SCIP example¶
[1]:
from optiwindnet.importer import load_repository
from optiwindnet.svg import svgplot
from optiwindnet.mesh import make_planar_embedding
from optiwindnet.interarraylib import G_from_S
from optiwindnet.heuristics import EW_presolver
from optiwindnet.MILP import solver_factory, ModelOptions
Initialize Sheringham Shoal¶
[2]:
locations = load_repository()
[3]:
L = locations.sheringham
capacity = 6
[4]:
svgplot(L)
[4]:
Optimize Sheringham Shoal¶
[5]:
P, A = make_planar_embedding(L)
Initial heuristic solution to warm-start the solver:
[6]:
Sʹ = EW_presolver(A, capacity=capacity)
Gʹ = G_from_S(Sʹ, A)
svgplot(Gʹ)
[6]:
[7]:
solver = solver_factory('scip')
[8]:
solver.set_problem(
P, A,
capacity=Sʹ.graph['capacity'],
model_options=ModelOptions(
topology="branched",
feeder_route="segmented",
feeder_limit="unlimited",
),
warmstart=Sʹ,
)
Solver <scip> is not capable of warm-starting.
SCIP’s Pyomo API does not offer the warm-starting capability yet.
[9]:
solver.solve(
mip_gap=0.005,
time_limit=180,
verbose=True,
)
SCIP version 9.2.2 [precision: 8 byte] [memory: block] [mode: optimized] [LP solver: SoPlex 7.1.4] [GitHash: 416226a4f8]
Copyright (c) 2002-2025 Zuse Institute Berlin (ZIB)
External libraries:
SoPlex 7.1.4 Linear programming solver developed at Zuse Institute Berlin (soplex.zib.de) [GitHash: 7c53d552]
CppAD 20180000.0 Algorithmic Differentiation of C++ algorithms developed by B. Bell (github.com/coin-or/CppAD)
ZLIB 1.3.1 General purpose compression library by J. Gailly and M. Adler (zlib.net)
GMP 6.3.0 GNU Multiple Precision Arithmetic Library developed by T. Granlund (gmplib.org)
ZIMPL 3.6.2 Zuse Institute Mathematical Programming Language developed by T. Koch (zimpl.zib.de)
AMPL/MP 690e9e7 AMPL .nl file reader library (github.com/ampl/mp)
PaPILO 2.4.2 parallel presolve for integer and linear optimization (github.com/scipopt/papilo) (built with TBB) [GitHash: 4b399c4c]
Nauty 2.8.8 Computing Graph Automorphism Groups by Brendan D. McKay (users.cecs.anu.edu.au/~bdm/nauty)
sassy 1.1 Symmetry preprocessor by Markus Anders (github.com/markusa4/sassy)
Ipopt 3.14.17 Interior Point Optimizer developed by A. Waechter et.al. (github.com/coin-or/Ipopt)
reading user parameter file <scip.set>
===========================
limits/time = 180
limits/gap = 0.005
read problem <C:\Users\s213184\tmp\tmpoi42vd8z.pyomo.nl>
============
original problem has 1992 variables (996 bin, 996 int, 0 impl, 0 cont) and 2986 constraints
solve problem
=============
[linear] <lc0>: <b0>[B] (+0) +<b1>[B] (+0) +<b2>[B] (+0) +<b3>[B] (+0) +<b4>[B] (+0) +<b5>[B] (+0) +<b6>[B] (+0) +<b7>[B] (+0) +<b8>[B] (+0) +<b9>[B] (+0) +<b10>[B] (+0) +<b11>[B] (+0) +<b12>[B] (+0) +<b13>[B] (+0) +<b14>[B] (+0) +<b15>[B] (+0) +<b16>[B] (+0) +<b17>[B] (+0) +<b18>[B] (+0) +<b19>[B] (+0) +<b20>[B] (+0) +<b21>[B] (+0) +<b22>[B] (+0) +<b23>[B] (+0) +<b24>[B] (+0) +<b25>[B] (+0) +<b26>[B] (+0) +<b27>[B] (+0) +<b28>[B] (+0) +<b29>[B] (+0) +<b30>[B] (+0) +<b31>[B] (+0) +<b32>[B] (+0) +<b33>[B] (+0) +<b34>[B] (+0) +<b35>[B] (+0) +<b36>[B] (+0) +<b37>[B] (+0) +<b38>[B] (+0) +<b39>[B] (+0) +<b40>[B] (+0) +<b41>[B] (+0) +<b42>[B] (+0) +<b43>[B] (+0) +<b44>[B] (+0) +<b45>[B] (+0) +<b46>[B] (+0) +<b47>[B] (+0) +<b48>[B] (+0) +<b49>[B] (+0) +<b50>[B] (+0) +<b51>[B] (+0) +<b52>[B] (+0) +<b53>[B] (+0) +<b54>[B] (+0) +<b55>[B] (+0) +<b56>[B] (+0) +<b57>[B] (+0) +<b58>[B] (+0) +<b59>[B] (+0) +<b60>[B] (+0) +<b61>[B] (+0) +<b62>[B] (+0) +<b63>[B] (+0) +<b64>[B] (+0) +<b65>[B] (+0) 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+<b689>[B] (+0) +<b690>[B] (+0) +<b691>[B] (+0) +<b692>[B] (+0) +<b693>[B] (+0) +<b694>[B] (+0) +<b695>[B] (+0) +<b696>[B] (+0) +<b697>[B] (+0) +<b698>[B] (+0) +<b699>[B] (+0) +<b700>[B] (+0) +<b701>[B] (+0) +<b702>[B] (+0) +<b703>[B] (+0) +<b704>[B] (+0) +<b705>[B] (+0) +<b706>[B] (+0) +<b707>[B] (+0) +<b708>[B] (+0) +<b709>[B] (+0) +<b710>[B] (+0) +<b711>[B] (+0) +<b712>[B] (+0) +<b713>[B] (+0) +<b714>[B] (+0) +<b715>[B] (+0) +<b716>[B] (+0) +<b717>[B] (+0) +<b718>[B] (+0) +<b719>[B] (+0) +<b720>[B] (+0) +<b721>[B] (+0) +<b722>[B] (+0) +<b723>[B] (+0) +<b724>[B] (+0) +<b725>[B] (+0) +<b726>[B] (+0) +<b727>[B] (+0) +<b728>[B] (+0) +<b729>[B] (+0) +<b730>[B] (+0) +<b731>[B] (+0) +<b732>[B] (+0) +<b733>[B] (+0) +<b734>[B] (+0) +<b735>[B] (+0) +<b736>[B] (+0) +<b737>[B] (+0) +<b738>[B] (+0) +<b739>[B] (+0) +<b740>[B] (+0) +<b741>[B] (+0) +<b742>[B] (+0) +<b743>[B] (+0) +<b744>[B] (+0) +<b745>[B] (+0) +<b746>[B] (+0) +<b747>[B] (+0) +<b748>[B] (+0) +<b749>[B] (+0) +<b750>[B] (+0) +<b751>[B] (+0) +<b752>[B] (+0) +<b753>[B] (+0) +<b754>[B] (+0) +<b755>[B] (+0) +<b756>[B] (+0) +<b757>[B] (+0) +<b758>[B] (+0) +<b759>[B] (+0) +<b760>[B] (+0) +<b761>[B] (+0) +<b762>[B] (+0) +<b763>[B] (+0) +<b764>[B] (+0) +<b765>[B] (+0) +<b766>[B] (+0) +<b767>[B] (+0) +<b768>[B] (+0) +<b769>[B] (+0) +<b770>[B] (+0) +<b771>[B] (+0) +<b772>[B] (+0) +<b773>[B] (+0) +<b774>[B] (+0) +<b775>[B] (+0) +<b776>[B] (+0) +<b777>[B] (+0) +<b778>[B] (+0) +<b779>[B] (+0) +<b780>[B] (+0) +<b781>[B] (+0) +<b782>[B] (+0) +<b783>[B] (+0) +<b784>[B] (+0) +<b785>[B] (+0) +<b786>[B] (+0) +<b787>[B] (+0) +<b788>[B] (+0) +<b789>[B] (+0) +<b790>[B] (+0) +<b791>[B] (+0) +<b792>[B] (+0) +<b793>[B] (+0) +<b794>[B] (+0) +<b795>[B] (+0) +<b796>[B] (+0) +<b797>[B] (+0) +<b798>[B] (+0) +<b799>[B] (+0) +<b800>[B] (+0) +<b801>[B] (+0) +<b802>[B] (+0) +<b803>[B] (+0) +<b804>[B] (+0) +<b805>[B] (+0) +<b806>[B] (+0) +<b807>[B] (+0) +<b808>[B] (+0) +<b809>[B] (+0) +<b810>[B] (+0) +<b811>[B] (+0) +<b812>[B] (+0) +<b813>[B] (+0) +<b814>[B] (+0) +<b815>[B] (+0) +<b816>[B] (+0) +<b817>[B] (+0) +<b818>[B] (+0) +<b819>[B] (+0) +<b820>[B] (+0) +<b821>[B] (+0) +<b822>[B] (+0) +<b823>[B] (+0) +<b824>[B] (+0) +<b825>[B] (+0) +<b826>[B] (+0) +<b827>[B] (+0) +<b828>[B] (+0) +<b829>[B] (+0) +<b830>[B] (+0) +<b831>[B] (+0) +<b832>[B] (+0) +<b833>[B] (+0) +<b834>[B] (+0) +<b835>[B] (+0) +<b836>[B] (+0) +<b837>[B] (+0) +<b838>[B] (+0) +<b839>[B] (+0) +<b840>[B] (+0) +<b841>[B] (+0) +<b842>[B] (+0) +<b843>[B] (+0) +<b844>[B] (+0) +<b845>[B] (+0) +<b846>[B] (+0) +<b847>[B] (+0) +<b848>[B] (+0) +<b849>[B] (+0) +<b850>[B] (+0) +<b851>[B] (+0) +<b852>[B] (+0) +<b853>[B] (+0) +<b854>[B] (+0) +<b855>[B] (+0) +<b856>[B] (+0) +<b857>[B] (+0) +<b858>[B] (+0) +<b859>[B] (+0) +<b860>[B] (+0) +<b861>[B] (+0) +<b862>[B] (+0) +<b863>[B] (+0) +<b864>[B] (+0) +<b865>[B] (+0) +<b866>[B] (+0) +<b867>[B] (+0) +<b868>[B] (+0) +<b869>[B] (+0) +<b870>[B] (+0) +<b871>[B] (+0) +<b872>[B] (+0) +<b873>[B] (+0) +<b874>[B] (+0) +<b875>[B] (+0) +<b876>[B] (+0) +<b877>[B] (+0) +<b878>[B] (+0) +<b879>[B] (+0) +<b880>[B] (+0) +<b881>[B] (+0) +<b882>[B] (+0) +<b883>[B] (+0) +<b884>[B] (+0) +<b885>[B] (+0) +<b886>[B] (+0) +<b887>[B] (+0) +<b888>[B] (+0) +<b889>[B] (+0) +<b890>[B] (+0) +<b891>[B] (+0) +<b892>[B] (+0) +<b893>[B] (+0) +<b894>[B] (+0) +<b895>[B] (+0) +<b896>[B] (+0) +<b897>[B] (+0) +<b898>[B] (+0) +<b899>[B] (+0) +<b900>[B] (+0) +<b901>[B] (+0) +<b902>[B] (+0) +<b903>[B] (+0) +<b904>[B] (+0) +<b905>[B] (+0) +<b906>[B] (+0) +<b907>[B] (+0) +<b908>[B] (+0) +<b909>[B] (+0) +<b910>[B] (+0) +<b911>[B] (+0) +<b912>[B] (+0) +<b913>[B] (+0) +<b914>[B] (+0) +<b915>[B] (+0) +<b916>[B] (+0) +<b917>[B] (+0) +<b918>[B] (+0) +<b919>[B] (+0) +<b920>[B] (+0) +<b921>[B] (+0) +<b922>[B] (+0) +<b923>[B] (+0) +<b924>[B] (+0) +<b925>[B] (+0) +<b926>[B] (+0) +<b927>[B] (+0) +<b928>[B] (+0) +<b929>[B] (+0) +<b930>[B] (+0) +<b931>[B] (+0) +<b932>[B] (+0) +<b933>[B] (+0) +<b934>[B] (+0) +<b935>[B] (+0) +<b936>[B] (+0) +<b937>[B] (+0) +<b938>[B] (+0) +<b939>[B] (+0) +<b940>[B] (+0) +<b941>[B] (+0) +<b942>[B] (+0) +<b943>[B] (+0) +<b944>[B] (+0) +<b945>[B] (+0) +<b946>[B] (+0) +<b947>[B] (+0) +<b948>[B] (+0) +<b949>[B] (+0) +<b950>[B] (+0) +<b951>[B] (+0) +<b952>[B] (+0) +<b953>[B] (+0) +<b954>[B] (+0) +<b955>[B] (+0) +<b956>[B] (+0) +<b957>[B] (+0) +<b958>[B] (+0) +<b959>[B] (+0) +<b960>[B] (+0) +<b961>[B] (+0) +<b962>[B] (+0) +<b963>[B] (+0) +<b964>[B] (+0) +<b965>[B] (+0) +<b966>[B] (+0) +<b967>[B] (+0) +<b968>[B] (+0) +<b969>[B] (+0) +<b970>[B] (+0) +<b971>[B] (+0) +<b972>[B] (+0) +<b973>[B] (+0) +<b974>[B] (+0) +<b975>[B] (+0) +<b976>[B] (+0) +<b977>[B] (+0) +<b978>[B] (+0) +<b979>[B] (+0) +<b980>[B] (+0) +<b981>[B] (+0) +<b982>[B] (+0) +<b983>[B] (+0) +<b984>[B] (+0) +<b985>[B] (+0) +<b986>[B] (+0) +<b987>[B] (+0) +<b988>[B] (+0) +<b989>[B] (+0) +<b990>[B] (+0) +<b991>[B] (+0) +<b992>[B] (+0) +<b993>[B] (+0) +<b994>[B] (+0) +<b995>[B] (+0) == 88;
;
violation: left hand side is violated by 88
all 1 solutions given by solution candidate storage are infeasible
presolving:
(0.0s) running MILP presolver
(0.0s) MILP presolver (3 rounds): 2 aggregations, 0 fixings, 0 bound changes
(round 1, medium) 2 del vars, 0 del conss, 0 add conss, 0 chg bounds, 0 chg sides, 0 chg coeffs, 0 upgd conss, 0 impls, 813 clqs
(round 2, exhaustive) 2 del vars, 367 del conss, 0 add conss, 0 chg bounds, 365 chg sides, 0 chg coeffs, 0 upgd conss, 2 impls, 813 clqs
(round 3, exhaustive) 2 del vars, 367 del conss, 0 add conss, 0 chg bounds, 365 chg sides, 0 chg coeffs, 2437 upgd conss, 2 impls, 813 clqs
(0.0s) sparsify finished: 986/10504 (9.4%) nonzeros canceled - in total 986 canceled nonzeros, 986 changed coefficients, 0 added nonzeros
(round 4, exhaustive) 2 del vars, 367 del conss, 0 add conss, 0 chg bounds, 365 chg sides, 986 chg coeffs, 2437 upgd conss, 1990 impls, 813 clqs
(0.0s) probing cycle finished: starting next cycle
(0.0s) symmetry computation started: requiring (bin +, int +, cont +), (fixed: bin -, int -, cont -)
(0.0s) no symmetry present (symcode time: 0.00)
presolving (5 rounds: 5 fast, 5 medium, 4 exhaustive):
2 deleted vars, 368 deleted constraints, 0 added constraints, 0 tightened bounds, 0 added holes, 365 changed sides, 986 changed coefficients
32220 implications, 8199 cliques
presolved problem has 1990 variables (994 bin, 996 int, 0 impl, 0 cont) and 2618 constraints
1988 constraints of type <varbound>
1 constraints of type <knapsack>
446 constraints of type <setppc>
181 constraints of type <linear>
2 constraints of type <logicor>
Presolving Time: 0.00
time | node | left |LP iter|LP it/n|mem/heur|mdpt |vars |cons |rows |cuts |sepa|confs|strbr| dualbound | primalbound | gap | compl.
p 0.0s| 1 | 0 | 218 | - | clique| 0 |1990 |2618 |2618 | 0 | 0 | 0 | 0 | 1.450952e+03 | 8.244301e+04 |5581.99%| unknown
0.0s| 1 | 0 | 1820 | - | 30M | 0 |1990 |2650 |2618 | 0 | 0 | 32 | 0 | 5.997224e+04 | 8.244301e+04 | 37.47%| unknown
0.0s| 1 | 0 | 1898 | - | 32M | 0 |1990 |2650 |2632 | 14 | 1 | 32 | 0 | 6.000904e+04 | 8.244301e+04 | 37.38%| unknown
0.0s| 1 | 0 | 2092 | - | 36M | 0 |1990 |2650 |2645 | 27 | 2 | 32 | 0 | 6.006064e+04 | 8.244301e+04 | 37.27%| unknown
0.0s| 1 | 0 | 2188 | - | 41M | 0 |1990 |2651 |2654 | 36 | 3 | 33 | 0 | 6.011102e+04 | 8.244301e+04 | 37.15%| unknown
1.0s| 1 | 0 | 2242 | - | 47M | 0 |1990 |2651 |2661 | 43 | 4 | 33 | 0 | 6.012525e+04 | 8.244301e+04 | 37.12%| unknown
1.0s| 1 | 0 | 2379 | - | 53M | 0 |1990 |2651 |2670 | 52 | 5 | 33 | 0 | 6.015909e+04 | 8.244301e+04 | 37.04%| unknown
1.0s| 1 | 0 | 2496 | - | 60M | 0 |1990 |2651 |2677 | 59 | 6 | 33 | 0 | 6.018594e+04 | 8.244301e+04 | 36.98%| unknown
1.0s| 1 | 0 | 2607 | - | 60M | 0 |1990 |2651 |2683 | 65 | 7 | 33 | 0 | 6.023466e+04 | 8.244301e+04 | 36.87%| unknown
1.0s| 1 | 0 | 2701 | - | 64M | 0 |1990 |2651 |2688 | 70 | 8 | 33 | 0 | 6.024891e+04 | 8.244301e+04 | 36.84%| unknown
1.0s| 1 | 0 | 2797 | - | 64M | 0 |1990 |2651 |2692 | 74 | 9 | 33 | 0 | 6.026417e+04 | 8.244301e+04 | 36.80%| unknown
1.0s| 1 | 0 | 2899 | - | 75M | 0 |1990 |2651 |2698 | 80 | 10 | 33 | 0 | 6.027370e+04 | 8.244301e+04 | 36.78%| unknown
1.0s| 1 | 0 | 3046 | - | 75M | 0 |1990 |2652 |2703 | 85 | 11 | 34 | 0 | 6.028577e+04 | 8.244301e+04 | 36.75%| unknown
1.0s| 1 | 0 | 3090 | - | 76M | 0 |1990 |2652 |2706 | 88 | 12 | 34 | 0 | 6.029149e+04 | 8.244301e+04 | 36.74%| unknown
1.0s| 1 | 0 | 3172 | - | 76M | 0 |1990 |2652 |2709 | 91 | 13 | 34 | 0 | 6.029768e+04 | 8.244301e+04 | 36.73%| unknown
time | node | left |LP iter|LP it/n|mem/heur|mdpt |vars |cons |rows |cuts |sepa|confs|strbr| dualbound | primalbound | gap | compl.
1.0s| 1 | 0 | 3281 | - | 76M | 0 |1990 |2652 |2713 | 95 | 14 | 34 | 0 | 6.030301e+04 | 8.244301e+04 | 36.71%| unknown
1.0s| 1 | 0 | 3417 | - | 77M | 0 |1990 |2652 |2719 | 101 | 15 | 34 | 0 | 6.031340e+04 | 8.244301e+04 | 36.69%| unknown
1.0s| 1 | 0 | 3471 | - | 77M | 0 |1990 |2652 |2700 | 106 | 16 | 34 | 0 | 6.031430e+04 | 8.244301e+04 | 36.69%| unknown
1.0s| 1 | 0 | 3518 | - | 78M | 0 |1990 |2652 |2704 | 110 | 17 | 34 | 0 | 6.031477e+04 | 8.244301e+04 | 36.69%| unknown
1.0s| 1 | 0 | 3603 | - | 78M | 0 |1990 |2652 |2708 | 114 | 18 | 34 | 0 | 6.031699e+04 | 8.244301e+04 | 36.68%| unknown
1.0s| 1 | 0 | 3643 | - | 78M | 0 |1990 |2653 |2712 | 118 | 19 | 35 | 0 | 6.031790e+04 | 8.244301e+04 | 36.68%| unknown
1.0s| 1 | 0 | 3723 | - | 79M | 0 |1990 |2653 |2713 | 119 | 20 | 35 | 0 | 6.031998e+04 | 8.244301e+04 | 36.68%| unknown
1.0s| 1 | 0 | 3752 | - | 79M | 0 |1990 |2653 |2715 | 121 | 21 | 35 | 0 | 6.032001e+04 | 8.244301e+04 | 36.68%| unknown
1.0s| 1 | 0 | 3763 | - | 79M | 0 |1990 |2653 |2702 | 122 | 22 | 35 | 0 | 6.032006e+04 | 8.244301e+04 | 36.68%| unknown
1.0s| 1 | 0 | 3764 | - | 79M | 0 |1990 |2653 |2703 | 123 | 23 | 35 | 0 | 6.032006e+04 | 8.244301e+04 | 36.68%| unknown
1.0s| 1 | 0 | 3765 | - | 79M | 0 |1990 |2653 |2704 | 124 | 24 | 35 | 0 | 6.032007e+04 | 8.244301e+04 | 36.68%| unknown
3.0s| 1 | 2 | 20095 | - | 79M | 0 |1990 |2661 |2704 | 124 | 25 | 43 | 19 | 6.032708e+04 | 8.244301e+04 | 36.66%| unknown
d13.0s| 72 | 73 | 32920 | 413.7 |adaptive| 33 |1990 |2668 |2700 | 0 | 1 | 50 | 778 | 6.032915e+04 | 7.669140e+04 | 27.12%| unknown
d13.0s| 91 | 92 | 35156 | 351.2 |fracdivi| 33 |1990 |2667 |2701 | 0 | 1 | 55 | 783 | 6.032915e+04 | 7.612285e+04 | 26.18%| unknown
13.0s| 100 | 101 | 35946 | 327.3 | 87M | 33 |1990 |2667 |2704 | 231 | 2 | 55 | 791 | 6.032915e+04 | 7.612285e+04 | 26.18%| unknown
time | node | left |LP iter|LP it/n|mem/heur|mdpt |vars |cons |rows |cuts |sepa|confs|strbr| dualbound | primalbound | gap | compl.
L15.0s| 191 | 188 | 55405 | 272.9 | gins| 35 |1990 |2680 |2703 | 295 | 1 | 68 | 851 | 6.032915e+04 | 7.202212e+04 | 19.38%| unknown
L15.0s| 191 | 188 | 55405 | 272.9 | gins| 35 |1990 |2680 |2703 | 295 | 1 | 68 | 851 | 6.032915e+04 | 6.700018e+04 | 11.06%| unknown
L15.0s| 191 | 186 | 55405 | 272.9 | gins| 35 |1990 |2680 |2703 | 295 | 1 | 68 | 851 | 6.032915e+04 | 6.617213e+04 | 9.69%| unknown
16.0s| 200 | 195 | 57151 | 269.4 | 87M | 35 |1990 |2692 |2712 | 320 | 1 | 81 | 851 | 6.032915e+04 | 6.617213e+04 | 9.69%| unknown
17.0s| 300 | 293 | 71733 | 228.0 | 89M | 35 |1990 |2694 |2680 | 408 | 1 | 83 | 900 | 6.032915e+04 | 6.617213e+04 | 9.69%| unknown
L20.0s| 391 | 384 | 88557 | 218.0 | rins| 35 |1990 |2696 |2698 | 601 | 1 | 85 | 946 | 6.032915e+04 | 6.430224e+04 | 6.59%| unknown
20.0s| 400 | 393 | 89453 | 215.3 | 92M | 35 |1990 |2696 |2707 | 614 | 2 | 85 | 949 | 6.032915e+04 | 6.430224e+04 | 6.59%| unknown
L21.0s| 491 | 469 |104195 | 205.4 | gins| 35 |1990 |2723 |2713 | 782 | 1 | 112 | 994 | 6.033601e+04 | 6.370747e+04 | 5.59%| unknown
22.0s| 500 | 478 |105021 | 203.4 | 93M | 35 |1990 |2723 |2718 | 787 | 2 | 112 | 996 | 6.033601e+04 | 6.370747e+04 | 5.59%| unknown
24.0s| 600 | 572 |128403 | 208.4 | 95M | 35 |1990 |2761 |2705 | 930 | 1 | 152 |1042 | 6.036352e+04 | 6.370747e+04 | 5.54%| unknown
L28.0s| 691 | 656 |162404 | 230.2 | rins| 35 |1990 |2833 |2732 |1277 | 7 | 225 |1103 | 6.036407e+04 | 6.355215e+04 | 5.28%| unknown
29.0s| 700 | 665 |166671 | 233.4 | 98M | 35 |1990 |2844 |2718 |1322 | 2 | 236 |1106 | 6.036407e+04 | 6.355215e+04 | 5.28%| unknown
33.0s| 800 | 765 |195260 | 239.9 | 103M | 35 |1990 |2879 |2726 |1749 | 2 | 277 |1170 | 6.036919e+04 | 6.355215e+04 | 5.27%| unknown
L37.0s| 891 | 843 |223125 | 246.7 |crossove| 35 |1990 |2930 |2726 |2283 | 2 | 332 |1229 | 6.039657e+04 | 6.348725e+04 | 5.12%| unknown
38.0s| 900 | 852 |237869 | 260.6 | 108M | 35 |1990 |2929 |2709 |2283 | 2 | 332 |1233 | 6.039657e+04 | 6.348725e+04 | 5.12%| unknown
time | node | left |LP iter|LP it/n|mem/heur|mdpt |vars |cons |rows |cuts |sepa|confs|strbr| dualbound | primalbound | gap | compl.
42.0s| 1000 | 950 |269396 | 266.1 | 113M | 35 |1990 |3039 |2707 |2763 | 1 | 443 |1297 | 6.040571e+04 | 6.348725e+04 | 5.10%| unknown
48.0s| 1100 | 1046 |302989 | 272.5 | 118M | 35 |1990 |3122 |2701 |3418 | 2 | 532 |1379 | 6.041043e+04 | 6.348725e+04 | 5.09%| unknown
53.0s| 1200 | 1138 |339612 | 280.3 | 122M | 35 |1990 |3219 |2781 |4114 | 12 | 638 |1417 | 6.041801e+04 | 6.348725e+04 | 5.08%| unknown
59.0s| 1300 | 1234 |383774 | 292.7 | 124M | 35 |1990 |3260 |2733 |4766 | 1 | 697 |1444 | 6.042836e+04 | 6.348725e+04 | 5.06%| unknown
64.0s| 1400 | 1334 |423429 | 300.1 | 125M | 35 |1990 |3273 |2709 |5359 | 2 | 734 |1465 | 6.044086e+04 | 6.348725e+04 | 5.04%| unknown
69.0s| 1500 | 1428 |476622 | 315.6 | 126M | 35 |1990 |3398 |2738 |5924 | 1 | 887 |1479 | 6.044289e+04 | 6.348725e+04 | 5.04%| unknown
73.0s| 1600 | 1524 |509442 | 316.4 | 128M | 35 |1990 |3437 |2719 |6543 | 2 | 955 |1497 | 6.044961e+04 | 6.348725e+04 | 5.03%| unknown
79.0s| 1700 | 1622 |564361 | 330.1 | 130M | 37 |1990 |3465 |2724 |7111 | 2 |1022 |1513 | 6.045416e+04 | 6.348725e+04 | 5.02%| unknown
84.0s| 1800 | 1718 |611708 | 338.1 | 130M | 37 |1990 |3474 |2717 |7700 | 1 |1081 |1577 | 6.045788e+04 | 6.348725e+04 | 5.01%| unknown
87.0s| 1900 | 1816 |642957 | 336.7 | 132M | 37 |1990 |3519 |2703 |7860 | 2 |1170 |1617 | 6.045788e+04 | 6.348725e+04 | 5.01%| unknown
91.0s| 2000 | 1890 |675635 | 336.2 | 134M | 41 |1990 |3534 |2706 |8355 | 1 |1255 |1681 | 6.046060e+04 | 6.348725e+04 | 5.01%| unknown
95.0s| 2100 | 1982 |715508 | 339.2 | 135M | 41 |1990 |3503 |2730 |8872 | 2 |1302 |1706 | 6.046060e+04 | 6.348725e+04 | 5.01%| unknown
99.0s| 2200 | 2066 |745687 | 337.5 | 136M | 41 |1990 |3521 |2716 |9210 | 2 |1391 |1741 | 6.046119e+04 | 6.348725e+04 | 5.00%| unknown
105s| 2300 | 2148 |792091 | 343.0 | 137M | 44 |1990 |3551 |2741 |9906 | 2 |1486 |1776 | 6.046724e+04 | 6.348725e+04 | 4.99%| unknown
108s| 2400 | 2186 |815443 | 338.4 | 137M | 44 |1990 |3583 |2751 | 10k| 6 |1558 |1833 | 6.047158e+04 | 6.348725e+04 | 4.99%| unknown
time | node | left |LP iter|LP it/n|mem/heur|mdpt |vars |cons |rows |cuts |sepa|confs|strbr| dualbound | primalbound | gap | compl.
113s| 2500 | 2248 |858543 | 342.1 | 138M | 44 |1990 |3570 |2740 | 10k| 1 |1591 |1866 | 6.047360e+04 | 6.348725e+04 | 4.98%| unknown
L 114s| 2514 | 2005 |866740 | 343.5 | gins| 44 |1990 |3562 |2729 | 10k| 1 |1591 |1869 | 6.047644e+04 | 6.274750e+04 | 3.76%| unknown
119s| 2600 | 2073 |911588 | 349.4 | 141M | 44 |1990 |3533 |2728 | 11k| 2 |1631 |1884 | 6.048194e+04 | 6.274750e+04 | 3.75%| unknown
123s| 2700 | 2147 |942978 | 348.1 | 142M | 44 |1990 |3484 |2741 | 11k| 2 |1697 |1899 | 6.048350e+04 | 6.274750e+04 | 3.74%| unknown
124s| 2800 | 2207 |954527 | 339.8 | 142M | 44 |1990 |3537 |2716 | 11k| 1 |1832 |1913 | 6.048350e+04 | 6.274750e+04 | 3.74%| unknown
126s| 2900 | 2271 |973234 | 334.5 | 143M | 44 |1990 |3554 |2724 | 12k| 2 |1935 |1933 | 6.048382e+04 | 6.274750e+04 | 3.74%| unknown
128s| 3000 | 2329 |987778 | 328.2 | 144M | 44 |1990 |3598 |2730 | 12k| 2 |2070 |1948 | 6.048478e+04 | 6.274750e+04 | 3.74%| unknown
130s| 3100 | 2389 | 1008k| 324.3 | 144M | 44 |1990 |3533 |2732 | 12k| 2 |2123 |1965 | 6.048811e+04 | 6.274750e+04 | 3.74%| unknown
134s| 3200 | 2435 | 1034k| 322.4 | 145M | 44 |1990 |3457 | 0 | 13k| 0 |2161 |1978 | 6.049311e+04 | 6.274750e+04 | 3.73%| unknown
138s| 3300 | 2475 | 1061k| 320.6 | 149M | 44 |1990 |3428 |2722 | 13k| 2 |2228 |2023 | 6.049558e+04 | 6.274750e+04 | 3.72%| unknown
142s| 3400 | 2541 | 1089k| 319.3 | 152M | 44 |1990 |3398 |2720 | 14k| 3 |2312 |2065 | 6.049657e+04 | 6.274750e+04 | 3.72%| unknown
146s| 3500 | 2610 | 1123k| 320.1 | 153M | 44 |1990 |3361 |2743 | 14k| 9 |2403 |2100 | 6.050015e+04 | 6.274750e+04 | 3.71%| unknown
L 148s| 3528 | 2621 | 1133k| 320.3 |crossove| 44 |1990 |3328 |2713 | 14k| 1 |2419 |2115 | 6.050192e+04 | 6.273482e+04 | 3.69%| unknown
152s| 3600 | 2675 | 1172k| 324.7 | 153M | 44 |1990 |3292 |2714 | 15k| 2 |2467 |2168 | 6.050236e+04 | 6.273482e+04 | 3.69%| unknown
155s| 3700 | 2726 | 1196k| 322.5 | 154M | 44 |1990 |3267 |2735 | 15k| 1 |2541 |2206 | 6.050502e+04 | 6.273482e+04 | 3.69%| unknown
time | node | left |LP iter|LP it/n|mem/heur|mdpt |vars |cons |rows |cuts |sepa|confs|strbr| dualbound | primalbound | gap | compl.
158s| 3800 | 2766 | 1218k| 319.8 | 155M | 44 |1990 |3257 | 0 | 15k| 0 |2607 |2255 | 6.050736e+04 | 6.273482e+04 | 3.68%| unknown
160s| 3900 | 2808 | 1235k| 315.9 | 156M | 44 |1990 |3262 |2750 | 16k| 2 |2704 |2275 | 6.050976e+04 | 6.273482e+04 | 3.68%| unknown
163s| 4000 | 2870 | 1260k| 314.3 | 157M | 44 |1990 |3224 |2730 | 16k| 2 |2799 |2301 | 6.050977e+04 | 6.273482e+04 | 3.68%| unknown
165s| 4100 | 2914 | 1278k| 311.0 | 158M | 44 |1990 |3230 |2717 | 17k| 2 |2904 |2336 | 6.050977e+04 | 6.273482e+04 | 3.68%| unknown
168s| 4200 | 2954 | 1299k| 308.6 | 159M | 44 |1990 |3147 |2738 | 17k| 2 |2971 |2356 | 6.050977e+04 | 6.273482e+04 | 3.68%| unknown
173s| 4300 | 3008 | 1351k| 313.5 | 159M | 44 |1990 |3097 |2710 | 18k| 2 |3025 |2377 | 6.051376e+04 | 6.273482e+04 | 3.67%| unknown
176s| 4400 | 3035 | 1371k| 310.9 | 160M | 44 |1990 |3141 |2764 | 18k| 2 |3116 |2396 | 6.051787e+04 | 6.273482e+04 | 3.66%| unknown
SCIP Status : solving was interrupted [time limit reached]
Solving Time (sec) : 180.00
Solving Nodes : 4493
Primal Bound : +6.27348181165685e+04 (28 solutions)
Dual Bound : +6.05215004916549e+04
Gap : 3.66 %
[9]:
SolutionInfo(runtime=<pyomo.opt.results.container.UndefinedData object at 0x00000221BD036420>, bound=60521.5004916549, objective=62734.8181165685, relgap=0.03528052987738006, termination='maxTimeLimit')
[10]:
S, G = solver.get_solution()
[11]:
svgplot(G)
[11]: