Objective gap declines so slowly when I use Gurobi to solve my non-convex MIQCP problem
Answered
Dear Gurobi Help Center,
I'm using gurobi on a HPC node with 64 threads and 500G memory to solve my non-convex MIQCP problem. But I found out that the objective gap can not converge to my desired level 0.1% after two days. I have already tried to choose different values for those relative parameters including "MIPFocus = 1", "a higher value for the Heuristics", "a higher value for the ConcurrentMIP", and so on. But the performance didn't get any obvious improved. Please give me some instructions about how to speed up the convergence and why those mentioned parameters don't have a great impact on the solution process. One unfinished solution log is given as follows to help you get more information about my optimization probelm structure.
Read LP format model from file /mnt/job-temp/congbai/5669674/tmpntn3bb0m.pyomo.lp
Reading time = 0.13 seconds
x1: 71271 rows, 30416 columns, 221882 nonzeros
Set parameter Threads to value 64
Set parameter NonConvex to value 2
Set parameter NodefileStart to value 0.5
Set parameter MIPGap to value 0.001
Gurobi Optimizer version 11.0.3 build v11.0.3rc0 (linux64 - "Red Hat Enterprise Linux 9.4 (Plow)")
CPU model: Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz, instruction set [SSE2|AVX|AVX2|AVX512]
Thread count: 64 physical cores, 64 logical processors, using up to 64 threads
Optimize a model with 71271 rows, 30416 columns and 221882 nonzeros
Model fingerprint: 0xabb95bad
Model has 4437 quadratic constraints
Variable types: 23343 continuous, 7073 integer (7054 binary)
Coefficient statistics:
Matrix range [1e-06, 1e+04]
QMatrix range [3e-04, 1e+00]
QLMatrix range [1e+00, 1e+02]
Objective range [1e+00, 1e+00]
Bounds range [2e-01, 4e+00]
RHS range [1e+00, 1e+05]
QRHS range [1e+00, 1e+02]
Presolve removed 39189 rows and 16831 columns
Presolve time: 2.51s
Presolved: 44790 rows, 17062 columns, 142899 nonzeros
Presolved model has 456 SOS constraint(s)
Presolved model has 1197 quadratic constraint(s)
Presolved model has 2835 bilinear constraint(s)
Solving non-convex MIQCP
Variable types: 14206 continuous, 2856 integer (1801 binary)
Found heuristic solution: objective 3479.9268832
Deterministic concurrent LP optimizer: primal and dual simplex (primal and dual model)
Showing primal log only...
Root relaxation presolved: 40810 rows, 15466 columns, 136379 nonzeros
Concurrent spin time: 0.20s (can be avoided by choosing Method=3)
Solved with dual simplex
Root relaxation: objective 6.611252e+04, 16538 iterations, 1.40 seconds (1.15 work units)
Total elapsed time = 5.19s (DegenMoves)
Nodes | Current Node | Objective Bounds | Work
Expl Unexpl | Obj Depth IntInf | Incumbent BestBd Gap | It/Node Time
0 0 66112.5166 0 170 3479.92688 66112.5166 1800% - 6s
H 0 0 4722.3052673 66112.5166 1300% - 7s
H 0 0 6258.2648283 66112.5166 956% - 7s
H 0 0 17785.822372 66112.5166 272% - 9s
H 0 0 27213.718072 66112.5166 143% - 10s
0 0 66112.5166 0 230 27213.7181 66112.5166 143% - 10s
0 0 66112.5166 0 229 27213.7181 66112.5166 143% - 11s
0 0 66112.5166 0 191 27213.7181 66112.5166 143% - 16s
0 0 66112.5166 0 234 27213.7181 66112.5166 143% - 17s
0 0 66112.5166 0 202 27213.7181 66112.5166 143% - 20s
0 0 66112.5166 0 264 27213.7181 66112.5166 143% - 21s
0 0 66112.5166 0 174 27213.7181 66112.5166 143% - 23s
0 0 66112.5166 0 216 27213.7181 66112.5166 143% - 25s
0 0 66112.5166 0 176 27213.7181 66112.5166 143% - 28s
0 0 66112.5166 0 164 27213.7181 66112.5166 143% - 30s
0 0 66112.5166 0 172 27213.7181 66112.5166 143% - 33s
0 0 66112.5166 0 190 27213.7181 66112.5166 143% - 35s
0 0 66112.5166 0 188 27213.7181 66112.5166 143% - 37s
0 0 66112.5166 0 181 27213.7181 66112.5166 143% - 39s
0 0 66112.5166 0 191 27213.7181 66112.5166 143% - 40s
0 0 66112.5166 0 178 27213.7181 66112.5166 143% - 41s
0 0 66112.5166 0 183 27213.7181 66112.5166 143% - 42s
0 0 66112.5166 0 217 27213.7181 66112.5166 143% - 42s
0 0 66112.5166 0 245 27213.7181 66112.5166 143% - 43s
0 0 66112.5166 0 233 27213.7181 66112.5166 143% - 44s
0 0 66112.5166 0 204 27213.7181 66112.5166 143% - 47s
0 0 66112.5166 0 236 27213.7181 66112.5166 143% - 48s
0 0 66112.5166 0 258 27213.7181 66112.5166 143% - 49s
0 0 66112.5166 0 235 27213.7181 66112.5166 143% - 50s
0 0 66112.5166 0 250 27213.7181 66112.5166 143% - 51s
0 0 66112.5166 0 236 27213.7181 66112.5166 143% - 53s
H 0 0 31204.014324 66112.5166 112% - 56s
0 0 66112.5166 0 248 31204.0143 66112.5166 112% - 56s
H 0 0 31912.484731 66112.5166 107% - 58s
0 0 66112.5166 0 273 31912.4847 66112.5166 107% - 58s
0 0 66112.5166 0 294 31912.4847 66112.5166 107% - 59s
H 0 0 32753.854959 66112.5166 102% - 59s
H 0 0 33927.429005 66112.5166 94.9% - 61s
0 0 66112.5166 0 283 33927.4290 66112.5166 94.9% - 61s
H 0 0 34498.934514 66112.5166 91.6% - 62s
0 0 66112.5166 0 299 34498.9345 66112.5166 91.6% - 62s
0 0 66112.5166 0 296 34498.9345 66112.5166 91.6% - 64s
0 0 66112.5166 0 317 34498.9345 66112.5166 91.6% - 66s
H 0 0 34927.917347 66112.5166 89.3% - 69s
H 0 0 35461.135385 66112.5166 86.4% - 69s
0 0 66112.5166 0 291 35461.1354 66112.5166 86.4% - 69s
0 0 66112.5166 0 295 35461.1354 66112.5166 86.4% - 72s
0 0 66112.5166 0 326 35461.1354 66112.5166 86.4% - 73s
0 0 66112.5166 0 302 35461.1354 66112.5166 86.4% - 76s
0 0 66112.5166 0 309 35461.1354 66112.5166 86.4% - 80s
0 0 66112.5166 0 307 35461.1354 66112.5166 86.4% - 83s
H 0 0 35849.349579 66112.5166 84.4% - 87s
0 0 66112.5166 0 322 35849.3496 66112.5166 84.4% - 87s
0 0 66112.5166 0 311 35849.3496 66112.5166 84.4% - 88s
0 0 66112.5166 0 338 35849.3496 66112.5166 84.4% - 90s
0 0 66112.5166 0 321 35849.3496 66112.5166 84.4% - 94s
0 0 66112.5166 0 324 35849.3496 66112.5166 84.4% - 101s
0 0 66112.5166 0 351 35849.3496 66112.5166 84.4% - 102s
0 0 66112.5166 0 310 35849.3496 66112.5166 84.4% - 105s
0 0 66112.5166 0 338 35849.3496 66112.5166 84.4% - 107s
0 0 66112.5166 0 312 35849.3496 66112.5166 84.4% - 111s
0 0 66112.5166 0 335 35849.3496 66112.5166 84.4% - 112s
0 0 66112.5166 0 330 35849.3496 66112.5166 84.4% - 113s
0 0 66112.5166 0 351 35849.3496 66112.5166 84.4% - 115s
0 0 66112.5166 0 335 35849.3496 66112.5166 84.4% - 116s
0 0 66112.5166 0 332 35849.3496 66112.5166 84.4% - 118s
0 0 66112.5166 0 345 35849.3496 66112.5166 84.4% - 119s
0 0 66112.5166 0 348 35849.3496 66112.5166 84.4% - 121s
0 0 66112.5166 0 362 35849.3496 66112.5166 84.4% - 123s
0 0 66112.5166 0 352 35849.3496 66112.5166 84.4% - 124s
0 0 66112.5166 0 310 35849.3496 66112.5166 84.4% - 130s
0 0 66112.5166 0 307 35849.3496 66112.5166 84.4% - 134s
0 0 66112.5166 0 295 35849.3496 66112.5166 84.4% - 137s
0 0 66112.5166 0 329 35849.3496 66112.5166 84.4% - 142s
0 0 66112.5166 0 344 35849.3496 66112.5166 84.4% - 144s
0 0 66112.5166 0 365 35849.3496 66112.5166 84.4% - 145s
0 0 66112.5166 0 360 35849.3496 66112.5166 84.4% - 147s
0 0 66112.5166 0 338 35849.3496 66112.5166 84.4% - 150s
0 0 66112.5166 0 317 35849.3496 66112.5166 84.4% - 154s
0 0 66112.5166 0 333 35849.3496 66112.5166 84.4% - 155s
0 0 66112.5166 0 332 35849.3496 66112.5166 84.4% - 156s
0 0 66112.5166 0 327 35849.3496 66112.5166 84.4% - 158s
0 0 66112.5166 0 323 35849.3496 66112.5166 84.4% - 159s
0 0 66112.5166 0 332 35849.3496 66112.5166 84.4% - 160s
0 0 66112.5166 0 319 35849.3496 66112.5166 84.4% - 161s
0 0 66112.5166 0 317 35849.3496 66112.5166 84.4% - 162s
0 0 66112.5166 0 324 35849.3496 66112.5166 84.4% - 163s
0 0 66112.5166 0 320 35849.3496 66112.5166 84.4% - 164s
0 0 66112.5166 0 344 35849.3496 66112.5166 84.4% - 166s
0 0 66112.5166 0 319 35849.3496 66112.5166 84.4% - 167s
0 0 66112.5166 0 319 35849.3496 66112.5166 84.4% - 167s
0 0 66112.5166 0 322 35849.3496 66112.5166 84.4% - 169s
0 0 66112.5166 0 304 35849.3496 66112.5166 84.4% - 172s
0 0 66112.5166 0 336 35849.3496 66112.5166 84.4% - 173s
0 0 66112.5166 0 314 35849.3496 66112.5166 84.4% - 178s
0 0 66112.5166 0 299 35849.3496 66112.5166 84.4% - 182s
0 0 66112.5166 0 303 35849.3496 66112.5166 84.4% - 186s
0 0 66112.5166 0 300 35849.3496 66112.5166 84.4% - 190s
0 0 66112.5166 0 330 35849.3496 66112.5166 84.4% - 193s
0 0 66112.5166 0 301 35849.3496 66112.5166 84.4% - 197s
0 0 66112.5166 0 302 35849.3496 66112.5166 84.4% - 201s
0 0 66112.5166 0 334 35849.3496 66112.5166 84.4% - 202s
0 0 66112.5166 0 316 35849.3496 66112.5166 84.4% - 205s
0 0 66112.5166 0 342 35849.3496 66112.5166 84.4% - 207s
0 0 66112.5166 0 350 35849.3496 66112.5166 84.4% - 208s
0 0 66112.5166 0 313 35849.3496 66112.5166 84.4% - 209s
0 0 66112.5166 0 322 35849.3496 66112.5166 84.4% - 210s
0 0 66112.5166 0 322 35849.3496 66112.5166 84.4% - 211s
0 0 66112.5166 0 309 35849.3496 66112.5166 84.4% - 212s
0 0 66112.5166 0 340 35849.3496 66112.5166 84.4% - 212s
0 0 66112.5166 0 301 35849.3496 66112.5166 84.4% - 213s
0 0 66112.5166 0 310 35849.3496 66112.5166 84.4% - 214s
0 0 66112.5166 0 295 35849.3496 66112.5166 84.4% - 215s
0 0 66112.5166 0 308 35849.3496 66112.5166 84.4% - 216s
0 0 66112.5166 0 303 35849.3496 66112.5166 84.4% - 216s
0 0 66112.5166 0 308 35849.3496 66112.5166 84.4% - 217s
0 0 66112.5166 0 321 35849.3496 66112.5166 84.4% - 229s
0 2 66112.5166 0 321 35849.3496 66112.5166 84.4% - 240s
3 8 66112.5166 2 415 35849.3496 66112.5166 84.4% 676 246s
15 32 66112.5166 4 454 35849.3496 66112.5166 84.4% 2883 253s
31 64 66112.5166 5 505 35849.3496 66112.5166 84.4% 6449 269s
63 128 66112.5166 6 565 35849.3496 66112.5166 84.4% 11175 305s
127 191 66112.5166 7 518 35849.3496 66112.5166 84.4% 8705 321s
H 145 191 36380.806151 66112.5166 81.7% 9201 321s
255 315 66112.5166 8 518 36380.8062 66112.5166 81.7% 6413 328s
H 257 315 36651.659341 66112.5166 80.4% 6363 328s
319 376 66112.5166 8 451 36651.6593 66112.5166 80.4% 5181 342s
383 489 66112.5166 9 514 36651.6593 66112.5166 80.4% 5682 367s
H 391 489 36730.108141 66112.5166 80.0% 5569 367s
501 685 66112.5166 10 408 36730.1081 66112.5166 80.0% 4768 393s
767 1594 66112.5166 11 409 36730.1081 66112.5166 80.0% 4456 447s
H 1557 1594 36730.308371 66112.5166 80.0% 2894 447s
1981 3567 66112.5166 26 372 36730.3084 66112.5166 80.0% 2598 503s
H 1997 3567 36762.466946 66112.5166 79.8% 2589 503s
H 3775 3567 37281.283577 66112.5166 77.3% 1951 503s
4476 3568 65932.0417 42 26 37281.2836 66112.5166 77.3% 1824 582s
4478 3569 66112.5166 23 53 37281.2836 66112.5166 77.3% 1824 596s
4479 3570 66112.5166 42 54 37281.2836 66112.5166 77.3% 1823 604s
4480 3571 65541.8466 36 61 37281.2836 66112.5166 77.3% 1823 606s
4482 3572 66112.5166 9 60 37281.2836 66112.5166 77.3% 1822 611s
4484 3573 66112.5166 16 54 37281.2836 66112.5166 77.3% 1821 616s
4486 3575 66112.5166 8 55 37281.2836 66112.5166 77.3% 1820 622s
4488 3576 66020.5545 24 54 37281.2836 66112.5166 77.3% 1820 625s
4494 3580 66112.5166 9 54 37281.2836 66112.5166 77.3% 1817 630s
4502 3585 66112.5166 72 54 37281.2836 66112.5166 77.3% 1814 635s
4509 3590 60909.4455 52 54 37281.2836 66112.5166 77.3% 1811 640s
4516 3595 64488.8323 65 54 37281.2836 66112.5166 77.3% 1808 646s
4522 3599 66112.5149 16 48 37281.2836 66112.5166 77.3% 1806 650s
4532 3605 66112.5166 27 48 37281.2836 66112.5166 77.3% 1802 655s
4535 3607 66112.5166 16 54 37281.2836 66112.5166 77.3% 1801 660s
4543 3613 60915.9923 93 36 37281.2836 66112.5166 77.3% 1798 665s
4553 3619 66112.5166 51 36 37281.2836 66112.5166 77.3% 1794 670s
4563 3626 66112.5166 12 36 37281.2836 66112.5166 77.3% 1790 675s
4567 3629 66112.5166 38 36 37281.2836 66112.5166 77.3% 1788 681s
4568 3629 66112.5166 19 36 37281.2836 66112.5166 77.3% 1788 687s
4575 3643 66112.5166 17 463 37281.2836 66112.5166 77.3% 1807 691s
4583 3654 66112.5166 18 378 37281.2836 66112.5166 77.3% 1810 699s
4599 3677 66112.5166 19 406 37281.2836 66112.5166 77.3% 1831 704s
4629 3717 66112.5166 20 417 37281.2836 66112.5166 77.3% 1838 714s
4687 3746 66112.5166 21 400 37281.2836 66112.5166 77.3% 1886 721s
H 4705 3557 37281.871630 66112.5166 77.3% 1899 721s
H 4732 3374 37283.255394 66112.5166 77.3% 1917 721s
H 4742 3204 37283.261949 66112.5166 77.3% 1925 721s
4751 3254 66112.5166 22 403 37283.2619 66112.5166 77.3% 1938 732s
4815 3282 66112.5166 22 367 37283.2619 66112.5166 77.3% 1932 735s
H 4829 3121 37284.889906 66112.5166 77.3% 1931 735s
H 4857 2963 37286.695653 66112.5166 77.3% 1929 735s
4879 3010 66112.5166 23 382 37286.6957 66112.5166 77.3% 1925 746s
4943 3050 66112.5166 23 365 37286.6957 66112.5166 77.3% 1963 755s
H 4967 2900 37286.790143 66112.5166 77.3% 1965 755s
H 4975 2763 37287.250739 66112.5166 77.3% 1964 755s
5021 2814 66112.5166 24 423 37287.2507 66112.5166 77.3% 1963 791s
5116 2841 infeasible 24 37287.2507 66112.5166 77.3% 1971 863s
H 5124 2711 37287.439718 66112.5166 77.3% 1978 863s
H 5144 2582 37287.469417 66112.5166 77.3% 1976 863s
H 5159 2462 37327.614306 66112.5166 77.1% 1987 863s
5200 2524 infeasible 25 37327.6143 66112.5166 77.1% 1984 869s
5311 2675 59202.2422 26 301 37327.6143 66112.5166 77.1% 1975 883s
H 5555 2483 37329.093382 66112.5166 77.1% 1955 883s
5583 2907 infeasible 30 37329.0934 66112.5166 77.1% 1953 1018s
6232 3366 59202.2422 40 223 37329.0934 66112.5166 77.1% 1884 1122s
H 6310 3236 37330.532360 66112.5166 77.1% 1877 1122s
H 7143 2859 37330.721339 66112.5166 77.1% 1836 1122s
7231 3602 59134.6013 45 308 37330.7213 66112.5166 77.1% 1834 1195s
H 7567 3396 37330.771172 66112.5166 77.1% 1856 1195s
H 7607 3293 37330.904723 66112.5166 77.1% 1864 1195s
8448 4061 58742.8481 48 323 37330.9047 66112.5166 77.1% 1830 1435s
H 9583 3690 42288.421943 66112.5166 56.3% 1865 1435s
9787 5134 58365.3223 49 248 42288.4219 66112.5166 56.3% 1855 1555s
11574 6580 infeasible 52 42288.4219 66112.5166 56.3% 1824 1686s
13431 7793 infeasible 57 42288.4219 66112.5166 56.3% 1792 1777s
15196 9498 65642.4074 37 716 42288.4219 66112.5166 56.3% 1806 1850s
Created node file directory './grbnodes0'
H17565 9784 42384.206201 66112.5166 56.0% 1781 2068s
H17601 9781 42392.886756 66112.5166 56.0% 1781 2068s
H17696 9778 42401.728694 66112.5166 55.9% 1777 2068s
H17704 9777 42405.849798 66112.5166 55.9% 1779 2068s
H17711 9777 42407.776563 66112.5166 55.9% 1781 2068s
H17960 9775 42408.515952 66112.5166 55.9% 1775 2068s
18104 11553 60729.0996 48 538 42408.5160 66112.5166 55.9% 1783 2198s
20546 13380 47642.6260 131 586 42408.5160 66112.5166 55.9% 1786 2297s
22922 15179 45036.2873 190 389 42408.5160 66112.5166 55.9% 1809 2418s
Best,
Cong Bai
0
-
You might want to try Gurobi's no-relaxation heuristic and see if that helps to find feasible solutions quickly. Please set the NoRelHeurTime parameter to activate this heuristic
Additionally, please make sure to provide tight finite bounds for all continuous variables involved in nonlinear terms. This is important for solving quadratic programs efficiently, especially for non-convex models.
0 -
Dear Simranjit,
I have followed your instructions to activate the NoRelHeurTime and provide tight finite bounds for all nonlinear terms related to continuous variables. However, the gap declines slowly and can not converge to my desired 0.1% level. Based on the last several solving processes with Gurobi and my current situation, I have some questions as follows,
1. I give two different values to the NoRelHeurTime parameter. The one is 600, and the other one is 3600. I discovered that more time on the no-relaxation heuristic doesn't mean the Gurobi could find a better solution sooner. So, how do I choose a proper value for the NoRelHeurTime for my latter solution?
2. I have provided tight finite bounds for all continuous variables involved in nonlinear terms. But it looks like those tight bounds don't contribute to improving the problem-solving process.
3. How should I improve the speed of the solving process at the Branch-and-cut stage?
An unfinished solving log is attached as follows, where a bigger no-relaxation heuristic time of 3600s is chosen, and the tight bounds not for the 600s NoRelHeurTime but for 3600s NoRelHeurTime are just provided. Please check it.
Read LP format model from file /mnt/job-temp/congbai/5670493/tmplizm_c57.pyomo.lp
Reading time = 0.13 seconds
x1: 71043 rows, 30416 columns, 221540 nonzeros
Set parameter Threads to value 64
Set parameter NonConvex to value 2
Set parameter NoRelHeurTime to value 3600
Set parameter MIPGap to value 0.001
Gurobi Optimizer version 11.0.3 build v11.0.3rc0 (linux64 - "Red Hat Enterprise Linux 9.4 (Plow)")
CPU model: Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz, instruction set [SSE2|AVX|AVX2|AVX512]
Thread count: 64 physical cores, 64 logical processors, using up to 64 threads
Optimize a model with 71043 rows, 30416 columns and 221540 nonzeros
Model fingerprint: 0x418e6893
Model has 4437 quadratic constraints
Variable types: 23343 continuous, 7073 integer (7054 binary)
Coefficient statistics:
Matrix range [1e-06, 1e+04]
QMatrix range [3e-04, 1e+00]
QLMatrix range [1e+00, 1e+02]
Objective range [1e+00, 1e+00]
Bounds range [2e-01, 2e+03]
RHS range [1e+00, 1e+05]
QRHS range [1e+00, 1e+02]
Presolve removed 48092 rows and 17563 columns
Presolve time: 2.38s
Presolved: 35887 rows, 15874 columns, 120174 nonzeros
Presolved model has 1197 quadratic constraint(s)
Presolved model has 2835 bilinear constraint(s)
Solving non-convex MIQCP
Variable types: 13623 continuous, 2251 integer (1457 binary)
Starting NoRel heuristic
Found phase-1 solution: relaxation 5.35107e+09
Found phase-1 solution: relaxation 5.34645e+09
Found phase-1 solution: relaxation 5.31494e+09
Found phase-1 solution: relaxation 4.8036e+09
Found phase-1 solution: relaxation 4.79842e+09
Found phase-1 solution: relaxation 4.78333e+09
Found phase-1 solution: relaxation 4.74595e+09
Found phase-1 solution: relaxation 4.27357e+09
Found phase-1 solution: relaxation 4.26046e+09
Found phase-1 solution: relaxation 4.19654e+09
Found phase-1 solution: relaxation 4.19244e+09
Found phase-1 solution: relaxation 4.03669e+09
Found phase-1 solution: relaxation 3.98066e+09
Found phase-1 solution: relaxation 3.91264e+09
Found phase-1 solution: relaxation 3.91104e+09
Found phase-1 solution: relaxation 3.90664e+09
Found phase-1 solution: relaxation 3.89538e+09
Elapsed time for NoRel heuristic: 5s (best bound 66130.3)
Found phase-1 solution: relaxation 3.88319e+09
Found phase-1 solution: relaxation 3.881e+09
Found phase-1 solution: relaxation 3.72201e+09
Found phase-1 solution: relaxation 3.71137e+09
Elapsed time for NoRel heuristic: 11s (best bound 66116.3)
Found phase-1 solution: relaxation 3.70878e+09
Found phase-1 solution: relaxation 3.49058e+09
Found phase-1 solution: relaxation 3.48912e+09
Found phase-1 solution: relaxation 3.48912e+09
Found phase-1 solution: relaxation 3.36417e+09
Found phase-1 solution: relaxation 3.28146e+09
Found phase-1 solution: relaxation 3.2337e+09
Found phase-1 solution: relaxation 3.21313e+09
Elapsed time for NoRel heuristic: 16s (best bound 66116.3)
Found phase-1 solution: relaxation 3.21313e+09
Found phase-1 solution: relaxation 3.21301e+09
Found phase-1 solution: relaxation 3.21301e+09
Found phase-1 solution: relaxation 3.21301e+09
Found phase-1 solution: relaxation 3.21301e+09
Found phase-1 solution: relaxation 3.21299e+09
Found phase-1 solution: relaxation 3.21299e+09
Found phase-1 solution: relaxation 3.21298e+09
Found phase-1 solution: relaxation 3.21298e+09
Found phase-1 solution: relaxation 3.21296e+09
Found phase-1 solution: relaxation 3.21277e+09
Elapsed time for NoRel heuristic: 23s (best bound 66116.3)
Found phase-1 solution: relaxation 3.21277e+09
Found phase-1 solution: relaxation 3.2123e+09
Found phase-1 solution: relaxation 2.88807e+09
Found phase-1 solution: relaxation 2.88807e+09
Found phase-1 solution: relaxation 2.88807e+09
Found phase-1 solution: relaxation 2.88807e+09
Found phase-1 solution: relaxation 2.88571e+09
Found phase-1 solution: relaxation 2.67713e+09
Found phase-1 solution: relaxation 2.65508e+09
Elapsed time for NoRel heuristic: 28s (best bound 66112.5)
Found phase-1 solution: relaxation 2.65508e+09
Found phase-1 solution: relaxation 2.65508e+09
Found phase-1 solution: relaxation 2.65503e+09
Found phase-1 solution: relaxation 2.65379e+09
Found phase-1 solution: relaxation 2.65378e+09
Found phase-1 solution: relaxation 2.65378e+09
Found phase-1 solution: relaxation 2.65351e+09
Found phase-1 solution: relaxation 2.65012e+09
Elapsed time for NoRel heuristic: 35s (best bound 66112.5)
Found phase-1 solution: relaxation 2.65012e+09
Found phase-1 solution: relaxation 2.64547e+09
Found phase-1 solution: relaxation 2.54497e+09
Elapsed time for NoRel heuristic: 42s (best bound 66112.5)
Found phase-1 solution: relaxation 2.54032e+09
Found phase-1 solution: relaxation 2.43155e+09
Found phase-1 solution: relaxation 2.39404e+09
Found phase-1 solution: relaxation 2.39226e+09
Found phase-1 solution: relaxation 2.39171e+09
Found phase-1 solution: relaxation 2.35158e+09
Elapsed time for NoRel heuristic: 48s (best bound 66112.5)
Found phase-1 solution: relaxation 2.35102e+09
Found phase-1 solution: relaxation 2.34963e+09
Found phase-1 solution: relaxation 2.34953e+09
Found phase-1 solution: relaxation 2.34947e+09
Found phase-1 solution: relaxation 2.34945e+09
Found phase-1 solution: relaxation 2.34888e+09
Elapsed time for NoRel heuristic: 55s (best bound 66112.5)
Found phase-1 solution: relaxation 2.34563e+09
Found phase-1 solution: relaxation 2.3436e+09
Found phase-1 solution: relaxation 2.13168e+09
Found phase-1 solution: relaxation 2.13139e+09
Elapsed time for NoRel heuristic: 62s (best bound 66112.5)
Found phase-1 solution: relaxation 2.13104e+09
Found phase-1 solution: relaxation 2.1266e+09
Found phase-1 solution: relaxation 2.12643e+09
Found phase-1 solution: relaxation 2.12621e+09
Found phase-1 solution: relaxation 2.12587e+09
Found phase-1 solution: relaxation 2.12579e+09
Found phase-1 solution: relaxation 2.12578e+09
Found phase-1 solution: relaxation 2.12568e+09
Elapsed time for NoRel heuristic: 70s (best bound 66112.5)
Found phase-1 solution: relaxation 2.12542e+09
Found phase-1 solution: relaxation 2.12533e+09
Elapsed time for NoRel heuristic: 80s (best bound 66112.5)
Found phase-1 solution: relaxation 2.12531e+09
Found phase-1 solution: relaxation 2.12513e+09
Found phase-1 solution: relaxation 2.12513e+09
Found phase-1 solution: relaxation 2.12471e+09
Found phase-1 solution: relaxation 2.12462e+09
Found phase-1 solution: relaxation 2.12445e+09
Found phase-1 solution: relaxation 2.12172e+09
Found phase-1 solution: relaxation 2.12036e+09
Elapsed time for NoRel heuristic: 92s (best bound 66112.5)
Found phase-1 solution: relaxation 2.12012e+09
Found phase-1 solution: relaxation 2.11994e+09
Found phase-1 solution: relaxation 2.11944e+09
Found phase-1 solution: relaxation 2.1186e+09
Found phase-1 solution: relaxation 2.11669e+09
Elapsed time for NoRel heuristic: 97s (best bound 66112.5)
Found phase-1 solution: relaxation 2.11648e+09
Found phase-1 solution: relaxation 2.11634e+09
Elapsed time for NoRel heuristic: 103s (best bound 66112.5)
Found phase-1 solution: relaxation 2.11529e+09
Found phase-1 solution: relaxation 1.97799e+06
Elapsed time for NoRel heuristic: 116s (best bound 66112.5)
Found phase-1 solution: relaxation 569772
Found phase-1 solution: relaxation 550903
Found phase-1 solution: relaxation 569772
Found phase-1 solution: relaxation 550903
Elapsed time for NoRel heuristic: 122s (best bound 66112.5)
Found phase-1 solution: relaxation 546665
Found phase-1 solution: relaxation 169130
Elapsed time for NoRel heuristic: 132s (best bound 66112.5)
Found phase-1 solution: relaxation 165347
Found phase-1 solution: relaxation 152031
Elapsed time for NoRel heuristic: 138s (best bound 66112.5)
Found phase-1 solution: relaxation 151970
Found phase-1 solution: relaxation 151880
Found phase-1 solution: relaxation 151875
Elapsed time for NoRel heuristic: 144s (best bound 66112.5)
Found phase-1 solution: relaxation 150891
Elapsed time for NoRel heuristic: 154s (best bound 66112.5)
Elapsed time for NoRel heuristic: 159s (best bound 66112.5)
Found phase-1 solution: relaxation 150862
Elapsed time for NoRel heuristic: 170s (best bound 66112.5)
Elapsed time for NoRel heuristic: 175s (best bound 66112.5)
Elapsed time for NoRel heuristic: 190s (best bound 66112.5)
Found phase-1 solution: relaxation 150849
Elapsed time for NoRel heuristic: 196s (best bound 66112.5)
Found phase-1 solution: relaxation 145194
Elapsed time for NoRel heuristic: 204s (best bound 66112.5)
Found phase-1 solution: relaxation 144534
Found phase-1 solution: relaxation 143877
Elapsed time for NoRel heuristic: 211s (best bound 66112.5)
Found phase-1 solution: relaxation 143852
Elapsed time for NoRel heuristic: 218s (best bound 66112.5)
Elapsed time for NoRel heuristic: 224s (best bound 66112.5)
Found phase-1 solution: relaxation 143822
Found phase-1 solution: relaxation 143777
Found phase-1 solution: relaxation 143726
Found phase-1 solution: relaxation 143672
Found phase-1 solution: relaxation 143606
Elapsed time for NoRel heuristic: 232s (best bound 66112.5)
Found phase-1 solution: relaxation 143600
Found phase-1 solution: relaxation 143578
Found phase-1 solution: relaxation 143578
Found phase-1 solution: relaxation 143547
Elapsed time for NoRel heuristic: 239s (best bound 66112.5)
Elapsed time for NoRel heuristic: 247s (best bound 66112.5)
Found phase-1 solution: relaxation 143541
Found phase-1 solution: relaxation 143534
Found phase-1 solution: relaxation 143525
Found phase-1 solution: relaxation 143428
Elapsed time for NoRel heuristic: 256s (best bound 66112.5)
Found phase-1 solution: relaxation 143176
Elapsed time for NoRel heuristic: 270s (best bound 66112.5)
Found phase-1 solution: relaxation 142824
Elapsed time for NoRel heuristic: 279s (best bound 66112.5)
Found phase-1 solution: relaxation 142583
Found phase-1 solution: relaxation 142488
Found phase-1 solution: relaxation 137470
Found phase-1 solution: relaxation 24289
Elapsed time for NoRel heuristic: 294s (best bound 66112.5)
Found phase-1 solution: relaxation 4784.07
Elapsed time for NoRel heuristic: 304s (best bound 66112.5)
Found phase-1 solution: relaxation 4783.92
Found phase-1 solution: relaxation 4783.79
Elapsed time for NoRel heuristic: 314s (best bound 66112.5)
Elapsed time for NoRel heuristic: 323s (best bound 66112.5)
Elapsed time for NoRel heuristic: 333s (best bound 66112.5)
Elapsed time for NoRel heuristic: 342s (best bound 66112.5)
Found phase-1 solution: relaxation 4432.63
Elapsed time for NoRel heuristic: 355s (best bound 66112.5)
Found phase-1 solution: relaxation 4169.72
Elapsed time for NoRel heuristic: 363s (best bound 66112.5)
Found phase-1 solution: relaxation 4169.72
Elapsed time for NoRel heuristic: 374s (best bound 66112.5)
Found phase-1 solution: relaxation 4169.72
Found phase-1 solution: relaxation 4168.72
Found phase-1 solution: relaxation 4011.01
Elapsed time for NoRel heuristic: 385s (best bound 66112.5)
Found phase-1 solution: relaxation 3863.52
Found phase-1 solution: relaxation 3863.42
Found phase-1 solution: relaxation 3863.27
Elapsed time for NoRel heuristic: 396s (best bound 66112.5)
Found phase-1 solution: relaxation 3795.86
Elapsed time for NoRel heuristic: 405s (best bound 66112.5)
Found phase-1 solution: relaxation 3790.86
Found phase-1 solution: relaxation 3790.74
Elapsed time for NoRel heuristic: 416s (best bound 66112.5)
Elapsed time for NoRel heuristic: 427s (best bound 66112.5)
Elapsed time for NoRel heuristic: 436s (best bound 66112.5)
Found phase-1 solution: relaxation 3790.74
Elapsed time for NoRel heuristic: 446s (best bound 66112.5)
Found phase-1 solution: relaxation 3790.74
Found phase-1 solution: relaxation 3790.73
Found phase-1 solution: relaxation 3788.73
Elapsed time for NoRel heuristic: 455s (best bound 66112.5)
Found phase-1 solution: relaxation 3788.73
Elapsed time for NoRel heuristic: 468s (best bound 66112.5)
Elapsed time for NoRel heuristic: 482s (best bound 66112.5)
Found phase-1 solution: relaxation 3788.73
Elapsed time for NoRel heuristic: 494s (best bound 66112.5)
Elapsed time for NoRel heuristic: 505s (best bound 66112.5)
Elapsed time for NoRel heuristic: 512s (best bound 66112.5)
Elapsed time for NoRel heuristic: 522s (best bound 66112.5)
Elapsed time for NoRel heuristic: 535s (best bound 66112.5)
Found phase-1 solution: relaxation 6.00002
Elapsed time for NoRel heuristic: 571s (best bound 66112.5)
Found phase-1 solution: relaxation 0
Found heuristic solution: objective 36597.644871
Transition to phase 2
Elapsed time for NoRel heuristic: 583s (best bound 66112.5)
Found heuristic solution: objective 36693.168527
Found heuristic solution: objective 36773.561193
Found heuristic solution: objective 36846.392970
Found heuristic solution: objective 37017.283951
Found heuristic solution: objective 37088.130992
Elapsed time for NoRel heuristic: 590s (best bound 66112.5)
Elapsed time for NoRel heuristic: 601s (best bound 66112.5)
Elapsed time for NoRel heuristic: 606s (best bound 66112.5)
Elapsed time for NoRel heuristic: 614s (best bound 66112.5)
Found heuristic solution: objective 37088.131008
Elapsed time for NoRel heuristic: 621s (best bound 66112.5)
Found heuristic solution: objective 37429.514046
Found heuristic solution: objective 37480.450746
Elapsed time for NoRel heuristic: 627s (best bound 66112.5)
Found heuristic solution: objective 37728.167735
Found heuristic solution: objective 37731.539683
Found heuristic solution: objective 37732.623514
Found heuristic solution: objective 37806.470240
Elapsed time for NoRel heuristic: 634s (best bound 66112.5)
Found heuristic solution: objective 37879.449529
Found heuristic solution: objective 37916.006656
Found heuristic solution: objective 37950.296569
Elapsed time for NoRel heuristic: 642s (best bound 66112.5)
Found heuristic solution: objective 37988.085261
Found heuristic solution: objective 37988.092609
Found heuristic solution: objective 37988.093136
Elapsed time for NoRel heuristic: 653s (best bound 66112.5)
Found heuristic solution: objective 39043.096966
Elapsed time for NoRel heuristic: 663s (best bound 66112.5)
Found heuristic solution: objective 39118.941326
Elapsed time for NoRel heuristic: 668s (best bound 66112.5)
Found heuristic solution: objective 39138.511746
Found heuristic solution: objective 39156.609786
Found heuristic solution: objective 39289.970812
Found heuristic solution: objective 39329.596429
Elapsed time for NoRel heuristic: 679s (best bound 66112.5)
Found heuristic solution: objective 39479.705699
Found heuristic solution: objective 39480.314982
Elapsed time for NoRel heuristic: 691s (best bound 66112.5)
Found heuristic solution: objective 39629.215044
Found heuristic solution: objective 39664.906549
Found heuristic solution: objective 39667.688761
Elapsed time for NoRel heuristic: 702s (best bound 66112.5)
Found heuristic solution: objective 39874.022589
Found heuristic solution: objective 40025.735721
Elapsed time for NoRel heuristic: 712s (best bound 66112.5)
Found heuristic solution: objective 40025.750516
Elapsed time for NoRel heuristic: 722s (best bound 66112.5)
Elapsed time for NoRel heuristic: 731s (best bound 66112.5)
Found heuristic solution: objective 40033.225278
Found heuristic solution: objective 40104.759269
Elapsed time for NoRel heuristic: 746s (best bound 66112.5)
Elapsed time for NoRel heuristic: 758s (best bound 66112.5)
Found heuristic solution: objective 40105.292107
Found heuristic solution: objective 40120.705464
Found heuristic solution: objective 40122.952966
Elapsed time for NoRel heuristic: 763s (best bound 66112.5)
Elapsed time for NoRel heuristic: 776s (best bound 66112.5)
Found heuristic solution: objective 40133.899680
Found heuristic solution: objective 40238.514073
Elapsed time for NoRel heuristic: 785s (best bound 66112.5)
Found heuristic solution: objective 40282.965520
Elapsed time for NoRel heuristic: 801s (best bound 66112.5)
Elapsed time for NoRel heuristic: 818s (best bound 66112.5)
Found heuristic solution: objective 40282.965529
Elapsed time for NoRel heuristic: 828s (best bound 66112.5)
Elapsed time for NoRel heuristic: 842s (best bound 66112.5)
Found heuristic solution: objective 40410.321657
Found heuristic solution: objective 40411.602723
Elapsed time for NoRel heuristic: 851s (best bound 66112.5)
Found heuristic solution: objective 40451.249160
Elapsed time for NoRel heuristic: 868s (best bound 66112.5)
Found heuristic solution: objective 40453.287592
Found heuristic solution: objective 40455.784390
Elapsed time for NoRel heuristic: 882s (best bound 66112.5)
Elapsed time for NoRel heuristic: 898s (best bound 66112.5)
Found heuristic solution: objective 40455.784756
Found heuristic solution: objective 40456.851046
Found heuristic solution: objective 40457.756578
Elapsed time for NoRel heuristic: 910s (best bound 66112.5)
Elapsed time for NoRel heuristic: 924s (best bound 66112.5)
Elapsed time for NoRel heuristic: 940s (best bound 66112.5)
Elapsed time for NoRel heuristic: 956s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1004s (best bound 66112.5)
Found heuristic solution: objective 40457.851668
Found heuristic solution: objective 40458.357999
Elapsed time for NoRel heuristic: 1076s (best bound 66112.5)
Found heuristic solution: objective 40474.040487
Found heuristic solution: objective 40641.622603
Elapsed time for NoRel heuristic: 1096s (best bound 66112.5)
Found heuristic solution: objective 40679.162957
Found heuristic solution: objective 40703.867543
Found heuristic solution: objective 40734.257820
Found heuristic solution: objective 40756.933904
Found heuristic solution: objective 41032.064198
Elapsed time for NoRel heuristic: 1123s (best bound 66112.5)
Found heuristic solution: objective 41069.339208
Found heuristic solution: objective 41296.692625
Elapsed time for NoRel heuristic: 1144s (best bound 66112.5)
Found heuristic solution: objective 41354.379134
Elapsed time for NoRel heuristic: 1167s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1190s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1215s (best bound 66112.5)
Found heuristic solution: objective 41420.983029
Elapsed time for NoRel heuristic: 1234s (best bound 66112.5)
Found heuristic solution: objective 41446.965478
Elapsed time for NoRel heuristic: 1262s (best bound 66112.5)
Found heuristic solution: objective 41473.568241
Elapsed time for NoRel heuristic: 1296s (best bound 66112.5)
Found heuristic solution: objective 41495.017382
Found heuristic solution: objective 41587.342261
Elapsed time for NoRel heuristic: 1323s (best bound 66112.5)
Found heuristic solution: objective 41608.556797
Elapsed time for NoRel heuristic: 1354s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1384s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1418s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1456s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1559s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1702s (best bound 66112.5)
Found heuristic solution: objective 41643.069902
Found heuristic solution: objective 41697.762827
Elapsed time for NoRel heuristic: 1804s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1878s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1917s (best bound 66112.5)
Elapsed time for NoRel heuristic: 1985s (best bound 66112.5)
Found heuristic solution: objective 41743.040990
Found heuristic solution: objective 45668.834478
Elapsed time for NoRel heuristic: 2134s (best bound 66112.5)
Found heuristic solution: objective 45694.302836
Elapsed time for NoRel heuristic: 2195s (best bound 66112.5)
Found heuristic solution: objective 45765.171399
Found heuristic solution: objective 46753.328780
Elapsed time for NoRel heuristic: 2270s (best bound 66112.5)
Found heuristic solution: objective 46778.797138
Elapsed time for NoRel heuristic: 2348s (best bound 66112.5)
Found heuristic solution: objective 47058.546760
Elapsed time for NoRel heuristic: 2414s (best bound 66112.5)
Found heuristic solution: objective 47271.337366
Elapsed time for NoRel heuristic: 2483s (best bound 66112.5)
Found heuristic solution: objective 47640.492139
Found heuristic solution: objective 47719.468356
Elapsed time for NoRel heuristic: 2517s (best bound 66112.5)
Found heuristic solution: objective 47959.393585
Elapsed time for NoRel heuristic: 2608s (best bound 66112.5)
Found heuristic solution: objective 48016.862025
Found heuristic solution: objective 48040.689243
Elapsed time for NoRel heuristic: 2646s (best bound 66112.5)
Found heuristic solution: objective 48073.832116
Elapsed time for NoRel heuristic: 2709s (best bound 66112.5)
Found heuristic solution: objective 48110.520575
Found heuristic solution: objective 48116.756801
Found heuristic solution: objective 48118.659738
Found heuristic solution: objective 48145.928079
Found heuristic solution: objective 48161.017198
Elapsed time for NoRel heuristic: 2752s (best bound 66112.5)
Found heuristic solution: objective 50182.979539
Found heuristic solution: objective 52445.947505
Elapsed time for NoRel heuristic: 2821s (best bound 66112.5)
Found heuristic solution: objective 52595.242500
Found heuristic solution: objective 52671.188213
Elapsed time for NoRel heuristic: 2863s (best bound 66112.5)
Found heuristic solution: objective 53089.970295
Found heuristic solution: objective 53395.819108
Found heuristic solution: objective 54541.844463
Elapsed time for NoRel heuristic: 2980s (best bound 66112.5)
Found heuristic solution: objective 55009.847716
Found heuristic solution: objective 55173.547553
Elapsed time for NoRel heuristic: 3037s (best bound 66112.5)
Found heuristic solution: objective 55701.186419
Found heuristic solution: objective 56219.858701
Elapsed time for NoRel heuristic: 3103s (best bound 66112.5)
Found heuristic solution: objective 56506.694332
Elapsed time for NoRel heuristic: 3148s (best bound 66112.5)
Found heuristic solution: objective 56525.053709
Found heuristic solution: objective 56594.525229
Found heuristic solution: objective 56613.056594
Found heuristic solution: objective 56617.298819
Found heuristic solution: objective 56637.532891
Elapsed time for NoRel heuristic: 3204s (best bound 66112.5)
Found heuristic solution: objective 56657.638857
Found heuristic solution: objective 56711.510921
Elapsed time for NoRel heuristic: 3284s (best bound 66112.5)
Found heuristic solution: objective 56730.857578
Elapsed time for NoRel heuristic: 3394s (best bound 66112.5)
Found heuristic solution: objective 56802.386829
Elapsed time for NoRel heuristic: 3456s (best bound 66112.5)
Found heuristic solution: objective 56851.679649
Found heuristic solution: objective 56875.727325
Elapsed time for NoRel heuristic: 3547s (best bound 66112.5)
Found heuristic solution: objective 56895.009928
Found heuristic solution: objective 56912.778803
Elapsed time for NoRel heuristic: 3671s (best bound 66112.5)
Deterministic concurrent LP optimizer: primal and dual simplex (primal and dual model)
Showing primal log only...
Root relaxation presolved: 32480 rows, 15042 columns, 116338 nonzeros
Root simplex log...
Iteration Objective Primal Inf. Dual Inf. Time
0 3.1058030e+05 5.514594e+05 5.532280e+10 3674s
Concurrent spin time: 0.14s (can be avoided by choosing Method=3)
Solved with dual simplex
Root relaxation: objective 6.611252e+04, 14092 iterations, 1.02 seconds (0.81 work units)
Total elapsed time = 3678.74s (DegenMoves)
Nodes | Current Node | Objective Bounds | Work
Expl Unexpl | Obj Depth IntInf | Incumbent BestBd Gap | It/Node Time
0 0 66112.5166 0 240 56912.7788 66112.5166 16.2% - 3679s
0 0 66112.5166 0 295 56912.7788 66112.5166 16.2% - 3682s
0 0 66112.5166 0 308 56912.7788 66112.5166 16.2% - 3683s
0 0 66112.5166 0 244 56912.7788 66112.5166 16.2% - 3692s
0 0 66112.5166 0 265 56912.7788 66112.5166 16.2% - 3693s
0 0 66112.5166 0 254 56912.7788 66112.5166 16.2% - 3698s
0 0 66112.5166 0 345 56912.7788 66112.5166 16.2% - 3699s
0 0 66112.5166 0 252 56912.7788 66112.5166 16.2% - 3703s
0 0 66112.5166 0 248 56912.7788 66112.5166 16.2% - 3707s
0 0 66112.5166 0 254 56912.7788 66112.5166 16.2% - 3712s
0 0 66112.5166 0 228 56912.7788 66112.5166 16.2% - 3714s
0 0 66112.5166 0 232 56912.7788 66112.5166 16.2% - 3717s
0 0 66112.5166 0 209 56912.7788 66112.5166 16.2% - 3719s
0 0 66112.5166 0 229 56912.7788 66112.5166 16.2% - 3722s
0 0 66112.5166 0 228 56912.7788 66112.5166 16.2% - 3725s
0 0 66112.5166 0 225 56912.7788 66112.5166 16.2% - 3728s
0 0 66112.5166 0 222 56912.7788 66112.5166 16.2% - 3734s
0 0 66112.5166 0 248 56912.7788 66112.5166 16.2% - 3738s
0 0 66112.5166 0 227 56912.7788 66112.5166 16.2% - 3741s
0 0 66112.5166 0 218 56912.7788 66112.5166 16.2% - 3745s
0 0 66112.5166 0 208 56912.7788 66112.5166 16.2% - 3750s
0 0 66112.5166 0 200 56912.7788 66112.5166 16.2% - 3752s
0 0 66112.5166 0 187 56912.7788 66112.5166 16.2% - 3758s
0 0 66112.5166 0 209 56912.7788 66112.5166 16.2% - 3761s
0 0 66112.5166 0 203 56912.7788 66112.5166 16.2% - 3766s
0 0 66112.5166 0 185 56912.7788 66112.5166 16.2% - 3768s
0 0 66112.5166 0 195 56912.7788 66112.5166 16.2% - 3773s
0 0 66112.5166 0 194 56912.7788 66112.5166 16.2% - 3776s
0 0 66112.5166 0 218 56912.7788 66112.5166 16.2% - 3780s
0 0 66112.5166 0 203 56912.7788 66112.5166 16.2% - 3782s
0 0 66112.5166 0 206 56912.7788 66112.5166 16.2% - 3785s
0 0 66112.5166 0 218 56912.7788 66112.5166 16.2% - 3787s
0 0 66112.5166 0 264 56912.7788 66112.5166 16.2% - 3790s
0 0 66112.5166 0 280 56912.7788 66112.5166 16.2% - 3794s
0 0 66112.5166 0 229 56912.7788 66112.5166 16.2% - 3798s
0 0 66112.5166 0 215 56912.7788 66112.5166 16.2% - 3802s
0 0 66112.5166 0 254 56912.7788 66112.5166 16.2% - 3804s
0 0 66112.5166 0 302 56912.7788 66112.5166 16.2% - 3808s
0 0 66112.5166 0 294 56912.7788 66112.5166 16.2% - 3812s
0 0 66112.5166 0 257 56912.7788 66112.5166 16.2% - 3816s
0 0 66112.5166 0 282 56912.7788 66112.5166 16.2% - 3819s
0 0 66112.5166 0 262 56912.7788 66112.5166 16.2% - 3825s
0 0 66112.5166 0 284 56912.7788 66112.5166 16.2% - 3830s
0 0 66112.5166 0 254 56912.7788 66112.5166 16.2% - 3835s
0 0 66112.5166 0 255 56912.7788 66112.5166 16.2% - 3840s
0 0 66112.5166 0 263 56912.7788 66112.5166 16.2% - 3844s
0 0 66112.5166 0 229 56912.7788 66112.5166 16.2% - 3848s
0 0 66112.5166 0 284 56912.7788 66112.5166 16.2% - 3852s
0 0 66112.5166 0 252 56912.7788 66112.5166 16.2% - 3856s
0 0 66112.5166 0 262 56912.7788 66112.5166 16.2% - 3859s
0 0 66112.5166 0 273 56912.7788 66112.5166 16.2% - 3863s
0 0 66112.5166 0 273 56912.7788 66112.5166 16.2% - 3866s
0 0 66112.5166 0 277 56912.7788 66112.5166 16.2% - 3869s
0 0 66112.5166 0 257 56912.7788 66112.5166 16.2% - 3872s
0 0 66112.5166 0 278 56912.7788 66112.5166 16.2% - 3875s
0 0 66112.5166 0 267 56912.7788 66112.5166 16.2% - 3880s
0 0 66112.5166 0 266 56912.7788 66112.5166 16.2% - 3884s
0 0 66112.5166 0 255 56912.7788 66112.5166 16.2% - 3887s
0 0 66112.5166 0 252 56912.7788 66112.5166 16.2% - 3890s
0 0 66112.5166 0 263 56912.7788 66112.5166 16.2% - 3893s
0 0 66112.5166 0 277 56912.7788 66112.5166 16.2% - 3896s
0 0 66112.5166 0 280 56912.7788 66112.5166 16.2% - 3900s
0 0 66112.5166 0 257 56912.7788 66112.5166 16.2% - 3905s
0 0 66112.5166 0 255 56912.7788 66112.5166 16.2% - 3909s
0 0 66112.5166 0 269 56912.7788 66112.5166 16.2% - 3912s
0 0 66112.5166 0 274 56912.7788 66112.5166 16.2% - 3918s
0 0 66112.5166 0 290 56912.7788 66112.5166 16.2% - 3922s
0 0 66112.5166 0 278 56912.7788 66112.5166 16.2% - 3926s
0 0 66112.5166 0 255 56912.7788 66112.5166 16.2% - 3929s
0 0 66112.5166 0 282 56912.7788 66112.5166 16.2% - 3933s
0 0 66112.5166 0 271 56912.7788 66112.5166 16.2% - 3938s
0 0 66112.5166 0 254 56912.7788 66112.5166 16.2% - 3943s
0 0 66112.5166 0 270 56912.7788 66112.5166 16.2% - 3946s
0 0 66112.5166 0 280 56912.7788 66112.5166 16.2% - 3950s
0 0 66112.5166 0 271 56912.7788 66112.5166 16.2% - 3954s
0 0 66112.5166 0 255 56912.7788 66112.5166 16.2% - 3962s
0 0 66112.5166 0 284 56912.7788 66112.5166 16.2% - 3966s
0 0 66112.5166 0 271 56912.7788 66112.5166 16.2% - 3970s
0 0 66112.5166 0 295 56912.7788 66112.5166 16.2% - 3975s
0 0 66112.5166 0 270 56912.7788 66112.5166 16.2% - 3979s
0 0 66112.5166 0 252 56912.7788 66112.5166 16.2% - 3982s
0 0 66112.5166 0 269 56912.7788 66112.5166 16.2% - 3986s
0 0 66112.5166 0 274 56912.7788 66112.5166 16.2% - 3990s
0 0 66112.5166 0 257 56912.7788 66112.5166 16.2% - 3996s
0 0 66112.5166 0 283 56912.7788 66112.5166 16.2% - 3999s
0 0 66112.5166 0 264 56912.7788 66112.5166 16.2% - 4003s
0 0 66112.5166 0 299 56912.7788 66112.5166 16.2% - 4008s
0 0 66112.5166 0 281 56912.7788 66112.5166 16.2% - 4012s
0 0 66112.5166 0 266 56912.7788 66112.5166 16.2% - 4015s
0 0 66112.5166 0 286 56912.7788 66112.5166 16.2% - 4019s
0 0 66112.5166 0 273 56912.7788 66112.5166 16.2% - 4023s
0 0 66112.5166 0 284 56912.7788 66112.5166 16.2% - 4027s
0 0 66112.5166 0 266 56912.7788 66112.5166 16.2% - 4031s
0 0 66112.5166 0 258 56912.7788 66112.5166 16.2% - 4035s
0 0 66112.5166 0 255 56912.7788 66112.5166 16.2% - 4039s
0 0 66112.5166 0 280 56912.7788 66112.5166 16.2% - 4042s
0 0 66112.5166 0 254 56912.7788 66112.5166 16.2% - 4046s
0 0 66112.5166 0 266 56912.7788 66112.5166 16.2% - 4050s
0 0 66112.5166 0 277 56912.7788 66112.5166 16.2% - 4054s
0 0 66112.5166 0 268 56912.7788 66112.5166 16.2% - 4058s
0 0 66112.5166 0 246 56912.7788 66112.5166 16.2% - 4062s
0 0 66112.5166 0 244 56912.7788 66112.5166 16.2% - 4066s
0 0 66112.5166 0 271 56912.7788 66112.5166 16.2% - 4070s
0 0 66112.5166 0 253 56912.7788 66112.5166 16.2% - 4084s
0 2 66094.1854 0 253 56912.7788 66094.1854 16.1% - 4085s
7 15 66094.1854 3 439 56912.7788 66094.1854 16.1% 5248 4092s
30 47 66094.1854 5 404 56912.7788 66094.1854 16.1% 5551 4100s
101 129 66094.1854 7 378 56912.7788 66094.1854 16.1% 4213 4108s
165 187 66094.1854 8 401 56912.7788 66094.1854 16.1% 3956 4111s
293 301 66094.1854 10 378 56912.7788 66094.1854 16.1% 2979 4117s
357 351 66094.1854 11 352 56912.7788 66094.1854 16.1% 2850 4121s
426 426 66094.1854 11 455 56912.7788 66094.1854 16.1% 2653 4125s
532 666 66094.1854 12 447 56912.7788 66094.1854 16.1% 2335 4141s
802 1371 66094.1854 15 392 56912.7788 66094.1854 16.1% 1844 4154s
1605 2320 66094.1854 27 356 56912.7788 66094.1854 16.1% 1413 4201s
2731 3499 cutoff 44 56912.7788 66094.1854 16.1% 1305 4235s
4220 3500 60318.7826 61 8 56912.7788 66094.1854 16.1% 1195 4320s
4222 3501 66094.1854 19 99 56912.7788 66094.1854 16.1% 1195 4331s
4223 3502 66018.1220 26 249 56912.7788 66094.1854 16.1% 1194 4336s
4225 3503 65580.7873 52 112 56912.7788 66094.1854 16.1% 1194 4352s
4226 3504 66094.1854 16 168 56912.7788 66094.1854 16.1% 1193 4357s
4227 3505 60097.3538 71 72 56912.7788 66093.7318 16.1% 1193 4366s
4229 3506 63339.2816 69 22 56912.7788 66082.8259 16.1% 1193 4372s
4231 3507 66080.0514 34 22 56912.7788 66080.0514 16.1% 1192 4378s
4233 3509 66038.1448 22 39 56912.7788 66038.1448 16.0% 1191 4384s
4235 3510 61701.0059 24 32 56912.7788 66038.1438 16.0% 1191 4388s
4236 3511 65114.4954 22 22 56912.7788 66036.4340 16.0% 1191 4392s
4237 3511 61767.3387 72 44 56912.7788 66036.1461 16.0% 1190 4397s
4238 3512 66035.9897 26 40 56912.7788 66035.9897 16.0% 1190 4400s
4240 3513 66035.9897 23 35 56912.7788 66035.9897 16.0% 1189 4407s
4241 3514 60541.7962 96 34 56912.7788 66035.9897 16.0% 1189 4412s
4242 3515 66035.9897 21 25 56912.7788 66035.9897 16.0% 1189 4419s
4243 3515 65781.5550 32 44 56912.7788 66035.3911 16.0% 1189 4423s
4244 3516 66035.3911 14 60 56912.7788 66035.3911 16.0% 1188 4427s
4245 3517 65781.5550 39 24 56912.7788 66016.3222 16.0% 1188 4431s
4246 3517 65781.5550 23 39 56912.7788 66016.2867 16.0% 1188 4436s
4247 3518 66012.4059 35 51 56912.7788 66012.4059 16.0% 1187 4440s
4249 3519 65707.7275 25 54 56912.7788 66007.4613 16.0% 1187 4448s
4250 3520 66001.9246 42 37 56912.7788 66001.9246 16.0% 1187 4451s
4252 3521 61767.3387 65 35 56912.7788 65998.4611 16.0% 1186 4458s
4253 3522 64765.7564 53 35 56912.7788 65998.3272 16.0% 1186 4462s
4254 3523 65781.5550 46 36 56912.7788 65998.1295 16.0% 1186 4465s
4256 3524 59680.5115 108 36 56912.7788 65992.6590 16.0% 1185 4472s
4257 3525 65744.6925 23 20 56912.7788 65992.6454 16.0% 1185 4476s
4258 3525 65982.8590 20 42 56912.7788 65982.8590 15.9% 1184 4480s
4260 3527 65744.8927 39 36 56912.7788 65981.2670 15.9% 1184 4489s
4261 3527 65781.5550 26 36 56912.7788 65979.2103 15.9% 1184 4493s
4262 3528 60109.5324 65 52 56912.7788 65979.2103 15.9% 1183 4497s
4263 3529 65781.5550 13 14 56912.7788 65979.2103 15.9% 1183 4502s
4264 3529 62844.7749 62 51 56912.7788 65979.2103 15.9% 1183 4506s
4265 3530 65781.5550 38 44 56912.7788 65979.0599 15.9% 1182 4510s
4267 3531 65559.2768 33 51 56912.7788 65979.0599 15.9% 1182 4516s
4268 3532 65671.2649 44 49 56912.7788 65979.0599 15.9% 1182 4521s
4269 3533 65419.1146 53 14 56912.7788 65979.0599 15.9% 1181 4525s
4270 3533 65979.0599 22 38 56912.7788 65979.0599 15.9% 1181 4531s
4272 3535 65594.8468 30 52 56912.7788 65978.5726 15.9% 1181 4538s
4273 3535 63379.0345 66 12 56912.7788 65978.2519 15.9% 1180 4542s
4274 3536 65978.2519 15 52 56912.7788 65978.2519 15.9% 1180 4545s
4276 3537 64184.7216 55 35 56912.7788 65969.4155 15.9% 1179 4552s
4277 3538 65969.4154 27 52 56912.7788 65969.4154 15.9% 1179 4555s
4279 3539 59210.2032 69 37 56912.7788 65967.8459 15.9% 1179 4562s
4280 3540 61549.8416 83 52 56912.7788 65967.0138 15.9% 1178 4566s
4281 3541 65965.4702 12 39 56912.7788 65965.4702 15.9% 1178 4570s
4283 3542 61093.6738 66 52 56912.7788 65965.4702 15.9% 1178 4579s
4284 3543 63982.8647 74 27 56912.7788 65965.4702 15.9% 1177 4583s
4285 3543 65957.2515 16 52 56912.7788 65957.2515 15.9% 1177 4587s
4286 3544 64473.6093 40 52 56912.7788 65957.2515 15.9% 1177 4591s
4287 3545 65957.2515 27 34 56912.7788 65957.2515 15.9% 1176 4595s
4289 3546 65957.2515 12 30 56912.7788 65957.2515 15.9% 1176 4603s
4290 3547 65957.2247 37 23 56912.7788 65957.2247 15.9% 1176 4612s
4291 3547 65231.1833 27 35 56912.7788 65957.2247 15.9% 1175 4617s
4292 3548 65954.1132 31 52 56912.7788 65954.1132 15.9% 1175 4627s
4293 3549 65954.1132 16 56 56912.7788 65954.1132 15.9% 1175 4632s
4294 3549 65022.6356 28 52 56912.7788 65954.1132 15.9% 1174 4645s
4295 3550 65954.1132 27 12 56912.7788 65954.1132 15.9% 1174 4658s
4296 3551 65768.0294 37 43 56912.7788 65954.1132 15.9% 1174 4672s
4297 3551 65954.1132 15 29 56912.7788 65954.1132 15.9% 1174 4687s
4298 3552 65486.8535 56 34 56912.7788 65951.3368 15.9% 1173 4698s
4299 3553 65951.0420 18 12 56912.7788 65951.0420 15.9% 1173 4705s
4301 3554 65951.0417 17 52 56912.7788 65951.0417 15.9% 1173 4714s
4302 3555 65951.0417 7 25 56912.7788 65951.0417 15.9% 1172 4718s
4303 3555 65951.0417 42 21 56912.7788 65951.0417 15.9% 1172 4723s
4304 3556 65486.8535 35 52 56912.7788 65951.0416 15.9% 1172 4727s
4305 3557 65951.0416 17 23 56912.7788 65951.0416 15.9% 1171 4731s
4306 3557 65951.0416 42 45 56912.7788 65951.0416 15.9% 1171 4735s
4308 3559 61857.4552 41 33 56912.7788 65945.9491 15.9% 1171 4745s
4310 3560 65945.9487 38 45 56912.7788 65945.9487 15.9% 1170 4750s
4311 3561 65945.9463 12 97 56912.7788 65945.9463 15.9% 1170 4755s
4313 3562 65945.9460 15 53 56912.7788 65945.9460 15.9% 1169 4763s
4314 3563 64976.8147 87 23 56912.7788 65945.9460 15.9% 1169 4766s
4316 3564 65414.3903 41 47 56912.7788 65943.9264 15.9% 1169 4772s
4317 3565 65900.6102 34 40 56912.7788 65943.9264 15.9% 1168 4776s
4319 3566 63744.5952 38 24 56912.7788 65943.1917 15.9% 1168 4782s
4320 3567 60318.7826 61 42 56912.7788 65943.1917 15.9% 1167 4785s
4322 3568 65942.9536 19 37 56912.7788 65942.9536 15.9% 1167 4799s
4323 3569 65942.9536 26 26 56912.7788 65942.9536 15.9% 1167 4805s
4325 3570 65580.7873 52 49 56912.7788 65942.9536 15.9% 1166 4812s
4326 3571 65942.9536 16 38 56912.7788 65942.9536 15.9% 1166 4815s
4328 3572 64760.7202 50 46 56912.7788 65942.9536 15.9% 1165 4822s
4329 3573 63339.2816 69 46 56912.7788 65942.9536 15.9% 1165 4832s
4330 3576 65942.9536 11 371 56912.7788 65942.9536 15.9% 1500 4835s
4344 3600 65942.9536 14 406 56912.7788 65942.9536 15.9% 1500 4842s
4360 3622 65942.9536 15 408 56912.7788 65942.9536 15.9% 1502 4848s
4392 3652 65942.9536 16 390 56912.7788 65942.9536 15.9% 1513 4888s
4452 3665 65942.9536 17 391 56912.7788 65942.9536 15.9% 1531 4897s
4516 3665 65942.9536 18 389 56912.7788 65942.9536 15.9% 1541 4900s
4580 3681 65942.9536 18 378 56912.7788 65942.9536 15.9% 1543 4906s
4644 3697 65942.9536 19 390 56912.7788 65942.9536 15.9% 1546 4954s
4708 3726 65942.9536 19 381 56912.7788 65942.9536 15.9% 1556 4960s
4776 3778 65942.9536 20 376 56912.7788 65942.9536 15.9% 1552 4965s
4879 3786 65942.9536 20 383 56912.7788 65942.9536 15.9% 1542 4970s
4945 3833 65942.9536 21 363 56912.7788 65942.9536 15.9% 1532 4983s
5052 4069 65942.9536 22 365 56912.7788 65942.9536 15.9% 1537 4992s
5377 4504 65942.9536 24 340 56912.7788 65942.9536 15.9% 1488 5050s
6020 5004 infeasible 36 56912.7788 65942.9536 15.9% 1420 5241s
6864 5813 61192.5624 47 628 56912.7788 65942.9536 15.9% 1568 5354s
8222 6338 59773.1396 55 454 56912.7788 65942.9536 15.9% 1675 5432s
9667 6893 infeasible 83 56912.7788 65942.9536 15.9% 1780 5488s
11089 7660 57963.1397 86 357 56912.7788 65942.9536 15.9% 1862 5638s
12977 7898 60983.1718 41 451 56912.7788 65942.9536 15.9% 1897 5759s
14441 8137 58671.8624 63 394 56912.7788 65942.9536 15.9% 1983 5856s
15625 8215 cutoff 74 56912.7788 65942.9536 15.9% 2101 6272s
16043 8813 58671.8624 74 391 56912.7788 65942.9536 15.9% 2152 6366s
17249 9316 cutoff 86 56912.7788 65942.9536 15.9% 2261 6560s
18188 10038 cutoff 89 56912.7788 65942.9536 15.9% 2407 6694s
19399 10751 65423.7688 50 550 56912.7788 65942.9536 15.9% 2542 6788s
20521 11250 cutoff 58 56912.7788 65942.9536 15.9% 2668 6982s
21453 12204 65401.3234 56 569 56912.7788 65942.9536 15.9% 2791 7156s
22915 13063 65279.1563 58 547 56912.7788 65942.9536 15.9% 2905 7316s
24445 13950 64346.4120 61 307 56912.7788 65942.9536 15.9% 2993 7465s
25978 14817 cutoff 60 56912.7788 65942.9536 15.9% 3111 7637s
27494 15640 64484.8686 38 521 56912.7788 65942.9536 15.9% 3240 7811s
29025 16617 64449.8733 42 466 56912.7788 65942.9536 15.9% 3360 8009s
30707 17393 64340.7512 54 432 56912.7788 65942.9536 15.9% 3458 8171s
32177 18365 64338.1689 61 390 56912.7788 65942.9536 15.9% 3592 8354s
33998 19825 60928.3853 70 428 56912.7788 65942.9536 15.9% 3697 8636s
36606 20997 cutoff 75 56912.7788 65942.9536 15.9% 3750 8890s
38653 22479 cutoff 77 56912.7788 65942.9536 15.9% 3815 9122s
41067 23215 cutoff 45 56912.7788 65942.9536 15.9% 3907 9323s
42695 24778 64499.3423 73 401 56912.7788 65942.9536 15.9% 4053 9776s
45368 25224 infeasible 93 56912.7788 65942.9536 15.9% 4130 10630s
H45720 25048 57108.309786 65942.9536 15.5% 4128 10630s
46162 26019 65942.9536 44 301 57108.3098 65942.9536 15.5% 4147 11019s
47972 28085 65606.5582 55 334 57108.3098 65942.9536 15.5% 4247 11321s
51712 30117 65606.5582 61 514 57108.3098 65942.9536 15.5% 4288 11681s
55402 32390 65283.4176 69 474 57108.3098 65942.9536 15.5% 4344 11976s
59344 35820 65719.8537 33 299 57108.3098 65942.9536 15.5% 4377 12328s
64918 37963 infeasible 41 57108.3098 65942.9536 15.5% 4303 12638s
68830 40467 58491.6076 53 600 57108.3098 65942.9536 15.5% 4295 12966s
73261 43123 57544.1448 56 667 57108.3098 65942.9536 15.5% 4286 13300s
78089 45938 cutoff 63 57108.3098 65942.9536 15.5% 4261 13594s
83072 48690 cutoff 67 57108.3098 65942.9536 15.5% 4234 13870s
87913 50951 58001.9876 51 649 57108.3098 65942.9536 15.5% 4205 14151s
91977 54333 cutoff 57 57108.3098 65942.9536 15.5% 4202 14480s
97717 58206 57404.4487 64 523 57108.3098 65942.9536 15.5% 4160 14821s
104374 61473 64491.4408 41 456 57108.3098 65942.9536 15.5% 4076 15134s
110825 63408 cutoff 56 57108.3098 65942.9536 15.5% 4006 15512s
114860 66863 cutoff 55 57108.3098 65942.9536 15.5% 4005 15844s
121106 70217 65942.9536 45 259 57108.3098 65942.9536 15.5% 3960 16218s
126971 71489 58815.4066 48 680 57108.3098 65942.9536 15.5% 3933 16637s
129173 76154 cutoff 49 57108.3098 65942.9536 15.5% 3929 17061s
137710 81189 cutoff 62 57108.3098 65942.9536 15.5% 3888 17509s
145740 83820 cutoff 58 57108.3098 65942.9536 15.5% 3845 17940s
150532 88271 cutoff 75 57108.3098 65942.9536 15.5% 3868 18360s
158073 93754 57732.8876 95 327 57108.3098 65942.9536 15.5% 3853 18857s
167473 99211 57240.0673 156 142 57108.3098 65942.9536 15.5% 3811 19319s
176739 104524 57218.3640 198 141 57108.3098 65942.9536 15.5% 3774 19726s
185622 109211 61349.1451 55 304 57108.3098 65942.9536 15.5% 3741 20077s
193272 111033 57710.3128 74 299 57108.3098 65942.9536 15.5% 3716 20611s
196489 118396 infeasible 56 57108.3098 65942.9536 15.5% 3693 21123s
208337 124680 58179.4144 56 739 57108.3098 65942.9536 15.5% 3642 21491s
218056 130907 65687.8002 52 1189 57108.3098 65942.9536 15.5% 3601 21861s
228072 135279 infeasible 61 57108.3098 65942.9536 15.5% 3553 22190s
234993 140672 65275.5967 33 422 57108.3098 65942.9536 15.5% 3536 22569s
243328 145797 57537.6883 66 529 57108.3098 65942.9536 15.5% 3505 22939s
252140 150243 64742.8494 43 1085 57108.3098 65942.9536 15.5% 3473 23249s
258802 155773 64483.1365 41 349 57108.3098 65942.9536 15.5% 3460 23621s
267155 160779 64259.7980 63 656 57108.3098 65942.9536 15.5% 3439 23983s
274325 166140 57245.1465 100 354 57108.3098 65942.9536 15.5% 3424 24358s
282619 171659 64332.7457 47 469 57108.3098 65942.9536 15.5% 3404 24801s
290829 172925 57238.1460 95 169 57108.3098 65942.9536 15.5% 3385 25351s
292617 179340 57237.8893 137 194 57108.3098 65942.9536 15.5% 3382 25794s
302900 188013 57228.5592 171 199 57108.3098 65942.9536 15.5% 3358 26234s
305366 188013 57760.6506 44 353 57108.3098 65942.9536 15.5% 3350 26235s
315753 194248 cutoff 84 57108.3098 65942.9536 15.5% 3311 26615s
324547 202758 58781.8695 63 481 57108.3098 65942.9536 15.5% 3289 26997s
337305 210442 57345.3051 42 474 57108.3098 65942.9536 15.5% 3236 27310s
348450 216096 57135.5329 197 127 57108.3098 65942.9536 15.5% 3185 27579s
358020 221883 65942.9536 33 294 57108.3098 65942.9536 15.5% 3147 27863s
367460 228504 58137.0705 58 419 57108.3098 65942.9536 15.5% 3112 28192s
377550 233775 infeasible 54 57108.3098 65942.9536 15.5% 3081 28461s
salloc: Job 5670493 has exceeded its time limit and its allocation has been revoked.Best,
Cong Bai
0 -
Hi Cong Bai,
Thanks for sharing the logs.
NoRel heuristics appears to be doing reasonably well in finding feasible solutions for your model. In approximately 2400 seconds, using NoRel, you achieve a solution with an objective value of 47,271 compared to the default settings, which produce a solution of 42,408.
It is difficult to tell upfront which value of NoRelHeurTime parameter will work best for your model. I suggest experimenting with a few values and analysing the results. Other than this,
- Consider providing a starting solution. It will also help to skip Phase-1 of the NoRel heuristic.
- Try experimenting with parameters specifically for presolve and non-linear models, such as PreQLinearize, MIQCPMethod, and NLPHeur.
You can always tune parameters for your model using Gurobi’s Parameter Tuning Tool. For more details on parameter tuning, please see the article: What is parameter tuning?
Best regards,
Simran0
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