.ipynb b/first.ipynb
index a1389de77a51eaed95befa7bc5518251c9f1b075..ad6adc5dbf62fd4d43a87ffb76c42039bfc4a6d0 100644
--- a/first.ipynb
+++ b/first.ipynb
@@ -2,11 +2,10 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
- "# import torch\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
@@ -14,46 +13,49 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {},
"outputs": [],
- "source": [
- "file = open(\"values.txt\",\"r\")"
- ]
+ "source": []
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "584\n",
+ "150\n",
"\n",
- "[969553.451655, 969630.496369, 969703.321628, 969775.06116, 969840.640144, 969909.659352, 969977.827785, 970040.655696, 970105.860467, 970167.704234, 970223.672075, 970277.734364, 970331.550007, 970374.646724, 970425.174635, 970470.982768, 970514.44569, 970559.872639, 970606.915678, 970646.643812, 970691.040004, 970738.140927, 970777.88927, 970820.637278, 970867.711683, 970906.061616, 970947.66472, 970992.397929, 971035.945623, 971079.053638, 971122.33427, 971162.807246, 971205.539849, 971244.271391, 971278.479442, 971317.135226, 971349.358299, 971383.306076, 971418.133814, 971448.943564, 971480.751689, 971514.583822, 971544.726263, 971575.916703, 971606.653125, 971632.731629, 971662.756727, 971688.257556, 971716.23151, 971743.748882, 971770.502189, 971796.267609, 971819.517745, 971849.142781, 971876.333392, 971900.921009, 971928.558623, 971951.837629, 971980.621315, 972005.360316, 972029.359055, 972057.244475, 972079.90172, 972108.228673, 972133.208382, 972158.600815, 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973572.313993, 973589.918658, 973605.053254, 973622.930634, 973638.139725, 973653.695226, 973670.03679, 973681.186303, 973695.107265, 973714.147321, 973729.954962, 973743.529252, 973758.616772, 973773.17931, 973789.148962, 973799.758931, 973818.80633, 973834.876007, 973847.92563, 973864.842661, 973877.990651, 973896.385639, 973909.341225, 973925.805671, 973938.402669, 973956.021462, 973968.998045, 973988.681621, 974001.915868, 974019.025644, 974028.964823, 974048.255028, 974059.902296, 974073.956843, 974088.971355, 974109.139016, 974116.840191, 974135.911135, 974149.947686, 974163.588461, 974176.553606, 974195.380777, 974210.805584, 974226.136886, 974239.124976, 974259.377578, 974272.188239, 974294.635103, 974308.090894, 974325.913824, 974337.187318, 974355.007855, 974368.458663, 974384.340108, 974392.013517, 974403.411608, 974420.374102, 974431.919826, 974450.65545, 974461.74568, 974475.07817, 974491.516077, 974506.498527, 974515.537128, 974532.891353, 974547.006245, 974554.624345, 974573.71371, 974581.133628, 974600.322687, 974610.818829, 974622.472887, 974632.288462, 974650.652186, 974658.320472, 974669.523062, 974680.081735, 974695.943696, 974707.850919, 974713.554586, 974731.789398, 974738.451929, 974750.183772, 974759.722206, 974772.247618, 974787.386054, 974798.261472, 974811.174485, 974817.389389, 974833.683579, 974843.920201, 974856.074773, 974866.896938, 974876.587623, 974890.591289, 974901.721886, 974910.484039, 974926.339968, 974933.002565, 974946.242119, 974956.982422, 974965.6534, 974974.980627, 974988.113697, 974989.956101, 975002.757708, 975009.729624, 975021.923348, 975025.772998, 975041.386979, 975045.090308, 975059.769803, 975063.393911, 975079.083928, 975087.18554, 975097.254833, 975102.731806, 975114.501358, 975119.670114, 975127.27844, 975132.538414, 975142.962871, 975145.208224, 975156.186885, 975161.44275, 975163.057495, 975173.213327, 975174.773787, 975182.538561, 975187.642295, 975196.412274, 975197.552313, 975210.566387, 975216.238652, 975218.387886, 975226.698073, 975235.626391, 975239.978388, 975245.984214, 975252.668213, 975257.309883, 975265.892368, 975273.518857, 975275.996688, 975284.101091, 975292.045823, 975298.768273, 975303.051303, 975313.680643, 975312.054304, 975325.291948, 975330.975921, 975337.184589, 975344.072949, 975353.445948, 975356.336866, 975363.458825, 975371.462725, 975376.687751, 975382.265101, 975388.775665, 975392.653757, 975402.400174, 975406.913197, 975414.960167, 975417.092537, 975429.494939, 975428.170317, 975442.770719, 975445.629987, 975447.609843, 975451.984431, 975461.593868, 975466.160834, 975472.406425, 975480.805945, 975482.413171, 975491.806, 975500.17661, 975499.73138, 975509.10804, 975512.645078, 975518.783775, 975520.14745, 975531.353814, 975529.71572, 975540.227385, 975545.316734, 975551.686592, 975556.017117, 975557.089041, 975565.008849, 975566.670304, 975575.073668, 975579.317956, 975580.741733, 975593.460812, 975592.791033, 975603.118152, 975606.877689, 975614.196589, 975616.868853, 975621.874707, 975625.177091, 975632.047952, 975641.116146, 975642.487059, 975650.655695, 975656.927556, 975660.544571, 975666.729571, 975668.795942, 975674.34232, 975671.080025, 975680.691157, 975685.598702, 975688.539452, 975689.146065, 975693.253129, 975698.42444, 975704.896662, 975702.619406, 975704.194987, 975710.664677, 975715.230813, 975720.481901, 975723.802029, 975726.576984, 975737.522085, 975738.781274, 975741.445087, 975745.276415, 975748.823669, 975756.63303, 975754.806135, 975761.144559, 975761.389966, 975765.499956, 975771.27941, 975772.611588, 975778.988172, 975778.449914, 975782.503488, 975788.637651, 975789.209967, 975788.82501, 975794.829088, 975791.66845, 975801.466806, 975799.234755, 975803.846212, 975807.097561, 975810.452241, 975816.217998, 975817.744564, 975825.018556, 975821.517013, 975828.369784, 975833.074745, 975833.746435, 975832.588508, 975840.572545, 975841.997575, 975843.549992, 975849.338711, 975852.344918, 975852.459193, 975859.400757, 975863.797929, 975867.040998, 975869.498862, 975871.250372, 975871.543966, 975876.83941, 975877.681007, 975879.870145, 975883.612131, 975887.612952, 975885.195201, 975890.237284, 975889.597412, 975895.995065, 975897.063066, 975896.251455, 975901.92696, 975903.285876, 975906.829395, 975905.221747, 975908.980017, 975908.405187, 975911.457803, 975910.978258, 975914.7085, 975911.50711, 975917.985807, 975916.246801, 975917.856116, 975923.102251, 975927.595237, 975926.521381, 975930.403983, 975931.502303, 975934.305408, 975934.952381, 975938.925624, 975939.89421, 975944.468142, 975942.666125, 975947.282848, 975946.821839, 975949.695313, 975948.402402, 975950.151989, 975954.594458, 975953.30945, 975954.57362, 975958.838629, 975957.331993, 975963.362233, 975959.294315, 975960.729484, 975963.478093, 975964.877405, 975964.593248, 975967.913657, 975970.14199, 975971.982143, 975973.117246, 975977.056009, 975977.39784, 975978.990471, 975984.000155, 975984.760304, 975986.232277, 975987.724241, 975987.014889, 975992.180466, 975996.891285, 975995.345029, 975997.958312, 976005.209678, 976002.132343, 976005.126898, 976004.012883, 976006.46328, 976007.115031, 976006.822774, 976009.466801, 976011.880219, 976011.343712, 976013.055936, 976015.712386, 976018.05104, 976017.575216, 976021.925057, 976022.059607, 976023.648545, 976022.747461, 976023.832574, 976025.932846, 976030.18935, 976028.958902, 976029.742476, 976030.16637, 976033.033007, 976031.430321, 976031.132896, 976032.359399, 976035.332396, 976035.507403, 976036.130645, 976035.199322, 976041.891236, 976040.852273, 976044.127617, 976047.622187, 976047.934595, 976045.799952, 976048.860842, 976049.938579, 976048.797421, 976051.522378, 976050.234496, 976048.575372, 976056.505416, 976054.968726, 976055.814989, 976056.828879, 976059.978279, 976056.685119, 976057.6574, 976060.41335, 976061.451947, 976063.260785, 976062.009076, 976063.526247, 976067.070556, 976069.635567, 976069.636047, 976071.724883, 976075.185964, 976079.4839, 976079.301089, 976077.102478, 976083.220914, 976083.042033, 976084.683639, 976083.11216, 976086.791768, 976085.283777, 976086.590421, 976084.181773, 976087.070656, 976085.726522, 976085.644094, 976085.038907, 976088.127288, 976089.934637, 976089.302606, 976087.769255, 976092.577956, 976091.869321, 976091.349744, 976093.51926, 976096.995364, 976093.196433, 976096.282801, 976094.373288, 976100.118933, 976099.950455, 976102.992797, 976103.871191, 976104.579184, 976103.752922, 976105.316713, 976102.806532, 976108.098616, 976104.853304, 976106.72259, 976102.528713, 976109.940748, 976107.140635, 976107.779999, 976105.287152, 976108.105027, 976106.239619, 976106.386873, 976104.388397, 976106.712426, 976105.392103, 976107.106173]\n"
+ "[6.0, 6.0, 6.0, 6.0, 6.0, 6.0, 6.0, 6.0, 48.0, 48.0, 6.0, 48.0, 48.0, 48.0, 6.0, 76.0, 48.0, 6.0, 76.0, 34.0, 76.0, 6.0, 76.0, 6.0, 76.0, 34.0, 34.0, 62.0, 6.0, 76.0, 34.0, 62.0, 6.0, 76.0, 34.0, 62.0, 6.0, 76.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0, 91.0, 64.0]\n",
+ "91.0\n"
]
}
],
"source": [
- "f = file.readline()\n",
+ "file = open(\"lowerbounds.txt\",\"r\")\n",
+ "maxiter = file.readline()\n",
"print(f)\n",
- "niter = int(f)\n",
- "g = [0]*niter\n",
- "for i in range (0, niter):\n",
+ "# niter = (float(f))\n",
+ "# print(niter)\n",
+ "g = [0]*int(maxiter)\n",
+ "max = 0.0000\n",
+ "for i in range (0, int(maxiter)):\n",
" g[i]= file.readline()\n",
" g[i]=float(g[i])\n",
- " \n",
+ " if g[i]>max:\n",
+ " max=g[i]\n",
"file.close()\n",
"print(g)\n",
"\n",
- "\n"
+ "print(max)\n"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 70,
"metadata": {
"scrolled": true
},
@@ -68,53 +70,30 @@
" 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72\n",
" 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90\n",
" 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108\n",
- " 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126\n",
- " 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144\n",
- " 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162\n",
- " 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180\n",
- " 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198\n",
- " 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216\n",
- " 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234\n",
- " 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252\n",
- " 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270\n",
- " 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288\n",
- " 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306\n",
- " 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324\n",
- " 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342\n",
- " 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360\n",
- " 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378\n",
- " 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396\n",
- " 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414\n",
- " 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432\n",
- " 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450\n",
- " 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468\n",
- " 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486\n",
- " 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504\n",
- " 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522\n",
- " 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540\n",
- " 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558\n",
- " 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576\n",
- " 577 578 579 580 581 582 583 584]\n"
+ " 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125]\n"
]
}
],
"source": [
- "p= np.arange(1,niter+1)\n",
- "print(p)"
+ "p= np.arange(1,int(maxiter)+1)\n",
+ "print(p)\n",
+ "u=[92]*int(maxiter)\n",
+ "b = u[0]+g[0]\n",
+ "c=[max]*int(maxiter)"
]
},
{
"cell_type": "code",
- "execution_count": 167,
+ "execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "(584, 1)"
+ "(125, 1)"
]
},
- "execution_count": 167,
+ "execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
@@ -127,22 +106,22 @@
},
{
"cell_type": "code",
- "execution_count": 169,
+ "execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "Text(0.5, 1.0, 'Lagrangian Relaxation for problem problem_t_pricer_0_2.lp, with 26,000 variables')"
+ "Text(0.5, 1.0, '6flights, four sectors, opt using lagrangian r.')"
]
},
- "execution_count": 169,
+ "execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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htQ69BFwDfDfHUXMd6aeXKcB/AHvkL36980hH+H+RNI20PY5sMNz86mkcRMQE0g78f0jft12BXXPzaM3vSWdYz5CauTvcuCM3ze9Cut7m2TytX5Ba1Bam84A9lW7AdH4Phr+OdH3KeNLB+y97MpP8082nScvjFdK/PbYpxLDA6y8v491JzfJTSRcW71637Bs5jdSadb/SPTqmS7qwVijp8XxQ0JmG6zMfFNX+QdGZscDkfABc+yzSv0Ea6XIf0QOfJ/1D5WuFuk6XtBq0234vJG3vuwGfKyzDYeR9Vg+W90XAn0j1f4y0vVzUw3Eb+T2pVfnKiJhV6P9N4Ht52zmZdNDdI3m7PCKPM4W0X7++brBXctlLpOsMDo2IJxtMq6scsiTpBHNSnt77SdfkdEqFn4J7laQ/kC76+G63Ay/4vBYj/Sa6b0Tc3tvzs94haThtV6/P6mbw0pB0CumfHfs1O5ZmkxSkn7GebnYsrULSc6QL6m5tULYf6e/KXe7YyyK3KjxM+qtZwwNeW3h67YYBuZnwDdIOewfSUd2ZvTi/z5D+KzqTdBWomIdWAjOzVhcRnd4auozy2Xeji/esF/TmnfY+QPpNZTrpphPfiIiHenF+m5GavmpNnrtHxMyuRzGz+VHXdFt8bVk33JadDdus2Osp3Z+/UYxdXpiXm+UbjddVU71Z0yyyJn0zMzNrnpa4l76ZmZn1rvLc9L+EhgwZEsOHD292GGZmpTJu3LhJEbFis+Poa5zwe9Hw4cN54IEHmh2GmVmpSHq++6FsXrlJ38zMrAJ8ht+ith61dYd+X1r/S3xz028y498z2PnSjndD3X/j/dl/4/2ZNGMSe16xZ4fyb4z4Bnt9ZC8mvjmR/7jmPzqUH73Z0ey67q5MmDSBQ244pEP5d7b6DtuvuT3jXxnPkTcd2aH8B9v9gM2Hbc5dE+/ixNEndig/d8dz2fgDG3PrM7dy2l873BeGi3a5iHWHrMufJvyJs+8+u0P57z7/O4YtO4w/PPYHLnjggg7lV33pKoYsPYRR40cxavyoDuV/3vfPLL340vz8/p9zxeMd76MxZv8xAPz4rh9zw1M3tCsbsPgAbtz3RgC+P/b7jH52dLvyFZZegau/dDUAJ9x6Ane/cHe78qHLDOWSPdI/qo686UjGvzK+Xfk6K6zDxbteDMDBfzqYpyY/1a584w9szLk7ngvAfn/cjxfean+n1s2GbsYZ258BwBeu+AKTZ0xuV77dGttx0qdOAmCnS3di5r/b/4Fll3V24ZjNjwG87XnbWzjbXq1O1jp8hm9mZlYB/lteLxoxYkT4N3wzs3kjaVxEjGh2HH2Nz/DNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysApzwzczMKsAJ38zMrAKc8M3MzCrACd/MzKwCnPDNzMwqwAnfzMysAvpMwpe0hqQ9JK3X7FjMzMxaTWkTvqRrC927AbcBuwLXSdq/SWGZmZm1pP7NDmABrF7oPg7YNiKelTQEGA2MakpUZmZmLai0Z/hAFLr7R8SzABExCZjTnJDMzMxaU5nP8DeS9BYgYElJK0fEy5KWAPo1OTYzM7OWUtqEHxGdJfWlgUMWZSxmZmatrrQJvzMRMRW4u9lxmJmZtZIy/4bfKUkXNzsGMzOzVtInEz5wUbMDMDMzayV9MuFHxLhmx2BmZtZKSpvwJS0r6UxJT0p6Q9JkSU/kfoObHZ+ZmVkrKW3CB64ApgBbR8TyEbECsE3ud0VTIzMzM2sxZU74wyPihxHxSq1HRLwSET+k/V34zMzMKq/MCf95Sf8laaVaD0krSToOmNjEuMzMzFpOmRP+XsAKwFhJUyS9AYwBlge+1MzAzMzMWk1pb7wTEVNID805rtmxmJmZtboyn+HPJWnb4ruZmZm11ycSPvDjunczMzMrKG2TfifU7ABaxnvvwZw56RWR3vv1g6WXTuWvv95WXnsNHAjLL5/Kn366Y/kKK8DKK8Ps2fDQQ+2nPWcODBsGq60G774Ld9+dyoqvtdeG1VeHt9+Gv/61Y/mGG6byqVPh9ts7lo8cmab/6qswenTqB23l22wDQ4fCv/4Ft97acfxddoFVVoF//ANuuaVj+d57w/vfD4880rj8oIPS8rn33sbTP+ooGDQIbrstverLTz0VllwS/vQnGDu2fRnAOeeABFdcAXfd1X59LrEEnHVW6v7Nb2Bc3b2lllkGTjstdV94ITz2WPvyFVeE7343dZ97Ljz1VPvyYcPghBNS95lnwvPPt8UFad0dfXTqPvnktA6KNtgADj88dR97bFqHRZtuCgcfnLoPOwzeead9+VZbwVe/mroPPLD9cgH4zGfS+nnnHTj0UDrYbTf4/OfTfI84omP53nvDzjvDyy+n+OodcABsuy08+yx85zupX3H+hx0Gn/wkPPEEfO97Hcc/5hj42MfSeqmtp6KTT4b114c77oDzzutYfuaZsNZaabu76KKO8z//fFh1Vbj+ehg1quP4v/hF2jYvvzy96l12GQwYAL/6FVx7bcfy669P7z/7Gdx0U/v5L7UUXHVV6j7rrLTtFi23HFxySeo+5RS47z743Ocarydrqr6W8PuO/fZLO+1Zs9Jr9mwYMSJ9cQE22wwmTEj9a+U77tj2ZV59dXjllfbT3HvvtvHXXBOmT29fftBBcHF+DMHaa3eM6aij4OyzYebMtAOvd/LJKalNnpySb70f/SjtGF98Me186114IRxyCPzzn7DHHh3LL70UvvzltNPdd9+O5ddfnxL+ww+npFHvtttSwr///rQDr7f55inh33NPirPe7runneodd7QlhaKDDkoJ/4474IwzUvIuvk48MSX8u+6CCy7oWH7OOWk6d93Vcac+cGBbIrnjDrj66vblK63UlvD/9je4+eb25Wut1Zbwx46FO+9sX77hhm0Jf/TodNADKS5I21st4Y8eDc880378GTPaEv6tt8Jrr7UvX3zxtu7Ro9NBX9GQIW3dt9zS1l2b/5prpvfZs2HMGDrYaKP0/t57afnU23LL9P7OO2n91vvsZ9P722+nhFU//zfeSO/TpsGDD3Yc/80328pry66o9l178034+987ls+cmd6nToUnn+w4//feS+9TpqSD8XqzZrWN/9xzHcvnzGmb/wsvdCyPSPOaOhVeeqn9/AcMaPv81lsd1+3s2W3d06bBpEkd9y3WEhTFo8iSkvRgRGwi6aGI+Giz46kZMWJEPPDAA/M38lFHpZ1q//7pzLx/f/jQh9oSzfe+l87S68trZ0nnn592whIstlh6rbde247tf/837SRqZVIq32KLVH7JJW1ltdc666TEMGtWOgsoTltKSWWttdIZ/l13dUxoa6yREvLMmSkp15evvno6E50xI52B1pcPHQqDB6fyiRPb+kN6X3nllBhnzEjLpn78IUNSwp05M+246suXXTYtx/feS4mhvnyppVJdZ89Or/ryYjxmNt8kjYuIEc2Oo69xwu9FC5Twzcwqygm/d/SVi/Zq7UfTmhqFmZlZi+oTCT8itiq+m5mZWXulTviS+kl6svshzczMqq3UCT8iZgMTJK3W7FjMzMxaWV/4W95ywOOS7gPm/tcnIj7XvJDMzMxaS19I+Cc1OwAzM7NWV/qEHxFjux/KzMys2kqb8CVNAxrdREBARMQyizgkMzOzllXahB8Rg5odg5mZWVmU+ip9MzMz6xknfDMzswpwwjczM6sAJ3wzM7MK6HMJX9Ktkm6UtEuzYzEzM2sVpb1KvwtfAVYGPtHsQMzMzFpFn0v4EfES8BIwrtmxmJmZtYrSJnxJj9L4xjsARMSGizAcMzOzllbahA/UfqM/LL//Lr/vRxcHAmZmZlVU2oQfEc8DSPp0RHy0UHScpAeB45sTmZmZWevpC1fpS9InCx82p2/Uy8zMbKEp7Rl+wYHAryQtS3pwzhTggOaGZGZm1lpKn/AjYhywUU74RMSbTQ7JzMys5ZQ+4UtaEvgCMBzoLwmAiPheE8MyMzNrKaVP+MB1wJuk/92/2+RYzMzMWlJfSPhDI2LHZgdhZmbWyvrC1ex3Sdqg2UGYmZm1sr5whr8FsL+kZ0lN+gLCd9ozMzNr0xcS/k7NDsDMzKzV9YWE79vompmZdaMvJPz/IyV9AUsBawATgPWbGZSZmVkrKX3Cj4h2F+xJ2gT4ZpPCMTMza0l94Sr9diLiQWBks+MwMzNrJaU/w5d0VOHjYsAmwEtNCsfMzKwllT7hA4MK3bNIv+lf3aRYzMzMWlLpE35EnAog6X358/TmRmRmZtZ6Sv8bvqSPSHoIeBx4XNI4SR9pdlxmZmatpPQJH7gYOCoiVo+I1YGjcz8zMzPL+kLCHxgRt9c+RMQYYGDzwjEzM2s9pf8NH3hG0knA7/Ln/YBnmhiPmZlZy+kLZ/gHACsCf8yvFXM/MzMzy0p/hh8RU4AjJC0LzImIac2OyczMrNWU/gxf0qaSHgUeBh6V9LCkjzU7LjMzs1ZS+jN84JfANyPibwCStgB+DWzY1KjMzMxaSOnP8IHZtWQPEBF3kO64Z2ZmZllpz/DzU/EAxkq6CLiM9JjcvYAxzYrLzMysFZU24QNn133+bqE7FmUgZmZmra60CT8itml2DGZmZmXRF37DNzMzs2444ZuZmVVAqRO+pMUkbd7sOMzMzFpdqRN+RMwBftbsOMzMzFpdqRN+NlrSFySp2YGYmZm1qr6Q8A8BrgTek/SWpGmS3mp2UGZmZq2ktH/Lq4mIQc2OwczMrNWV/gxfyX6STsqfh0n6eLPjMjMzayWlT/jAz4HNgC/nz9PxhXxmZmbtlL5JHxgZEZtIegggIqZIWqLZQZmZmbWSvnCG/29J/cj3z5e0IjCnuSGZmZm1lr6Q8M8HrgHeL+l04A7gB80NyczMrLWUvkk/Ii6VNA7YDhCwe0Q80eSwzMzMWkrpE76k7wN/BUZFxNvNjsfMzKwV9YUm/WeAfYAHJN0n6WxJuzU7KDMzs1ZS+oQfEb+OiAOAbYBLgC/mdzMzM8v6QpP+L4APA68CfwP2BB5salBmZmYtpvRn+MAKQD9gKvAGMCkiZjU1IjMzsxZT+jP8iPg8gKQPAZ8BbpfULyKGNjcyMzOz1lH6hC9pF2BLYCtgMHAbqWnfzMzMstInfGBHUoI/LyJeanYwZmZmraj0CT8iDpe0ErCppE2A+yLitWbHZWZm1kpKf9GepC8C95H+jvcl4F5JezY3KjMzs9ZS+jN84DvAprWz+vzwnFuBq5oalZmZWQsp/Rk+sFhdE/5k+ka9zMzMFpq+cIZ/k6Sbgcvy572APzcxHjMzs5ZT+oQfEcdK+gLwydzr4oi4ppkxmZmZtZrSJ3yAiLgauLrZcZiZmbWq0iZ8SdOAaFQEREQss4hDMjMza1mlTfgRMajZMZiZmZWFr2Y3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKcMI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKcMI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKcMI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKcMI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKcMI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKcMI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKcMI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKcMI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3wzM7MKqGzClzRbUhRe0yVdVtcvJM2R9Pn8Xt9/qWbXw8zMrCcqm/CBh4G/5+4NgIHAHkAUhglAwHn5nbqy1Xo5RjMzs4Wisgk/IjYBfp8/vpzfl6gV1w2+coNJCNivF0IzMzNb6Po3O4Amqx3wTKrrr7r3RgSs06GnNKc4nqRx8xnbkAZxlZnr09r6Wn2g79WpSvVZfVEGUhVVT/hzCu+zgcVpnOT7dTL+SvU9ImKhtJpIeiAiRiyMabUC16e19bX6QN+rk+tjC6qyTfpZrQn/CeAhOjbl13R2pr/JQo/IzMysF1Q24UtaDzg+f9wSWA94rW6wWgvA5Nw9lfYHBUf2XoRmZmYLT2UTPukK/doZ/hvAMsDgumFqy+f03D2Y9mf7S/deeFzci9NuBtentfW1+kDfq5PrYwtEEZ21YpuZmVlfUeUzfDMzs8pwwjczM6sAJ/wWI2lHSRMkPS3p+O7HaA2SfiXpNUmPFfotL+kWSf/I78vl/pJ0fq7jI5Ja6t8OkoZJul3S3yU9LulbuX8p6wMgaSlJ90l6ONfp1Nx/DUn35tj/IGmJ3H/J/PnpXD68qRXohKR+kh6SdEP+XNr6SHpO0qOSxkt6IPcr8zY3WNJVkp6U9ISkzcpcn77ACb+FSOoH/AzYCfgwsI+kDzc3qh4bBexY1+94YHRErA2Mpu1fETsBa+fXwcAFiyjGnpoFHB0RHwY+ARyW10NZ6wPwLrBtRGwEbAzsKOkTwA+Bn0TEB4EpwIF5+AOBKbn/T/JwrehbpL/V1pS9PttExMaF/6eXeZs7D7gpItYDNiKtpzLXp/wiwq8WeQGbATcXPp8AnNDsuOYh/uHAY4XPE4CVc/fKwITcfRGwT6PhWvEFXAd8ug/VZ2ngQWAk6U5n/XP/udsfcDOwWe7un4dTs2Ovq8dQUtLYFriB9A+aMtfnOWBIXb9SbnPAssCz9cu4rPXpKy+f4beWVYGJhc8v5H5ltVJE1J5T8AptdyYsTT1z0+9HgXspeX1y8/d40v0mbgH+CUyNiFl5kGLcc+uUy98EVlikAXfvXOC/aLtfxgqUuz4B/EXSOEkH535l3ebWAF4Hfp1/cvmFpIGUtz59ghO+LRKRDttL9R9QSe8DrgaOjIi3imVlrE9EzI6IjUlnxh8n3WyqlCTtArwWEfP7rIpWtEWkh3rtRPoZaatiYcm2uf6kO5FeEBEfBd6mrfkeKF19+gQn/NbyIjCs8Hlo7ldWr0paGSC/1+5k2PL1lLQ4KdlfGhF/zL1LW5+iiJgK3E5q8h4sqfZMjWLcc+uUy5cl3XGyVXwS+Jyk54DLSc3651He+hARL+b314BrSAdlZd3mXgBeiIh78+erSAcAZa1Pn+CE31ruB9bOVxovAewNXN/kmBbE9cBXc/dXSb+F1/p/JV+Z+wngzUIzX9NJEvBL4ImIOKdQVMr6AEhaUdLg3D2AdE3CE6TEv2cerL5OtbruCdyWz8haQkScEBFDI2I46XtyW0TsS0nrI2mgpEG1bmAH4DFKus1FxCvAREnr5l7bke5uWsr69BnNvojAr/YvYGfgKdLvq//d7HjmIe7LgJeBf5OO7g8k/UY6GvgHcCuwfB5WpH8j/BN4FBjR7Pjr6rIFqanxEWB8fu1c1vrkGDckPSDqEVIiOTn3XxO4D3gauBJYMvdfKn9+Opev2ew6dFG3rYEbylyfHPfD+fV47btf8m1uY+CBvM1dCyxX5vr0hZdvrWtmZlYBbtI3MzOrACd8MzOzCnDCNzMzqwAnfDMzswpwwjczM6sAJ3yz+STprvw+XNKXF/K0T2w0r4Uw3e9J2n4+xltN0nRJxxT6NXyyY2dPrDOz5vLf8swWkKStgWMiYpd5GKd/tN3zvVH59Ih430IIb6GQdBXp3gT3RsSP85MdnyLdwOcF0k2j9omIv0u6AvhjRFwu6ULg4Yjw08/Mmsxn+GbzSdL03HkmsGV+jvm380NqfiTp/vxs70Py8FtL+puk60l3HUPStflhKY/XHpgi6UxgQJ7epcV55TuR/UjSY0rPTt+rMO0xanv++KX5joH1MY+StGfufk7SqZIezNNqeG99SbuTnnz2eKH3x4GnI+KZiHiPdHvb3fI8tyXdShXgN8DuDab5qVy/8fnhKrW7zB1bWG6nFob/Su73sKTfdb1mzKyR/t0PYmbdOJ7CGX5O3G9GxKaSlgTulPSXPOwmwEci4tn8+YCIeCPf7vZ+SVdHxPGSDo/0oJt6e5DuYLYRMCSP89dc9lFgfeAl4E7S/ebv6Cb2SRGxiaRvAscAXy8WKj1A6DjSmfwxhaJGTzcbSddPrCs6BjgsIu7M83hH0g6k56F/nHTnteuVHiAzGfgOsHlETJK0fDd1MrMGfIZvtvDtQLov+HjSY3VXICUygPsKyR7gCEkPA/eQHh6yNl3bArgs0pPvXgXGApsWpv1CRMwh3Q54eA9irT0YaFwnw58C/CQipjcoWxB3AudIOgIYnA8Qdsivh4AHSU/zW5vUYnBlREwCiIg3FnIsZpXgM3yzhU/Af0bEze16pt/63677vD2wWUTMkDSGdM/3+fVuoXs2Pft+18bpbPiRwJ6SzgIGA3MkvUM6QGj0dLPJ5CfW5STe8KlnEXGmpP8jPaPgTkmfIS23MyLiouKwkv6zB/Uws274DN9swU0DBhU+3wx8Q+kRu0haJz8Brd6ywJSc7NcDPlEo+3dt/Dp/A/bK1wmsCGxFehhMr4iILSNieKSn0p0L/CAifkonT3aMdBVwZ0+sm0vSWhHxaET8ME9rPdJyOyA38SNpVUnvB24DvihphdzfTfpm88Fn+GYL7hFgdm6aH0V6Lvtw4MF8EdvrNLhwDbgJOFTSE8AEUrN+zcXAI5IejPTY15prSM+xf5h01fx/RcQrnV1w11siYpakw0lJuh/wq4ioXdR3HHC5pNNIzfO/bDCJIyVtA8whXQx4Y0S8K+lDwN35esPpwH4R8bik04Gxkmbnae7fi9Uz65P8tzwzM7MKcJO+mZlZBTjhm5mZVYATvpmZWQU44ZuZmVWAE76ZmVkFOOGbmZlVgBO+mZlZBfw/zkYl4rHmSl8AAAAASUVORK5CYII=\n",
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -154,18 +133,19 @@
}
],
"source": [
- "plt.plot(p,g,'r--',p,opt1,'g--')\n",
+ "plt.plot(p,g,'r--',p,c,'g--',p,u,'b--')\n",
"plt.ylabel('lower bound, lr=0.5')\n",
- "plt.xlabel('iteration in 400 sec')\n",
- "yticks = np.arange(1,20,1)\n",
- "plt.yticks(yticks, yticks**2)\n",
- "plt.title('Lagrangian Relaxation for problem problem_t_pricer_0_2.lp, with 26,000 variables')\n",
+ "plt.xlabel('iteration')\n",
+ "# yticks = np.arange(1,20,1)\n",
+ "# plt.yticks(yticks, yticks**2)\n",
+ "# plt.title('Lagrangian Relaxation for problem problem_t_pricer_0_2.lp, with 26,000 variables')\n",
+ "plt.title('6flights, four sectors, opt using lagrangian r.')\n",
"# plt.figure(p,g,'r-')"
]
},
{
"cell_type": "code",
- "execution_count": 150,
+ "execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
@@ -174,7 +154,7 @@
},
{
"cell_type": "code",
- "execution_count": 151,
+ "execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
@@ -183,7 +163,7 @@
},
{
"cell_type": "code",
- "execution_count": 152,
+ "execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
@@ -192,7 +172,7 @@
},
{
"cell_type": "code",
- "execution_count": 153,
+ "execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
@@ -201,7 +181,7 @@
},
{
"cell_type": "code",
- "execution_count": 154,
+ "execution_count": 64,
"metadata": {},
"outputs": [
{
@@ -210,7 +190,7 @@
"13"
]
},
- "execution_count": 154,
+ "execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
@@ -221,7 +201,7 @@
},
{
"cell_type": "code",
- "execution_count": 155,
+ "execution_count": 65,
"metadata": {},
"outputs": [
{
@@ -230,13 +210,13 @@
"Text(0.5, 1.0, 'LP-Relaxation problem_t_pricer_0_2.lp')"
]
},
- "execution_count": 155,
+ "execution_count": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -257,12 +237,12 @@
},
{
"cell_type": "code",
- "execution_count": 156,
+ "execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -306,9 +286,11 @@
}
],
"metadata": {
+ "interpreter": {
+ "hash": "ca2525eab514af7f1335f4a0de66f0c96f9a7997643233c6c1749b1bac977781"
+ },
"kernelspec": {
- "display_name": "Python 3",
- "language": "python",
+ "display_name": "Python 3.7.10 64-bit ('base': conda)",
"name": "python3"
},
"language_info": {
@@ -321,7 +303,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.10"
+ "version": "3.7.10"
}
},
"nbformat": 4,