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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]:
../_images/notebooks_25-MILP_scip_example_5_0.svg

Optimize Sheringham Shoal

[5]:
P, A = make_planar_embedding(L)

Initial heuristic solution to warm-start the solver:

[6]:
 = EW_presolver(A, capacity=capacity)
 = G_from_S(, A)
svgplot()
[6]:
../_images/notebooks_25-MILP_scip_example_9_0.svg
[7]:
solver = solver_factory('scip')
[8]:
solver.set_problem(
    P, A,
    capacity=.graph['capacity'],
    model_options=ModelOptions(
        topology="branched",
        feeder_route="segmented",
        feeder_limit="unlimited",
    ),
    warmstart=,
)
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]:
../_images/notebooks_25-MILP_scip_example_15_0.svg