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Add benchmark results for multidimensional knapsack

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pull/1/head
Alinson S. Xavier 6 years ago
parent 996b16f1b7
commit 9acffadabe
19 changed files with 547 additions and 278 deletions
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51
benchmark/knapsack/ChallengeA/benchmark_baseline.csv
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,Solver,Instance,Wallclock Time,Lower Bound,Upper Bound,Gap,Nodes,Mode,Relative Lower Bound,Relative Upper Bound,Relative Wallclock Time,Relative Gap,Relative Nodes
0,baseline,0,662.7372989654541,59162.0,59167.0,8.451370812345763e-05,18688107.0,exact,1.0,1.0,1.0,1.0,1.0
1,baseline,1,900.0007548332214,59137.0,59256.0,0.002012276578115224,24175550.0,exact,1.0,1.0,1.0,1.0,1.0
2,baseline,2,900.0016160011292,59186.0,59285.0,0.0016726928665562802,24089218.0,exact,1.0,1.0,1.0,1.0,1.0
3,baseline,3,900.0023140907288,59145.0,59231.0,0.0014540535970918927,24595759.0,exact,1.0,1.0,1.0,1.0,1.0
4,baseline,4,900.0024960041046,59142.0,59213.0,0.0012005004903452706,25467171.0,exact,1.0,1.0,1.0,1.0,1.0
5,baseline,5,900.002925157547,59126.0,59244.0,0.0019957379156377904,23457042.0,exact,1.0,1.0,1.0,1.0,1.0
6,baseline,6,900.0031039714813,59125.0,59236.97169757604,0.0018938130668251741,24240772.0,exact,1.0,1.0,1.0,1.0,1.0
7,baseline,7,900.002781867981,59105.0,59212.0,0.001810337534895525,24042592.0,exact,1.0,1.0,1.0,1.0,1.0
8,baseline,8,900.0021660327911,59169.0,59251.0,0.0013858608392908448,25512146.0,exact,1.0,1.0,1.0,1.0,1.0
9,baseline,9,900.0015439987183,59130.0,59256.0,0.00213089802130898,23227790.0,exact,1.0,1.0,1.0,1.0,1.0
10,baseline,10,900.0024099349976,59127.0,59201.0,0.0012515432881762985,25015636.0,exact,1.0,1.0,1.0,1.0,1.0
11,baseline,11,900.0025849342346,59198.0,59289.0,0.0015372140950707794,24558832.0,exact,1.0,1.0,1.0,1.0,1.0
12,baseline,12,900.0022029876709,59102.0,59224.0,0.002064227944908802,24026788.0,exact,1.0,1.0,1.0,1.0,1.0
13,baseline,13,900.0011007785797,59150.0,59206.0,0.0009467455621301775,24953207.0,exact,1.0,1.0,1.0,1.0,1.0
14,baseline,14,900.0014700889587,59169.0,59250.0,0.0013689600973482736,25494260.0,exact,1.0,1.0,1.0,1.0,1.0
15,baseline,15,900.0013790130615,59083.0,59196.0,0.0019125636816004605,23792716.0,exact,1.0,1.0,1.0,1.0,1.0
16,baseline,16,900.0020098686218,59126.0,59233.0,0.0018096945506207082,23398798.0,exact,1.0,1.0,1.0,1.0,1.0
17,baseline,17,900.0023510456085,59156.0,59197.0,0.0006930826965988235,25573586.0,exact,1.0,1.0,1.0,1.0,1.0
18,baseline,18,900.002711057663,59118.0,59211.0,0.0015731249365675429,24489136.0,exact,1.0,1.0,1.0,1.0,1.0
19,baseline,19,724.1934628486633,59159.0,59164.0,8.451799388089724e-05,20931760.0,exact,1.0,1.0,1.0,1.0,1.0
20,baseline,20,900.0011439323425,59068.0,59191.0,0.0020823457709758246,23411794.0,exact,1.0,1.0,1.0,1.0,1.0
21,baseline,21,380.06568694114685,59175.0,59180.0,8.449514152936207e-05,11618526.0,exact,1.0,1.0,1.0,1.0,1.0
22,baseline,22,900.0016028881073,59121.0,59154.94711904252,0.0005741973079365614,26352886.0,exact,1.0,1.0,1.0,1.0,1.0
23,baseline,23,230.25152111053467,59193.0,59198.0,8.44694474008751e-05,6776049.0,exact,1.0,1.0,1.0,1.0,1.0
24,baseline,24,900.0010840892792,59162.0,59240.0,0.001318413846725939,24727727.0,exact,1.0,1.0,1.0,1.0,1.0
25,baseline,25,900.0015320777893,59096.0,59210.0,0.001929064572898335,23438919.0,exact,1.0,1.0,1.0,1.0,1.0
26,baseline,26,900.0015478134155,59089.0,59203.0,0.001929293100238623,23826788.0,exact,1.0,1.0,1.0,1.0,1.0
27,baseline,27,900.0010070800781,59153.0,59249.0,0.0016229100806383447,24336831.0,exact,1.0,1.0,1.0,1.0,1.0
28,baseline,28,900.001277923584,59112.0,59208.0,0.0016240357287860333,25111591.0,exact,1.0,1.0,1.0,1.0,1.0
29,baseline,29,900.0012440681458,59182.0,59263.0,0.0013686593896792944,24919871.0,exact,1.0,1.0,1.0,1.0,1.0
30,baseline,30,900.0012910366058,59134.0,59241.0,0.001809449724354855,23615391.0,exact,1.0,1.0,1.0,1.0,1.0
31,baseline,31,900.0023548603058,59082.0,59169.0,0.0014725297044785213,26213904.0,exact,1.0,1.0,1.0,1.0,1.0
32,baseline,32,875.9193549156189,59175.0,59180.0,8.449514152936207e-05,24935695.0,exact,1.0,1.0,1.0,1.0,1.0
33,baseline,33,900.0018489360809,59088.0,59177.0,0.0015062279989168698,25210167.0,exact,1.0,1.0,1.0,1.0,1.0
34,baseline,34,232.1541509628296,59190.0,59195.0,8.447372867038352e-05,7309410.0,exact,1.0,1.0,1.0,1.0,1.0
35,baseline,35,900.0025398731232,59183.0,59262.0,0.001334842775797104,23927493.0,exact,1.0,1.0,1.0,1.0,1.0
36,baseline,36,900.0010929107666,59166.0,59254.0,0.00148734070243045,25589946.0,exact,1.0,1.0,1.0,1.0,1.0
37,baseline,37,622.9371509552002,59202.0,59207.0,8.445660619573663e-05,18595087.0,exact,1.0,1.0,1.0,1.0,1.0
38,baseline,38,557.924427986145,59212.0,59217.0,8.444234276835777e-05,16270407.0,exact,1.0,1.0,1.0,1.0,1.0
39,baseline,39,900.0010092258453,59143.0,59185.0,0.0007101432122144632,26304077.0,exact,1.0,1.0,1.0,1.0,1.0
40,baseline,40,900.0011250972748,59158.0,59242.99535479154,0.0014367516615088902,23949337.0,exact,1.0,1.0,1.0,1.0,1.0
41,baseline,41,900.000893831253,59170.0,59257.0,0.0014703396991718777,24299427.0,exact,1.0,1.0,1.0,1.0,1.0
42,baseline,42,900.0017001628876,59089.0,59228.0,0.002352383692396216,23229681.0,exact,1.0,1.0,1.0,1.0,1.0
43,baseline,43,127.60789799690247,59232.0,59237.0,8.44138303619665e-05,4041704.0,exact,1.0,1.0,1.0,1.0,1.0
44,baseline,44,166.38699293136597,59201.0,59206.0,8.445803280349994e-05,5151689.0,exact,1.0,1.0,1.0,1.0,1.0
45,baseline,45,900.0007989406586,59135.0,59247.0,0.001893971421324089,26922402.0,exact,1.0,1.0,1.0,1.0,1.0
46,baseline,46,900.001415014267,59152.0,59254.0,0.001724371111712199,26485728.0,exact,1.0,1.0,1.0,1.0,1.0
47,baseline,47,900.0020279884338,59123.0,59235.0,0.0018943558344468312,28222784.0,exact,1.0,1.0,1.0,1.0,1.0
48,baseline,48,900.0011022090912,59176.0,59284.0,0.0018250642152223874,28675410.0,exact,1.0,1.0,1.0,1.0,1.0
49,baseline,49,900.0012428760529,59150.0,59206.0,0.0009467455621301775,30531240.0,exact,1.0,1.0,1.0,1.0,1.0
1 Solver Instance Wallclock Time Lower Bound Upper Bound Gap Nodes Mode Relative Lower Bound Relative Upper Bound Relative Wallclock Time Relative Gap Relative Nodes
2 0 baseline 0 662.7372989654541 59162.0 59167.0 8.451370812345763e-05 18688107.0 exact 1.0 1.0 1.0 1.0 1.0
3 1 baseline 1 900.0007548332214 59137.0 59256.0 0.002012276578115224 24175550.0 exact 1.0 1.0 1.0 1.0 1.0
4 2 baseline 2 900.0016160011292 59186.0 59285.0 0.0016726928665562802 24089218.0 exact 1.0 1.0 1.0 1.0 1.0
5 3 baseline 3 900.0023140907288 59145.0 59231.0 0.0014540535970918927 24595759.0 exact 1.0 1.0 1.0 1.0 1.0
6 4 baseline 4 900.0024960041046 59142.0 59213.0 0.0012005004903452706 25467171.0 exact 1.0 1.0 1.0 1.0 1.0
7 5 baseline 5 900.002925157547 59126.0 59244.0 0.0019957379156377904 23457042.0 exact 1.0 1.0 1.0 1.0 1.0
8 6 baseline 6 900.0031039714813 59125.0 59236.97169757604 0.0018938130668251741 24240772.0 exact 1.0 1.0 1.0 1.0 1.0
9 7 baseline 7 900.002781867981 59105.0 59212.0 0.001810337534895525 24042592.0 exact 1.0 1.0 1.0 1.0 1.0
10 8 baseline 8 900.0021660327911 59169.0 59251.0 0.0013858608392908448 25512146.0 exact 1.0 1.0 1.0 1.0 1.0
11 9 baseline 9 900.0015439987183 59130.0 59256.0 0.00213089802130898 23227790.0 exact 1.0 1.0 1.0 1.0 1.0
12 10 baseline 10 900.0024099349976 59127.0 59201.0 0.0012515432881762985 25015636.0 exact 1.0 1.0 1.0 1.0 1.0
13 11 baseline 11 900.0025849342346 59198.0 59289.0 0.0015372140950707794 24558832.0 exact 1.0 1.0 1.0 1.0 1.0
14 12 baseline 12 900.0022029876709 59102.0 59224.0 0.002064227944908802 24026788.0 exact 1.0 1.0 1.0 1.0 1.0
15 13 baseline 13 900.0011007785797 59150.0 59206.0 0.0009467455621301775 24953207.0 exact 1.0 1.0 1.0 1.0 1.0
16 14 baseline 14 900.0014700889587 59169.0 59250.0 0.0013689600973482736 25494260.0 exact 1.0 1.0 1.0 1.0 1.0
17 15 baseline 15 900.0013790130615 59083.0 59196.0 0.0019125636816004605 23792716.0 exact 1.0 1.0 1.0 1.0 1.0
18 16 baseline 16 900.0020098686218 59126.0 59233.0 0.0018096945506207082 23398798.0 exact 1.0 1.0 1.0 1.0 1.0
19 17 baseline 17 900.0023510456085 59156.0 59197.0 0.0006930826965988235 25573586.0 exact 1.0 1.0 1.0 1.0 1.0
20 18 baseline 18 900.002711057663 59118.0 59211.0 0.0015731249365675429 24489136.0 exact 1.0 1.0 1.0 1.0 1.0
21 19 baseline 19 724.1934628486633 59159.0 59164.0 8.451799388089724e-05 20931760.0 exact 1.0 1.0 1.0 1.0 1.0
22 20 baseline 20 900.0011439323425 59068.0 59191.0 0.0020823457709758246 23411794.0 exact 1.0 1.0 1.0 1.0 1.0
23 21 baseline 21 380.06568694114685 59175.0 59180.0 8.449514152936207e-05 11618526.0 exact 1.0 1.0 1.0 1.0 1.0
24 22 baseline 22 900.0016028881073 59121.0 59154.94711904252 0.0005741973079365614 26352886.0 exact 1.0 1.0 1.0 1.0 1.0
25 23 baseline 23 230.25152111053467 59193.0 59198.0 8.44694474008751e-05 6776049.0 exact 1.0 1.0 1.0 1.0 1.0
26 24 baseline 24 900.0010840892792 59162.0 59240.0 0.001318413846725939 24727727.0 exact 1.0 1.0 1.0 1.0 1.0
27 25 baseline 25 900.0015320777893 59096.0 59210.0 0.001929064572898335 23438919.0 exact 1.0 1.0 1.0 1.0 1.0
28 26 baseline 26 900.0015478134155 59089.0 59203.0 0.001929293100238623 23826788.0 exact 1.0 1.0 1.0 1.0 1.0
29 27 baseline 27 900.0010070800781 59153.0 59249.0 0.0016229100806383447 24336831.0 exact 1.0 1.0 1.0 1.0 1.0
30 28 baseline 28 900.001277923584 59112.0 59208.0 0.0016240357287860333 25111591.0 exact 1.0 1.0 1.0 1.0 1.0
31 29 baseline 29 900.0012440681458 59182.0 59263.0 0.0013686593896792944 24919871.0 exact 1.0 1.0 1.0 1.0 1.0
32 30 baseline 30 900.0012910366058 59134.0 59241.0 0.001809449724354855 23615391.0 exact 1.0 1.0 1.0 1.0 1.0
33 31 baseline 31 900.0023548603058 59082.0 59169.0 0.0014725297044785213 26213904.0 exact 1.0 1.0 1.0 1.0 1.0
34 32 baseline 32 875.9193549156189 59175.0 59180.0 8.449514152936207e-05 24935695.0 exact 1.0 1.0 1.0 1.0 1.0
35 33 baseline 33 900.0018489360809 59088.0 59177.0 0.0015062279989168698 25210167.0 exact 1.0 1.0 1.0 1.0 1.0
36 34 baseline 34 232.1541509628296 59190.0 59195.0 8.447372867038352e-05 7309410.0 exact 1.0 1.0 1.0 1.0 1.0
37 35 baseline 35 900.0025398731232 59183.0 59262.0 0.001334842775797104 23927493.0 exact 1.0 1.0 1.0 1.0 1.0
38 36 baseline 36 900.0010929107666 59166.0 59254.0 0.00148734070243045 25589946.0 exact 1.0 1.0 1.0 1.0 1.0
39 37 baseline 37 622.9371509552002 59202.0 59207.0 8.445660619573663e-05 18595087.0 exact 1.0 1.0 1.0 1.0 1.0
40 38 baseline 38 557.924427986145 59212.0 59217.0 8.444234276835777e-05 16270407.0 exact 1.0 1.0 1.0 1.0 1.0
41 39 baseline 39 900.0010092258453 59143.0 59185.0 0.0007101432122144632 26304077.0 exact 1.0 1.0 1.0 1.0 1.0
42 40 baseline 40 900.0011250972748 59158.0 59242.99535479154 0.0014367516615088902 23949337.0 exact 1.0 1.0 1.0 1.0 1.0
43 41 baseline 41 900.000893831253 59170.0 59257.0 0.0014703396991718777 24299427.0 exact 1.0 1.0 1.0 1.0 1.0
44 42 baseline 42 900.0017001628876 59089.0 59228.0 0.002352383692396216 23229681.0 exact 1.0 1.0 1.0 1.0 1.0
45 43 baseline 43 127.60789799690247 59232.0 59237.0 8.44138303619665e-05 4041704.0 exact 1.0 1.0 1.0 1.0 1.0
46 44 baseline 44 166.38699293136597 59201.0 59206.0 8.445803280349994e-05 5151689.0 exact 1.0 1.0 1.0 1.0 1.0
47 45 baseline 45 900.0007989406586 59135.0 59247.0 0.001893971421324089 26922402.0 exact 1.0 1.0 1.0 1.0 1.0
48 46 baseline 46 900.001415014267 59152.0 59254.0 0.001724371111712199 26485728.0 exact 1.0 1.0 1.0 1.0 1.0
49 47 baseline 47 900.0020279884338 59123.0 59235.0 0.0018943558344468312 28222784.0 exact 1.0 1.0 1.0 1.0 1.0
50 48 baseline 48 900.0011022090912 59176.0 59284.0 0.0018250642152223874 28675410.0 exact 1.0 1.0 1.0 1.0 1.0
51 49 baseline 49 900.0012428760529 59150.0 59206.0 0.0009467455621301775 30531240.0 exact 1.0 1.0 1.0 1.0 1.0

151
benchmark/knapsack/ChallengeA/benchmark_ml.csv
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,Solver,Instance,Wallclock Time,Lower Bound,Upper Bound,Gap,Nodes,Mode,Relative Lower Bound,Relative Upper Bound,Relative Wallclock Time,Relative Gap,Relative Nodes
0,baseline,0,662.7372989654541,59162.0,59167.0,8.451370812345763e-05,18688107.0,exact,1.0,1.0004734608295711,8.24056340052232,1.0,5.021790706354566
1,baseline,1,900.0007548332214,59137.0,59256.0,0.002012276578115224,24175550.0,exact,0.9998140258335024,1.0019275641675967,4.993385989449955,23.8,2.8587779277329206
2,baseline,2,900.0016160011293,59186.0,59285.0,0.0016726928665562802,24089218.0,exact,1.0,1.0015880792688077,6.423201244853467,19.8,3.8892212441359084
3,baseline,3,900.0023140907288,59145.0,59231.0,0.0014540535970918927,24595759.0,exact,1.0,1.0013693998309383,10.818053497641843,17.2,7.003043147607749
4,baseline,4,900.0024960041046,59142.0,59213.0,0.0012005004903452704,25467171.0,exact,1.0,1.0011327900449734,10.658841862319106,17.749999999999996,6.900425045120571
5,baseline,5,900.002925157547,59126.0,59244.0,0.0019957379156377904,23457042.0,exact,1.0,1.0020974289580513,11.640217537235461,23.595609376585596,6.210826151987437
6,baseline,6,900.0031039714813,59125.0,59236.97169757604,0.001893813066825174,24240772.0,exact,1.0,1.0018090934817527,5.121599930210644,22.394339515207683,2.997538733050967
7,baseline,7,900.002781867981,59105.0,59212.0,0.001810337534895525,24042592.0,exact,1.0,1.001725596345796,4.327836971922191,21.400000000000002,2.5321558603504406
8,baseline,8,900.0021660327911,59169.0,59251.0,0.0013858608392908448,25512146.0,exact,1.0,1.001301247169365,9.974687380609685,16.4,6.491243791727731
9,baseline,9,900.0015439987183,59130.0,59256.0,0.00213089802130898,23227790.0,exact,1.0,1.0021478462345041,6.707523295315465,25.197442922374428,3.6079997415289373
10,baseline,10,900.0024099349976,59127.0,59201.0,0.0012515432881762985,25015636.0,exact,1.0,1.0011668808766827,12.967000721437445,14.8,8.304405920593773
11,baseline,11,900.0025849342346,59198.0,59289.0,0.0015372140950707794,24558832.0,exact,1.0,1.0017741281427412,4.832665619009983,18.19415858643873,3.0010133789730644
12,baseline,12,900.0022029876709,59102.0,59224.0,0.002064227944908802,24026788.0,exact,1.0,1.0019794609775492,5.374176210382269,24.400000000000002,2.9878278547301225
13,baseline,13,900.0011007785797,59150.0,59206.0,0.0009467455621301775,24953207.0,exact,1.0,1.0008621418307835,11.635403359432718,11.2,7.550357589811989
14,baseline,14,900.0014700889587,59169.0,59250.0,0.0013689600973482733,25494260.0,exact,1.0,1.0014535866405248,11.415744726455014,16.197262079805302,7.11231988876617
15,baseline,15,900.0013790130615,59083.0,59196.0,0.0019125636816004605,23792716.0,exact,1.0,1.0018277822908204,7.00278363514675,22.6,3.9955739669454795
16,baseline,16,900.0020098686218,59126.0,59233.0,0.0018096945506207078,23398798.0,exact,1.0,1.001724983511187,10.004008035629374,21.39999999999999,5.838894625495521
17,baseline,17,900.0023510456085,59156.0,59197.0,0.0006930826965988236,25573586.0,exact,1.0,1.0006930826965987,10.766823251438453,10.249306917303404,7.247469055209355
18,baseline,18,900.002711057663,59118.0,59211.0,0.0015731249365675427,24489136.0,exact,1.0,1.001505361794256,20.92492767473306,23.249999999999996,12.911968272028759
19,baseline,19,724.1934628486632,59159.0,59164.0,8.451799388089724e-05,20931760.0,exact,1.0,1.0000005221863417,15.470961784565928,1.0062173397822212,10.591789902465559
20,baseline,20,900.0011439323425,59068.0,59191.0,0.0020823457709758246,23411794.0,exact,1.0,1.0020823457709758,4.918028875786363,24.597917654229025,2.6615039039030846
21,baseline,21,380.06568694114685,59175.0,59180.0,8.449514152936208e-05,11618526.0,exact,1.0,1.0000168978860744,7.919828298356752,1.2500000000000002,5.819928018093155
22,baseline,22,900.0016028881073,59121.0,59154.94711904253,0.0005741973079365614,26352886.0,exact,1.0,1.0004895835849292,12.802476483072159,6.789423808503489,8.910205446497793
23,baseline,23,230.2515211105347,59193.0,59198.0,8.44694474008751e-05,6776049.0,exact,1.0,1.0000506799560773,9.78740127403808,2.5,6.593321682880646
24,baseline,24,900.0010840892792,59162.0,59240.0,0.001318413846725939,24727727.0,exact,1.0,1.0015046237595306,7.770410032372326,15.595781075690478,4.794053315238465
25,baseline,25,900.0015320777893,59096.0,59210.0,0.0019290645728983352,23438919.0,exact,1.0,1.0018443004348487,4.2755794007345695,22.800000000000004,2.430121857984345
26,baseline,26,900.0015478134155,59089.0,59203.0,0.001929293100238623,23826788.0,exact,1.0,1.0018784268598118,8.530928147165179,22.799228282759906,5.011843048217148
27,baseline,27,900.0010070800781,59153.0,59249.0,0.0016229100806383447,24336831.0,exact,1.0,1.00155518366381,10.423236857875487,24.0,6.308787984678588
28,baseline,28,900.001277923584,59112.0,59208.0,0.0016240357287860333,25111591.0,exact,1.0,1.001759610178668,4.24772722090385,19.195777507105156,2.51698592241038
29,baseline,29,900.0012440681458,59182.0,59263.0,0.0013686593896792946,24919871.0,exact,1.0,1.0012840657576834,8.059220760590607,16.200000000000003,5.036832737480212
30,baseline,30,900.0012910366057,59134.0,59241.0,0.001809449724354855,23615391.0,exact,1.0,1.001741688930975,10.270593022832227,26.75,5.93002733819128
31,baseline,31,900.0023548603058,59082.0,59169.0,0.0014725297044785213,26213904.0,exact,1.0,1.0013877841149492,9.233104613426313,17.4,6.46848815130208
32,baseline,32,875.9193549156189,59175.0,59180.0,8.449514152936208e-05,24935695.0,exact,1.0,1.0,15.987594126158756,1.0000000000000002,10.566626155685903
33,baseline,33,900.0018489360809,59088.0,59177.0,0.0015062279989168698,25210167.0,exact,1.0,1.0017435758540136,5.976698536074014,17.794276333604117,3.7206591588857045
34,baseline,34,232.1541509628296,59190.0,59195.0,8.447372867038352e-05,7309410.0,exact,1.0,1.0000004582681972,7.491532555121356,1.0054550306131191,5.486824178505076
35,baseline,35,900.0025398731233,59183.0,59262.0,0.001334842775797104,23927493.0,exact,1.0,1.0012502534297494,9.740123405548385,15.800000000000002,5.589212880222508
36,baseline,36,900.0010929107666,59166.0,59254.0,0.00148734070243045,25589946.0,exact,1.0,1.001402714167413,8.189434772332733,17.599999999999998,5.231226419568548
37,baseline,37,622.9371509552003,59202.0,59207.0,8.445660619573664e-05,18595087.0,exact,1.0,1.0007944557133197,5.843025914211684,1.0000000000000002,3.7958181894266696
38,baseline,38,557.924427986145,59212.0,59217.0,8.444234276835778e-05,16270407.0,exact,1.0,1.0,11.210883533380606,1.0000000000000002,7.713703594486476
39,baseline,39,900.0010092258452,59143.0,59185.0,0.0007101432122144633,26304077.0,exact,1.0,1.0006593852500592,19.245967989620727,14.000000000000002,12.92696707623566
40,baseline,40,900.0011250972748,59158.0,59242.995354791536,0.0014367516615088902,23949337.0,exact,1.0,1.0013521179587164,12.329886161660973,16.999070958308586,7.621973085892945
41,baseline,41,900.000893831253,59170.0,59257.0,0.0014703396991718775,24299427.0,exact,1.0,1.0013857203210816,9.121483372078062,17.4,5.546807599990412
42,baseline,42,900.0017001628876,59089.0,59228.0,0.002352383692396216,23229681.0,exact,1.0,1.002267573696145,6.27161596269632,27.799999999999997,3.0741917332088993
43,baseline,43,127.60789799690248,59232.0,59237.0,8.44138303619665e-05,4041704.0,exact,1.0,1.0,7.154743066653622,1.0,5.706695056329854
44,baseline,44,166.38699293136597,59201.0,59206.0,8.445803280349994e-05,5151689.0,exact,1.0,1.0000337815012499,8.967006538543707,1.6666666666666667,8.06421866121506
45,baseline,45,900.0007989406586,59135.0,59247.0,0.001893971421324089,26922402.0,exact,1.0,1.0020634249471458,4.643201205090089,22.394318085736028,2.4893172787310425
46,baseline,46,900.001415014267,59152.0,59254.0,0.001724371111712199,26485728.0,exact,1.0,1.001639704515104,10.462304857340868,20.4,5.688371299868259
47,baseline,47,900.0020279884337,59123.0,59235.0,0.0018943558344468312,28222784.0,exact,1.0,1.0018435206169876,10.311550532796153,22.39924225766622,6.2834295235506294
48,baseline,48,900.0011022090912,59176.0,59284.0,0.0018250642152223876,28675410.0,exact,0.9998817227920179,1.0016219503953505,8.789729840090889,21.602555089901312,5.076827636243375
49,baseline,49,900.0012428760529,59150.0,59206.0,0.0009467455621301775,30531240.0,exact,1.0,1.0011329241279021,14.57737192393531,13.99644970414201,9.844566635787432
50,ml-exact,0,688.3145689964294,59162.0,59167.0,8.451370812345763e-05,19372651.0,exact,1.0,1.0004734608295711,8.558594565557922,1.0,5.205738534633309
51,ml-exact,1,900.0030159950256,59148.0,59261.0,0.0019104618922026104,23234502.0,exact,1.0,1.002012106455649,4.993398534832403,22.595796983837154,2.747498256687703
52,ml-exact,2,900.0017671585083,59186.0,59272.0,0.0014530463285236373,24778548.0,exact,1.0,1.0013684512848238,6.423202323645158,17.2,4.000514059046721
53,ml-exact,3,900.0023939609528,59145.0,59236.0,0.001538591596922817,23640467.0,exact,1.0,1.0014539306847,10.818054457684216,18.2,6.731047024432022
54,ml-exact,4,900.0013728141785,59142.0,59232.0,0.0015217611849447095,24652247.0,exact,1.0,1.001454029012951,10.658828560240659,22.500000000000004,6.6796183454101925
55,ml-exact,5,900.0034329891205,59126.0,59239.0,0.001911172749720935,23522114.0,exact,1.0,1.002012855209743,11.640224105291876,22.595795419950615,6.228055557100073
56,ml-exact,6,900.002799987793,59125.0,59239.0,0.0019281183932346724,23569758.0,exact,1.0,1.0018433959073227,5.121598200346791,22.800000000000004,2.914563221568929
57,ml-exact,7,900.002200126648,59105.0,59212.0,0.001810337534895525,24075549.0,exact,1.0,1.001725596345796,4.327834174506783,21.400000000000002,2.5356268779798863
58,ml-exact,8,900.0022239685059,59169.0,59252.0,0.0014027615812334162,24905690.0,exact,1.0,1.0013181464832528,9.974688022708854,16.6,6.3369387111219675
59,ml-exact,9,900.003427028656,59130.0,59251.0,0.0020463385760189413,23893376.0,exact,1.0,1.00206328535913,6.707537329143804,24.197544393708778,3.7113859920489083
60,ml-exact,10,900.0009210109711,59127.0,59203.0,0.0012853687824513336,24863140.0,exact,1.0,1.0012007035107895,12.966979269407192,15.2,8.253782035385862
61,ml-exact,11,900.0009968280792,59198.0,59269.0,0.0011993648434068718,25709342.0,exact,1.0,1.0014361989726954,4.8326570914944575,14.195442413595051,3.141602145679979
62,ml-exact,12,900.0036079883575,59102.0,59225.0,0.002081147846096579,23773882.0,exact,1.0,1.0019963794474427,5.374184600052028,24.6,2.9563779750612973
63,ml-exact,13,900.0016438961029,59150.0,59207.0,0.0009636517328825021,25793375.0,exact,1.0,1.0008790465725637,11.63541038097019,11.4,7.804576169232147
64,ml-exact,14,900.0037429332733,59169.0,59264.0,0.0016055704845442714,24828279.0,exact,1.0,1.001690217023866,11.4157735555307,18.99678885903091,6.9265263057462905
65,ml-exact,15,900.0010781288147,59083.0,59192.0,0.001844862312340267,24001071.0,exact,1.0,1.0017600866504197,7.002781294008916,21.799999999999997,4.03056357527279
66,ml-exact,16,900.003424167633,59126.0,59231.0,0.001775868484253966,23278694.0,exact,1.0,1.0016911603050853,10.004023756326125,21.0,5.808924085978896
67,ml-exact,17,900.0018711090088,59156.0,59189.0,0.0005578470484819798,26430086.0,exact,1.0,1.000557847048482,10.766817509906183,8.249442152951518,7.490198301150335
68,ml-exact,18,900.0020909309387,59118.0,59207.0,0.00150546364897324,24853757.0,exact,1.0,1.0014377050844017,20.924913256879982,22.25,13.104215756109674
69,ml-exact,19,735.9250810146332,59159.0,59164.0,8.451799388089724e-05,21528049.0,exact,1.0,1.0000005221863417,15.721584616209423,1.0062173397822212,10.893521233665195
70,ml-exact,20,900.00168800354,59068.0,59189.0,0.0020484864901469495,24139737.0,exact,1.0,1.0020484864901469,4.918031848846873,24.197951513509857,2.7442580549228195
71,ml-exact,21,422.6733708381653,59175.0,59180.0,8.449514152936207e-05,12565443.0,exact,1.0,1.0000168978860744,8.807689403027585,1.25,6.294255723613522
72,ml-exact,22,900.0017290115356,59121.0,59161.96612870166,0.0006929200910278412,26541785.0,exact,1.0,1.0006082963282086,12.802478277171435,8.1932257403314,8.974074310751902
73,ml-exact,23,233.35001611709595,59193.0,59198.0,8.44694474008751e-05,6863757.0,exact,1.0,1.0000506799560773,9.919110345181457,2.5,6.678664492261466
74,ml-exact,24,900.0023059844971,59162.0,59243.0,0.0013691220716000134,25719403.0,exact,1.0,1.0015553414143463,7.770420581945018,16.195618809370877,4.9863131058549826
75,ml-exact,25,900.0009150505066,59096.0,59214.0,0.0019967510491403816,23655105.0,exact,1.0,1.0019119811847514,4.275576469462738,23.6,2.4525357894455273
76,ml-exact,26,900.0014140605927,59089.0,59206.0,0.0019800639712975344,23016733.0,exact,1.0,1.0019291951533202,8.53092687934989,23.399207974411485,4.841452120139745
77,ml-exact,27,900.0011689662933,59153.0,59250.0,0.0016398153939783274,24005753.0,exact,1.0,1.0015720878340686,10.42323873273824,24.25,6.2229632974630915
78,ml-exact,28,900.0011699199677,59112.0,59217.0,0.001776289078359724,24225157.0,exact,1.0,1.0019118841364374,4.24772671116024,20.995381648396265,2.428136836777139
79,ml-exact,29,900.0013461112976,59182.0,59264.0,0.0013855564191815079,25392388.0,exact,1.0,1.001300961359758,8.059221674354108,16.4,5.1323384122333415
80,ml-exact,30,900.0017020702362,59134.0,59244.0,0.0018601819596171408,23434918.0,exact,1.0,1.0017924177347899,10.270597713446762,27.5,5.884709019142258
81,ml-exact,31,900.0009567737579,59082.0,59151.0,0.0011678683863105513,25773202.0,exact,1.0,1.0010831485775213,9.23309027048678,13.799999999999999,6.359741447062409
82,ml-exact,32,868.0149350166321,59175.0,59180.0,8.449514152936207e-05,25540967.0,exact,1.0,1.0,15.843319820038522,1.0,10.823113209546014
83,ml-exact,33,900.0023119449615,59088.0,59168.0,0.0013539128080151638,25040459.0,exact,1.0,1.0015912245657987,5.976701610806029,15.994855131329542,3.69561269154036
84,ml-exact,34,262.6363501548767,59190.0,59195.0,8.447372867038352e-05,7849114.0,exact,1.0,1.0000004582681972,8.47518236991824,1.0054550306131191,5.891954135154916
85,ml-exact,35,900.0022959709167,59183.0,59264.0,0.0013686362637919673,24384916.0,exact,1.0,1.0012840440629858,9.740120765958512,16.2,5.696062123614201
86,ml-exact,36,900.0011420249939,59166.0,59257.0,0.0015380454991042152,24162289.0,exact,1.0,1.0014534146794882,8.189435219240814,18.2,4.939377542025706
87,ml-exact,37,654.3477861881256,59202.0,59207.0,8.445660619573663e-05,19063867.0,exact,1.0,1.0007944557133197,6.137651391864456,1.0,3.891510328476056
88,ml-exact,38,533.8162980079651,59212.0,59217.0,8.444234276835777e-05,15587617.0,exact,1.0,1.0,10.726456926772716,1.0,7.389996899424734
89,ml-exact,39,900.0026030540466,59143.0,59182.0,0.0006594186970562873,26584736.0,exact,1.0,1.000608663307747,19.246002072656445,13.0,13.064895111218574
90,ml-exact,40,900.0011110305786,59158.0,59225.0,0.0011325602623482875,26043597.0,exact,1.0,1.0010479522674645,12.329885968949256,13.399999999999999,8.288479776865733
91,ml-exact,41,900.0014500617981,59170.0,59241.0,0.0011999323981747507,25600213.0,exact,1.0,1.0011153358681877,9.121489009458761,14.200000000000001,5.843736810327806
92,ml-exact,42,900.0024211406708,59089.0,59220.0,0.002216994702905786,23418236.0,exact,1.0,1.0021321961620469,6.271620986793244,26.199999999999996,3.0991449050692967
93,ml-exact,43,137.64503812789917,59232.0,59237.0,8.44138303619665e-05,4233463.0,exact,1.0,1.0,7.717507283356123,1.0,5.97744970271335
94,ml-exact,44,156.3585011959076,59201.0,59206.0,8.445803280349994e-05,4787762.0,exact,1.0,1.0000337815012499,8.426546317589533,1.6666666666666667,7.494543957497499
95,ml-exact,45,900.0022501945496,59135.0,59254.0,0.0020123446351568443,27046693.0,exact,1.0,1.0021818181818183,4.64320869226546,23.793962966094526,2.500809556941982
96,ml-exact,46,900.0008149147034,59152.0,59252.0,0.0016905599134433324,27848476.0,exact,1.0,1.0016058961745862,10.462297881324526,20.0,5.981050308432905
97,ml-exact,47,900.001188993454,59123.0,59237.0,0.0019281836172048102,27600532.0,exact,1.0,1.0018773466833542,10.311540920218778,22.799228726553117,6.144893346967609
98,ml-exact,48,900.0019118785858,59183.0,59291.0,0.001824848351722623,28143324.0,exact,1.0,1.001740217611678,8.789737747610225,21.6,4.982624661999652
99,ml-exact,49,900.0009059906006,59150.0,59206.0,0.0009467455621301775,28164567.0,exact,1.0,1.0011329241279021,14.577366467382253,13.99644970414201,9.081450887667835
100,ml-heuristic,0,80.42378497123718,59134.0,59139.0,8.455372543714276e-05,3721403.0,heuristic,0.9995267232345086,1.0,1.0,1.000473500862448,1.0
101,ml-heuristic,1,180.2385709285736,59137.0,59142.0,8.454943605526151e-05,8456603.0,heuristic,0.9998140258335024,1.0,1.0,1.0,1.0
102,ml-heuristic,2,140.11730003356934,59186.0,59191.0,8.447943770486263e-05,6193841.0,heuristic,1.0,1.0,1.0,1.0,1.0
103,ml-heuristic,3,83.19447803497314,59145.0,59150.0,8.453799983092401e-05,3512153.0,heuristic,1.0,1.0,1.0,1.0,1.0
104,ml-heuristic,4,84.43717503547668,59142.0,59146.0,6.763383044198708e-05,3690667.0,heuristic,1.0,1.0,1.0,1.0,1.0
105,ml-heuristic,5,77.31839394569397,59115.0,59120.0,8.45809016324114e-05,3776799.0,heuristic,0.999813956634983,1.0,1.0,1.0,1.0
106,ml-heuristic,6,175.72694396972656,59125.0,59130.0,8.456659619450317e-05,8086892.0,heuristic,1.0,1.0,1.0,1.0,1.0
107,ml-heuristic,7,207.95672011375427,59105.0,59110.0,8.459521191100583e-05,9494910.0,heuristic,1.0,1.0,1.0,1.0,1.0
108,ml-heuristic,8,90.22860884666443,59169.0,59174.0,8.45037097128564e-05,3930240.0,heuristic,1.0,1.0,1.0,1.0,1.0
109,ml-heuristic,9,134.17792296409607,59124.0,59129.0,8.456802652053312e-05,6437858.0,heuristic,0.999898528665652,1.0,1.0,1.0,1.0
110,ml-heuristic,10,69.40713810920715,59127.0,59132.0,8.456373568758774e-05,3012333.0,heuristic,1.0,1.0,1.0,1.0,1.0
111,ml-heuristic,11,186.23315906524658,59179.0,59184.0,8.448943037226044e-05,8183513.0,heuristic,0.9996790432109193,1.0,1.0,1.0,1.0
112,ml-heuristic,12,167.46793699264526,59102.0,59107.0,8.459950593888532e-05,8041557.0,heuristic,1.0,1.0,1.0,1.0,1.0
113,ml-heuristic,13,77.35022783279419,59150.0,59155.0,8.4530853761623e-05,3304904.0,heuristic,1.0,1.0,1.0,1.0,1.0
114,ml-heuristic,14,78.83861207962036,59159.0,59164.0,8.451799388089724e-05,3584521.0,heuristic,0.9998309925805743,1.0,1.0,1.0,1.0
115,ml-heuristic,15,128.52051782608032,59083.0,59088.0,8.462671157524161e-05,5954768.0,heuristic,1.0,1.0,1.0,1.0,1.0
116,ml-heuristic,16,89.96414303779602,59126.0,59131.0,8.456516591685553e-05,4007402.0,heuristic,1.0,1.0,1.0,1.0,1.0
117,ml-heuristic,17,83.59033393859863,59152.0,59156.0,6.76223965377333e-05,3528623.0,heuristic,0.9999323821759416,1.0,1.0,1.0,1.0
118,ml-heuristic,18,43.01103091239929,59118.0,59122.0,6.766128759430292e-05,1896623.0,heuristic,1.0,1.0,1.0,1.0,1.0
119,ml-heuristic,19,46.80985403060913,59159.0,59163.96910538342,8.399576367784492e-05,1976225.0,heuristic,1.0,1.0,1.0,1.0,1.0
120,ml-heuristic,20,183.00037813186646,59063.0,59068.0,8.465536799688468e-05,8796453.0,heuristic,0.9999153517979278,1.0,1.0,1.0,1.0
121,ml-heuristic,21,47.98913216590881,59175.0,59179.0,6.759611322348965e-05,1996335.0,heuristic,1.0,1.0,1.0,1.0,1.0
122,ml-heuristic,22,70.29902410507202,59121.0,59126.0,8.457231778894132e-05,2957607.0,heuristic,1.0,1.0,1.0,1.0,1.0
123,ml-heuristic,23,23.525296926498413,59193.0,59195.0,3.378777896035004e-05,1027714.0,heuristic,1.0,1.0,1.0,1.0,1.0
124,ml-heuristic,24,115.82414317131042,59146.0,59151.0,8.453657052040713e-05,5158000.0,heuristic,0.9997295561340049,1.0,1.0,1.0,1.0
125,ml-heuristic,25,210.498144865036,59096.0,59101.0,8.460809530255854e-05,9645162.0,heuristic,1.0,1.0,1.0,1.0,1.0
126,ml-heuristic,26,105.49866700172424,59087.0,59092.0,8.462098261885016e-05,4754097.0,heuristic,0.9999661527526273,1.0,1.0,1.0,1.0
127,ml-heuristic,27,86.34563517570496,59153.0,59157.0,6.762125335993103e-05,3857608.0,heuristic,1.0,1.0,1.0,1.0,1.0
128,ml-heuristic,28,211.8783130645752,59099.0,59104.0,8.46038004027141e-05,9976850.0,heuristic,0.9997800784950602,1.0,1.0,1.0,1.0
129,ml-heuristic,29,111.67348194122314,59182.0,59187.0,8.448514751106756e-05,4947528.0,heuristic,1.0,1.0,1.0,1.0,1.0
130,ml-heuristic,30,87.62895083427429,59134.0,59138.0,6.764298034971421e-05,3982341.0,heuristic,1.0,1.0,1.0,1.0,1.0
131,ml-heuristic,31,97.47559380531311,59082.0,59087.0,8.46281439355472e-05,4052555.0,heuristic,1.0,1.0,1.0,1.0,1.0
132,ml-heuristic,32,54.787440061569214,59175.0,59180.0,8.449514152936207e-05,2359854.0,heuristic,1.0,1.0,1.0,1.0,1.0
133,ml-heuristic,33,150.5851171016693,59069.0,59074.0,8.464676903282602e-05,6775726.0,heuristic,0.9996784457080964,1.0,1.0,1.0,1.0
134,ml-heuristic,34,30.98887300491333,59190.0,59194.972872826496,8.401542197155456e-05,1332175.0,heuristic,1.0,1.0,1.0,1.0,1.0
135,ml-heuristic,35,92.40155410766602,59183.0,59188.0,8.448371998715847e-05,4281013.0,heuristic,1.0,1.0,1.0,1.0,1.0
136,ml-heuristic,36,109.89782786369324,59166.0,59171.0,8.450799445627557e-05,4891768.0,heuristic,1.0,1.0,1.0,1.0,1.0
137,ml-heuristic,37,106.61208081245422,59155.0,59160.0,8.452370890034655e-05,4898835.0,heuristic,0.9992061079017601,1.0,1.0,1.0007945228636634,1.0
138,ml-heuristic,38,49.7663209438324,59212.0,59217.0,8.444234276835777e-05,2109286.0,heuristic,1.0,1.0,1.0,1.0,1.0
139,ml-heuristic,39,46.76309394836426,59143.0,59146.0,5.072451515817595e-05,2034822.0,heuristic,1.0,1.0,1.0,1.0,1.0
140,ml-heuristic,40,72.99346590042114,59158.0,59163.0,8.451942256330505e-05,3142144.0,heuristic,1.0,1.0,1.0,1.0,1.0
141,ml-heuristic,41,98.66826009750366,59170.0,59175.0,8.450228156160216e-05,4380795.0,heuristic,1.0,1.0,1.0,1.0,1.0
142,ml-heuristic,42,143.50395584106445,59089.0,59094.0,8.461811843151856e-05,7556354.0,heuristic,1.0,1.0,1.0,1.0,1.0
143,ml-heuristic,43,17.835427045822144,59232.0,59237.0,8.44138303619665e-05,708239.0,heuristic,1.0,1.0,1.0,1.0,1.0
144,ml-heuristic,44,18.555466890335083,59201.0,59204.0,5.067481968209996e-05,638833.0,heuristic,1.0,1.0,1.0,1.0,1.0
145,ml-heuristic,45,193.83196187019348,59120.0,59125.0,8.457374830852504e-05,10815175.0,heuristic,0.9997463431132155,1.0,1.0,1.0,1.0
146,ml-heuristic,46,86.02324509620667,59152.0,59157.0,8.452799567216662e-05,4656118.0,heuristic,1.0,1.0,1.0,1.0,1.0
147,ml-heuristic,47,87.28095984458923,59121.0,59126.0,8.457231778894132e-05,4491621.0,heuristic,0.999966172217242,1.0,1.0,1.0,1.0
148,ml-heuristic,48,102.39235091209412,59183.0,59188.0,8.448371998715847e-05,5648293.0,heuristic,1.0,1.0,1.0,1.0,1.0
149,ml-heuristic,49,61.73960900306702,59135.0,59139.0,6.764183647586032e-05,3101329.0,heuristic,0.9997464074387151,1.0,1.0,1.0,1.0
1 Solver Instance Wallclock Time Lower Bound Upper Bound Gap Nodes Mode Relative Lower Bound Relative Upper Bound Relative Wallclock Time Relative Gap Relative Nodes
2 0 baseline 0 662.7372989654541 59162.0 59167.0 8.451370812345763e-05 18688107.0 exact 1.0 1.0004734608295711 8.24056340052232 1.0 5.021790706354566
3 1 baseline 1 900.0007548332214 59137.0 59256.0 0.002012276578115224 24175550.0 exact 0.9998140258335024 1.0019275641675967 4.993385989449955 23.8 2.8587779277329206
4 2 baseline 2 900.0016160011293 59186.0 59285.0 0.0016726928665562802 24089218.0 exact 1.0 1.0015880792688077 6.423201244853467 19.8 3.8892212441359084
5 3 baseline 3 900.0023140907288 59145.0 59231.0 0.0014540535970918927 24595759.0 exact 1.0 1.0013693998309383 10.818053497641843 17.2 7.003043147607749
6 4 baseline 4 900.0024960041046 59142.0 59213.0 0.0012005004903452704 25467171.0 exact 1.0 1.0011327900449734 10.658841862319106 17.749999999999996 6.900425045120571
7 5 baseline 5 900.002925157547 59126.0 59244.0 0.0019957379156377904 23457042.0 exact 1.0 1.0020974289580513 11.640217537235461 23.595609376585596 6.210826151987437
8 6 baseline 6 900.0031039714813 59125.0 59236.97169757604 0.001893813066825174 24240772.0 exact 1.0 1.0018090934817527 5.121599930210644 22.394339515207683 2.997538733050967
9 7 baseline 7 900.002781867981 59105.0 59212.0 0.001810337534895525 24042592.0 exact 1.0 1.001725596345796 4.327836971922191 21.400000000000002 2.5321558603504406
10 8 baseline 8 900.0021660327911 59169.0 59251.0 0.0013858608392908448 25512146.0 exact 1.0 1.001301247169365 9.974687380609685 16.4 6.491243791727731
11 9 baseline 9 900.0015439987183 59130.0 59256.0 0.00213089802130898 23227790.0 exact 1.0 1.0021478462345041 6.707523295315465 25.197442922374428 3.6079997415289373
12 10 baseline 10 900.0024099349976 59127.0 59201.0 0.0012515432881762985 25015636.0 exact 1.0 1.0011668808766827 12.967000721437445 14.8 8.304405920593773
13 11 baseline 11 900.0025849342346 59198.0 59289.0 0.0015372140950707794 24558832.0 exact 1.0 1.0017741281427412 4.832665619009983 18.19415858643873 3.0010133789730644
14 12 baseline 12 900.0022029876709 59102.0 59224.0 0.002064227944908802 24026788.0 exact 1.0 1.0019794609775492 5.374176210382269 24.400000000000002 2.9878278547301225
15 13 baseline 13 900.0011007785797 59150.0 59206.0 0.0009467455621301775 24953207.0 exact 1.0 1.0008621418307835 11.635403359432718 11.2 7.550357589811989
16 14 baseline 14 900.0014700889587 59169.0 59250.0 0.0013689600973482733 25494260.0 exact 1.0 1.0014535866405248 11.415744726455014 16.197262079805302 7.11231988876617
17 15 baseline 15 900.0013790130615 59083.0 59196.0 0.0019125636816004605 23792716.0 exact 1.0 1.0018277822908204 7.00278363514675 22.6 3.9955739669454795
18 16 baseline 16 900.0020098686218 59126.0 59233.0 0.0018096945506207078 23398798.0 exact 1.0 1.001724983511187 10.004008035629374 21.39999999999999 5.838894625495521
19 17 baseline 17 900.0023510456085 59156.0 59197.0 0.0006930826965988236 25573586.0 exact 1.0 1.0006930826965987 10.766823251438453 10.249306917303404 7.247469055209355
20 18 baseline 18 900.002711057663 59118.0 59211.0 0.0015731249365675427 24489136.0 exact 1.0 1.001505361794256 20.92492767473306 23.249999999999996 12.911968272028759
21 19 baseline 19 724.1934628486632 59159.0 59164.0 8.451799388089724e-05 20931760.0 exact 1.0 1.0000005221863417 15.470961784565928 1.0062173397822212 10.591789902465559
22 20 baseline 20 900.0011439323425 59068.0 59191.0 0.0020823457709758246 23411794.0 exact 1.0 1.0020823457709758 4.918028875786363 24.597917654229025 2.6615039039030846
23 21 baseline 21 380.06568694114685 59175.0 59180.0 8.449514152936208e-05 11618526.0 exact 1.0 1.0000168978860744 7.919828298356752 1.2500000000000002 5.819928018093155
24 22 baseline 22 900.0016028881073 59121.0 59154.94711904253 0.0005741973079365614 26352886.0 exact 1.0 1.0004895835849292 12.802476483072159 6.789423808503489 8.910205446497793
25 23 baseline 23 230.2515211105347 59193.0 59198.0 8.44694474008751e-05 6776049.0 exact 1.0 1.0000506799560773 9.78740127403808 2.5 6.593321682880646
26 24 baseline 24 900.0010840892792 59162.0 59240.0 0.001318413846725939 24727727.0 exact 1.0 1.0015046237595306 7.770410032372326 15.595781075690478 4.794053315238465
27 25 baseline 25 900.0015320777893 59096.0 59210.0 0.0019290645728983352 23438919.0 exact 1.0 1.0018443004348487 4.2755794007345695 22.800000000000004 2.430121857984345
28 26 baseline 26 900.0015478134155 59089.0 59203.0 0.001929293100238623 23826788.0 exact 1.0 1.0018784268598118 8.530928147165179 22.799228282759906 5.011843048217148
29 27 baseline 27 900.0010070800781 59153.0 59249.0 0.0016229100806383447 24336831.0 exact 1.0 1.00155518366381 10.423236857875487 24.0 6.308787984678588
30 28 baseline 28 900.001277923584 59112.0 59208.0 0.0016240357287860333 25111591.0 exact 1.0 1.001759610178668 4.24772722090385 19.195777507105156 2.51698592241038
31 29 baseline 29 900.0012440681458 59182.0 59263.0 0.0013686593896792946 24919871.0 exact 1.0 1.0012840657576834 8.059220760590607 16.200000000000003 5.036832737480212
32 30 baseline 30 900.0012910366057 59134.0 59241.0 0.001809449724354855 23615391.0 exact 1.0 1.001741688930975 10.270593022832227 26.75 5.93002733819128
33 31 baseline 31 900.0023548603058 59082.0 59169.0 0.0014725297044785213 26213904.0 exact 1.0 1.0013877841149492 9.233104613426313 17.4 6.46848815130208
34 32 baseline 32 875.9193549156189 59175.0 59180.0 8.449514152936208e-05 24935695.0 exact 1.0 1.0 15.987594126158756 1.0000000000000002 10.566626155685903
35 33 baseline 33 900.0018489360809 59088.0 59177.0 0.0015062279989168698 25210167.0 exact 1.0 1.0017435758540136 5.976698536074014 17.794276333604117 3.7206591588857045
36 34 baseline 34 232.1541509628296 59190.0 59195.0 8.447372867038352e-05 7309410.0 exact 1.0 1.0000004582681972 7.491532555121356 1.0054550306131191 5.486824178505076
37 35 baseline 35 900.0025398731233 59183.0 59262.0 0.001334842775797104 23927493.0 exact 1.0 1.0012502534297494 9.740123405548385 15.800000000000002 5.589212880222508
38 36 baseline 36 900.0010929107666 59166.0 59254.0 0.00148734070243045 25589946.0 exact 1.0 1.001402714167413 8.189434772332733 17.599999999999998 5.231226419568548
39 37 baseline 37 622.9371509552003 59202.0 59207.0 8.445660619573664e-05 18595087.0 exact 1.0 1.0007944557133197 5.843025914211684 1.0000000000000002 3.7958181894266696
40 38 baseline 38 557.924427986145 59212.0 59217.0 8.444234276835778e-05 16270407.0 exact 1.0 1.0 11.210883533380606 1.0000000000000002 7.713703594486476
41 39 baseline 39 900.0010092258452 59143.0 59185.0 0.0007101432122144633 26304077.0 exact 1.0 1.0006593852500592 19.245967989620727 14.000000000000002 12.92696707623566
42 40 baseline 40 900.0011250972748 59158.0 59242.995354791536 0.0014367516615088902 23949337.0 exact 1.0 1.0013521179587164 12.329886161660973 16.999070958308586 7.621973085892945
43 41 baseline 41 900.000893831253 59170.0 59257.0 0.0014703396991718775 24299427.0 exact 1.0 1.0013857203210816 9.121483372078062 17.4 5.546807599990412
44 42 baseline 42 900.0017001628876 59089.0 59228.0 0.002352383692396216 23229681.0 exact 1.0 1.002267573696145 6.27161596269632 27.799999999999997 3.0741917332088993
45 43 baseline 43 127.60789799690248 59232.0 59237.0 8.44138303619665e-05 4041704.0 exact 1.0 1.0 7.154743066653622 1.0 5.706695056329854
46 44 baseline 44 166.38699293136597 59201.0 59206.0 8.445803280349994e-05 5151689.0 exact 1.0 1.0000337815012499 8.967006538543707 1.6666666666666667 8.06421866121506
47 45 baseline 45 900.0007989406586 59135.0 59247.0 0.001893971421324089 26922402.0 exact 1.0 1.0020634249471458 4.643201205090089 22.394318085736028 2.4893172787310425
48 46 baseline 46 900.001415014267 59152.0 59254.0 0.001724371111712199 26485728.0 exact 1.0 1.001639704515104 10.462304857340868 20.4 5.688371299868259
49 47 baseline 47 900.0020279884337 59123.0 59235.0 0.0018943558344468312 28222784.0 exact 1.0 1.0018435206169876 10.311550532796153 22.39924225766622 6.2834295235506294
50 48 baseline 48 900.0011022090912 59176.0 59284.0 0.0018250642152223876 28675410.0 exact 0.9998817227920179 1.0016219503953505 8.789729840090889 21.602555089901312 5.076827636243375
51 49 baseline 49 900.0012428760529 59150.0 59206.0 0.0009467455621301775 30531240.0 exact 1.0 1.0011329241279021 14.57737192393531 13.99644970414201 9.844566635787432
52 50 ml-exact 0 688.3145689964294 59162.0 59167.0 8.451370812345763e-05 19372651.0 exact 1.0 1.0004734608295711 8.558594565557922 1.0 5.205738534633309
53 51 ml-exact 1 900.0030159950256 59148.0 59261.0 0.0019104618922026104 23234502.0 exact 1.0 1.002012106455649 4.993398534832403 22.595796983837154 2.747498256687703
54 52 ml-exact 2 900.0017671585083 59186.0 59272.0 0.0014530463285236373 24778548.0 exact 1.0 1.0013684512848238 6.423202323645158 17.2 4.000514059046721
55 53 ml-exact 3 900.0023939609528 59145.0 59236.0 0.001538591596922817 23640467.0 exact 1.0 1.0014539306847 10.818054457684216 18.2 6.731047024432022
56 54 ml-exact 4 900.0013728141785 59142.0 59232.0 0.0015217611849447095 24652247.0 exact 1.0 1.001454029012951 10.658828560240659 22.500000000000004 6.6796183454101925
57 55 ml-exact 5 900.0034329891205 59126.0 59239.0 0.001911172749720935 23522114.0 exact 1.0 1.002012855209743 11.640224105291876 22.595795419950615 6.228055557100073
58 56 ml-exact 6 900.002799987793 59125.0 59239.0 0.0019281183932346724 23569758.0 exact 1.0 1.0018433959073227 5.121598200346791 22.800000000000004 2.914563221568929
59 57 ml-exact 7 900.002200126648 59105.0 59212.0 0.001810337534895525 24075549.0 exact 1.0 1.001725596345796 4.327834174506783 21.400000000000002 2.5356268779798863
60 58 ml-exact 8 900.0022239685059 59169.0 59252.0 0.0014027615812334162 24905690.0 exact 1.0 1.0013181464832528 9.974688022708854 16.6 6.3369387111219675
61 59 ml-exact 9 900.003427028656 59130.0 59251.0 0.0020463385760189413 23893376.0 exact 1.0 1.00206328535913 6.707537329143804 24.197544393708778 3.7113859920489083
62 60 ml-exact 10 900.0009210109711 59127.0 59203.0 0.0012853687824513336 24863140.0 exact 1.0 1.0012007035107895 12.966979269407192 15.2 8.253782035385862
63 61 ml-exact 11 900.0009968280792 59198.0 59269.0 0.0011993648434068718 25709342.0 exact 1.0 1.0014361989726954 4.8326570914944575 14.195442413595051 3.141602145679979
64 62 ml-exact 12 900.0036079883575 59102.0 59225.0 0.002081147846096579 23773882.0 exact 1.0 1.0019963794474427 5.374184600052028 24.6 2.9563779750612973
65 63 ml-exact 13 900.0016438961029 59150.0 59207.0 0.0009636517328825021 25793375.0 exact 1.0 1.0008790465725637 11.63541038097019 11.4 7.804576169232147
66 64 ml-exact 14 900.0037429332733 59169.0 59264.0 0.0016055704845442714 24828279.0 exact 1.0 1.001690217023866 11.4157735555307 18.99678885903091 6.9265263057462905
67 65 ml-exact 15 900.0010781288147 59083.0 59192.0 0.001844862312340267 24001071.0 exact 1.0 1.0017600866504197 7.002781294008916 21.799999999999997 4.03056357527279
68 66 ml-exact 16 900.003424167633 59126.0 59231.0 0.001775868484253966 23278694.0 exact 1.0 1.0016911603050853 10.004023756326125 21.0 5.808924085978896
69 67 ml-exact 17 900.0018711090088 59156.0 59189.0 0.0005578470484819798 26430086.0 exact 1.0 1.000557847048482 10.766817509906183 8.249442152951518 7.490198301150335
70 68 ml-exact 18 900.0020909309387 59118.0 59207.0 0.00150546364897324 24853757.0 exact 1.0 1.0014377050844017 20.924913256879982 22.25 13.104215756109674
71 69 ml-exact 19 735.9250810146332 59159.0 59164.0 8.451799388089724e-05 21528049.0 exact 1.0 1.0000005221863417 15.721584616209423 1.0062173397822212 10.893521233665195
72 70 ml-exact 20 900.00168800354 59068.0 59189.0 0.0020484864901469495 24139737.0 exact 1.0 1.0020484864901469 4.918031848846873 24.197951513509857 2.7442580549228195
73 71 ml-exact 21 422.6733708381653 59175.0 59180.0 8.449514152936207e-05 12565443.0 exact 1.0 1.0000168978860744 8.807689403027585 1.25 6.294255723613522
74 72 ml-exact 22 900.0017290115356 59121.0 59161.96612870166 0.0006929200910278412 26541785.0 exact 1.0 1.0006082963282086 12.802478277171435 8.1932257403314 8.974074310751902
75 73 ml-exact 23 233.35001611709595 59193.0 59198.0 8.44694474008751e-05 6863757.0 exact 1.0 1.0000506799560773 9.919110345181457 2.5 6.678664492261466
76 74 ml-exact 24 900.0023059844971 59162.0 59243.0 0.0013691220716000134 25719403.0 exact 1.0 1.0015553414143463 7.770420581945018 16.195618809370877 4.9863131058549826
77 75 ml-exact 25 900.0009150505066 59096.0 59214.0 0.0019967510491403816 23655105.0 exact 1.0 1.0019119811847514 4.275576469462738 23.6 2.4525357894455273
78 76 ml-exact 26 900.0014140605927 59089.0 59206.0 0.0019800639712975344 23016733.0 exact 1.0 1.0019291951533202 8.53092687934989 23.399207974411485 4.841452120139745
79 77 ml-exact 27 900.0011689662933 59153.0 59250.0 0.0016398153939783274 24005753.0 exact 1.0 1.0015720878340686 10.42323873273824 24.25 6.2229632974630915
80 78 ml-exact 28 900.0011699199677 59112.0 59217.0 0.001776289078359724 24225157.0 exact 1.0 1.0019118841364374 4.24772671116024 20.995381648396265 2.428136836777139
81 79 ml-exact 29 900.0013461112976 59182.0 59264.0 0.0013855564191815079 25392388.0 exact 1.0 1.001300961359758 8.059221674354108 16.4 5.1323384122333415
82 80 ml-exact 30 900.0017020702362 59134.0 59244.0 0.0018601819596171408 23434918.0 exact 1.0 1.0017924177347899 10.270597713446762 27.5 5.884709019142258
83 81 ml-exact 31 900.0009567737579 59082.0 59151.0 0.0011678683863105513 25773202.0 exact 1.0 1.0010831485775213 9.23309027048678 13.799999999999999 6.359741447062409
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89 87 ml-exact 37 654.3477861881256 59202.0 59207.0 8.445660619573663e-05 19063867.0 exact 1.0 1.0007944557133197 6.137651391864456 1.0 3.891510328476056
90 88 ml-exact 38 533.8162980079651 59212.0 59217.0 8.444234276835777e-05 15587617.0 exact 1.0 1.0 10.726456926772716 1.0 7.389996899424734
91 89 ml-exact 39 900.0026030540466 59143.0 59182.0 0.0006594186970562873 26584736.0 exact 1.0 1.000608663307747 19.246002072656445 13.0 13.064895111218574
92 90 ml-exact 40 900.0011110305786 59158.0 59225.0 0.0011325602623482875 26043597.0 exact 1.0 1.0010479522674645 12.329885968949256 13.399999999999999 8.288479776865733
93 91 ml-exact 41 900.0014500617981 59170.0 59241.0 0.0011999323981747507 25600213.0 exact 1.0 1.0011153358681877 9.121489009458761 14.200000000000001 5.843736810327806
94 92 ml-exact 42 900.0024211406708 59089.0 59220.0 0.002216994702905786 23418236.0 exact 1.0 1.0021321961620469 6.271620986793244 26.199999999999996 3.0991449050692967
95 93 ml-exact 43 137.64503812789917 59232.0 59237.0 8.44138303619665e-05 4233463.0 exact 1.0 1.0 7.717507283356123 1.0 5.97744970271335
96 94 ml-exact 44 156.3585011959076 59201.0 59206.0 8.445803280349994e-05 4787762.0 exact 1.0 1.0000337815012499 8.426546317589533 1.6666666666666667 7.494543957497499
97 95 ml-exact 45 900.0022501945496 59135.0 59254.0 0.0020123446351568443 27046693.0 exact 1.0 1.0021818181818183 4.64320869226546 23.793962966094526 2.500809556941982
98 96 ml-exact 46 900.0008149147034 59152.0 59252.0 0.0016905599134433324 27848476.0 exact 1.0 1.0016058961745862 10.462297881324526 20.0 5.981050308432905
99 97 ml-exact 47 900.001188993454 59123.0 59237.0 0.0019281836172048102 27600532.0 exact 1.0 1.0018773466833542 10.311540920218778 22.799228726553117 6.144893346967609
100 98 ml-exact 48 900.0019118785858 59183.0 59291.0 0.001824848351722623 28143324.0 exact 1.0 1.001740217611678 8.789737747610225 21.6 4.982624661999652
101 99 ml-exact 49 900.0009059906006 59150.0 59206.0 0.0009467455621301775 28164567.0 exact 1.0 1.0011329241279021 14.577366467382253 13.99644970414201 9.081450887667835
102 100 ml-heuristic 0 80.42378497123718 59134.0 59139.0 8.455372543714276e-05 3721403.0 heuristic 0.9995267232345086 1.0 1.0 1.000473500862448 1.0
103 101 ml-heuristic 1 180.2385709285736 59137.0 59142.0 8.454943605526151e-05 8456603.0 heuristic 0.9998140258335024 1.0 1.0 1.0 1.0
104 102 ml-heuristic 2 140.11730003356934 59186.0 59191.0 8.447943770486263e-05 6193841.0 heuristic 1.0 1.0 1.0 1.0 1.0
105 103 ml-heuristic 3 83.19447803497314 59145.0 59150.0 8.453799983092401e-05 3512153.0 heuristic 1.0 1.0 1.0 1.0 1.0
106 104 ml-heuristic 4 84.43717503547668 59142.0 59146.0 6.763383044198708e-05 3690667.0 heuristic 1.0 1.0 1.0 1.0 1.0
107 105 ml-heuristic 5 77.31839394569397 59115.0 59120.0 8.45809016324114e-05 3776799.0 heuristic 0.999813956634983 1.0 1.0 1.0 1.0
108 106 ml-heuristic 6 175.72694396972656 59125.0 59130.0 8.456659619450317e-05 8086892.0 heuristic 1.0 1.0 1.0 1.0 1.0
109 107 ml-heuristic 7 207.95672011375427 59105.0 59110.0 8.459521191100583e-05 9494910.0 heuristic 1.0 1.0 1.0 1.0 1.0
110 108 ml-heuristic 8 90.22860884666443 59169.0 59174.0 8.45037097128564e-05 3930240.0 heuristic 1.0 1.0 1.0 1.0 1.0
111 109 ml-heuristic 9 134.17792296409607 59124.0 59129.0 8.456802652053312e-05 6437858.0 heuristic 0.999898528665652 1.0 1.0 1.0 1.0
112 110 ml-heuristic 10 69.40713810920715 59127.0 59132.0 8.456373568758774e-05 3012333.0 heuristic 1.0 1.0 1.0 1.0 1.0
113 111 ml-heuristic 11 186.23315906524658 59179.0 59184.0 8.448943037226044e-05 8183513.0 heuristic 0.9996790432109193 1.0 1.0 1.0 1.0
114 112 ml-heuristic 12 167.46793699264526 59102.0 59107.0 8.459950593888532e-05 8041557.0 heuristic 1.0 1.0 1.0 1.0 1.0
115 113 ml-heuristic 13 77.35022783279419 59150.0 59155.0 8.4530853761623e-05 3304904.0 heuristic 1.0 1.0 1.0 1.0 1.0
116 114 ml-heuristic 14 78.83861207962036 59159.0 59164.0 8.451799388089724e-05 3584521.0 heuristic 0.9998309925805743 1.0 1.0 1.0 1.0
117 115 ml-heuristic 15 128.52051782608032 59083.0 59088.0 8.462671157524161e-05 5954768.0 heuristic 1.0 1.0 1.0 1.0 1.0
118 116 ml-heuristic 16 89.96414303779602 59126.0 59131.0 8.456516591685553e-05 4007402.0 heuristic 1.0 1.0 1.0 1.0 1.0
119 117 ml-heuristic 17 83.59033393859863 59152.0 59156.0 6.76223965377333e-05 3528623.0 heuristic 0.9999323821759416 1.0 1.0 1.0 1.0
120 118 ml-heuristic 18 43.01103091239929 59118.0 59122.0 6.766128759430292e-05 1896623.0 heuristic 1.0 1.0 1.0 1.0 1.0
121 119 ml-heuristic 19 46.80985403060913 59159.0 59163.96910538342 8.399576367784492e-05 1976225.0 heuristic 1.0 1.0 1.0 1.0 1.0
122 120 ml-heuristic 20 183.00037813186646 59063.0 59068.0 8.465536799688468e-05 8796453.0 heuristic 0.9999153517979278 1.0 1.0 1.0 1.0
123 121 ml-heuristic 21 47.98913216590881 59175.0 59179.0 6.759611322348965e-05 1996335.0 heuristic 1.0 1.0 1.0 1.0 1.0
124 122 ml-heuristic 22 70.29902410507202 59121.0 59126.0 8.457231778894132e-05 2957607.0 heuristic 1.0 1.0 1.0 1.0 1.0
125 123 ml-heuristic 23 23.525296926498413 59193.0 59195.0 3.378777896035004e-05 1027714.0 heuristic 1.0 1.0 1.0 1.0 1.0
126 124 ml-heuristic 24 115.82414317131042 59146.0 59151.0 8.453657052040713e-05 5158000.0 heuristic 0.9997295561340049 1.0 1.0 1.0 1.0
127 125 ml-heuristic 25 210.498144865036 59096.0 59101.0 8.460809530255854e-05 9645162.0 heuristic 1.0 1.0 1.0 1.0 1.0
128 126 ml-heuristic 26 105.49866700172424 59087.0 59092.0 8.462098261885016e-05 4754097.0 heuristic 0.9999661527526273 1.0 1.0 1.0 1.0
129 127 ml-heuristic 27 86.34563517570496 59153.0 59157.0 6.762125335993103e-05 3857608.0 heuristic 1.0 1.0 1.0 1.0 1.0
130 128 ml-heuristic 28 211.8783130645752 59099.0 59104.0 8.46038004027141e-05 9976850.0 heuristic 0.9997800784950602 1.0 1.0 1.0 1.0
131 129 ml-heuristic 29 111.67348194122314 59182.0 59187.0 8.448514751106756e-05 4947528.0 heuristic 1.0 1.0 1.0 1.0 1.0
132 130 ml-heuristic 30 87.62895083427429 59134.0 59138.0 6.764298034971421e-05 3982341.0 heuristic 1.0 1.0 1.0 1.0 1.0
133 131 ml-heuristic 31 97.47559380531311 59082.0 59087.0 8.46281439355472e-05 4052555.0 heuristic 1.0 1.0 1.0 1.0 1.0
134 132 ml-heuristic 32 54.787440061569214 59175.0 59180.0 8.449514152936207e-05 2359854.0 heuristic 1.0 1.0 1.0 1.0 1.0
135 133 ml-heuristic 33 150.5851171016693 59069.0 59074.0 8.464676903282602e-05 6775726.0 heuristic 0.9996784457080964 1.0 1.0 1.0 1.0
136 134 ml-heuristic 34 30.98887300491333 59190.0 59194.972872826496 8.401542197155456e-05 1332175.0 heuristic 1.0 1.0 1.0 1.0 1.0
137 135 ml-heuristic 35 92.40155410766602 59183.0 59188.0 8.448371998715847e-05 4281013.0 heuristic 1.0 1.0 1.0 1.0 1.0
138 136 ml-heuristic 36 109.89782786369324 59166.0 59171.0 8.450799445627557e-05 4891768.0 heuristic 1.0 1.0 1.0 1.0 1.0
139 137 ml-heuristic 37 106.61208081245422 59155.0 59160.0 8.452370890034655e-05 4898835.0 heuristic 0.9992061079017601 1.0 1.0 1.0007945228636634 1.0
140 138 ml-heuristic 38 49.7663209438324 59212.0 59217.0 8.444234276835777e-05 2109286.0 heuristic 1.0 1.0 1.0 1.0 1.0
141 139 ml-heuristic 39 46.76309394836426 59143.0 59146.0 5.072451515817595e-05 2034822.0 heuristic 1.0 1.0 1.0 1.0 1.0
142 140 ml-heuristic 40 72.99346590042114 59158.0 59163.0 8.451942256330505e-05 3142144.0 heuristic 1.0 1.0 1.0 1.0 1.0
143 141 ml-heuristic 41 98.66826009750366 59170.0 59175.0 8.450228156160216e-05 4380795.0 heuristic 1.0 1.0 1.0 1.0 1.0
144 142 ml-heuristic 42 143.50395584106445 59089.0 59094.0 8.461811843151856e-05 7556354.0 heuristic 1.0 1.0 1.0 1.0 1.0
145 143 ml-heuristic 43 17.835427045822144 59232.0 59237.0 8.44138303619665e-05 708239.0 heuristic 1.0 1.0 1.0 1.0 1.0
146 144 ml-heuristic 44 18.555466890335083 59201.0 59204.0 5.067481968209996e-05 638833.0 heuristic 1.0 1.0 1.0 1.0 1.0
147 145 ml-heuristic 45 193.83196187019348 59120.0 59125.0 8.457374830852504e-05 10815175.0 heuristic 0.9997463431132155 1.0 1.0 1.0 1.0
148 146 ml-heuristic 46 86.02324509620667 59152.0 59157.0 8.452799567216662e-05 4656118.0 heuristic 1.0 1.0 1.0 1.0 1.0
149 147 ml-heuristic 47 87.28095984458923 59121.0 59126.0 8.457231778894132e-05 4491621.0 heuristic 0.999966172217242 1.0 1.0 1.0 1.0
150 148 ml-heuristic 48 102.39235091209412 59183.0 59188.0 8.448371998715847e-05 5648293.0 heuristic 1.0 1.0 1.0 1.0 1.0
151 149 ml-heuristic 49 61.73960900306702 59135.0 59139.0 6.764183647586032e-05 3101329.0 heuristic 0.9997464074387151 1.0 1.0 1.0 1.0

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@ -45,10 +45,6 @@ MaxWeightStableSetGenerator(w=uniform(loc=100., scale=50.),
fix_graph=True) fix_graph=True)
``` ```
### Benchmark results
#### Challenge A
![alt](figures/benchmark_stab_a.png) ![alt](figures/benchmark_stab_a.png)
## Multidimensional 0-1 Knapsack Problem ## Multidimensional 0-1 Knapsack Problem
@ -99,3 +95,25 @@ By default, all generated prices, weights and capacities are rounded to the near
!!! note "References" !!! note "References"
* Freville, Arnaud, and Gérard Plateau. *An efficient preprocessing procedure for the multidimensional 0–1 knapsack problem.* Discrete applied mathematics 49.1-3 (1994): 189-212. * Freville, Arnaud, and Gérard Plateau. *An efficient preprocessing procedure for the multidimensional 0–1 knapsack problem.* Discrete applied mathematics 49.1-3 (1994): 189-212.
* Fréville, Arnaud. *The multidimensional 0–1 knapsack problem: An overview.* European Journal of Operational Research 155.1 (2004): 1-21. * Fréville, Arnaud. *The multidimensional 0–1 knapsack problem: An overview.* European Journal of Operational Research 155.1 (2004): 1-21.
#### Challenge A
* 250 variables, 10 constraints, fixed weights
* $w \sim U(0, 1000), \gamma \sim U(0.95, 1.05)$
* $K = 500, u \sim U(0, 1), \alpha = 0.25$
* 500 training instances, 50 test instances
```python
MultiKnapsackGenerator(n=randint(low=250, high=251),
m=randint(low=10, high=11),
w=uniform(loc=0.0, scale=1000.0),
K=uniform(loc=500.0, scale=0.0),
u=uniform(loc=0.0, scale=1.0),
alpha=uniform(loc=0.25, scale=0.0),
fix_w=True,
w_jitter=uniform(loc=0.95, scale=0.1),
)
```
![alt](figures/benchmark_knapsack_a.png)

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@ -14,16 +14,14 @@
<title>Benchmark - MIPLearn</title> <title>Benchmark - MIPLearn</title>
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css"> <link rel="stylesheet" href="//use.fontawesome.com/releases/v5.5.0/css/all.css" integrity="sha384-B4dIYHKNBt8Bc12p+WXckhzcICo0wtJAoU8YZTY5qE0Id1GSseTk6S+L3BlXeVIU" crossorigin="anonymous">
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.css">
<link rel="stylesheet" href="//cdn.jsdelivr.net/npm/hack-font@3.3.0/build/web/hack.min.css"> <link rel="stylesheet" href="//cdn.jsdelivr.net/npm/hack-font@3.3.0/build/web/hack.min.css">
<link href='//rsms.me/inter/inter.css' rel='stylesheet' type='text/css'> <link href='//fonts.googleapis.com/css?family=PT+Sans:400,400italic,700,700italic&subset=latin-ext,latin' rel='stylesheet' type='text/css'>
<link href='//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,700italic,400,300,600,700&subset=latin-ext,latin' rel='stylesheet' type='text/css'> <link href='//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,700italic,400,300,600,700&subset=latin-ext,latin' rel='stylesheet' type='text/css'>
<link href="../css/bootstrap-custom.min.css" rel="stylesheet"> <link href="../css/bootstrap-custom.min.css" rel="stylesheet">
<link href="../css/base.min.css" rel="stylesheet"> <link href="../css/base.min.css" rel="stylesheet">
<link href="../css/cinder.min.css" rel="stylesheet"> <link href="../css/cinder.min.css" rel="stylesheet">
<link href="../css/highlight.min.css" rel="stylesheet">
<!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries --> <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
<!--[if lt IE 9]> <!--[if lt IE 9]>
@ -31,6 +29,15 @@
<script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script> <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
<![endif]--> <![endif]-->
<script src="//ajax.googleapis.com/ajax/libs/webfont/1.6.26/webfont.js"></script>
<script>
WebFont.load({
google: {
families: ['Open Sans', 'PT Sans']
}
});
</script>
@ -199,17 +206,17 @@ benchmark.parallel_solve(test_instances)
<hr> <hr>
<p> <p>
<small>Copyright © 2020, UChicago Argonne, LLC. All Rights Reserved.</small><br> <small>Copyright © 2020, UChicago Argonne, LLC. All Rights Reserved.<br></small>
<small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</small> <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
</p>
</footer> </footer>
<script src="//ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script> <script src="//ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script>
<script src="../js/bootstrap-3.0.3.min.js"></script> <script src="../js/bootstrap-3.0.3.min.js"></script>
<script src="../js/highlight.pack.js"></script>
<script>hljs.initHighlightingOnLoad();</script>
<script>var base_url = ".."</script> <script>var base_url = ".."</script>
<script src="../js/base.js"></script> <script src="../js/base.js"></script>
@ -221,11 +228,8 @@ benchmark.parallel_solve(test_instances)
<div class="modal-dialog modal-lg"> <div class="modal-dialog modal-lg">
<div class="modal-content"> <div class="modal-content">
<div class="modal-header"> <div class="modal-header">
<button type="button" class="close" data-dismiss="modal">
<span aria-hidden="true">&times;</span>
<span class="sr-only">Close</span>
</button>
<h4 class="modal-title" id="searchModalLabel">Search</h4> <h4 class="modal-title" id="searchModalLabel">Search</h4>
<button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
</div> </div>
<div class="modal-body"> <div class="modal-body">
<p> <p>

18
docs/css/cinder.css
Unescape View File

@ -10,28 +10,23 @@ body {
color: #343838; color: #343838;
} }
h1, h2, h3, h4, h5, h6 { h1, h2, h3, h4, h5, h6 {
font-family:'Inter', 'Helvetica Neue', Helvetica, Arial, sans-serif; font-family:'PT Sans', 'Helvetica Neue', Helvetica, Arial, sans-serif;
color: #222; color: #222;
} }
h1 small, h2 small, h3 small, h4 small, h5 small, h6 small, .h1 small, .h2 small, .h3 small, .h4 small, .h5 small, .h6 small, h1 .small, h2 .small, h3 .small, h4 .small, h5 .small, h6 .small, .h1 .small, .h2 .small, .h3 .small, .h4 .small, .h5 .small, .h6 .small { h1 small, h2 small, h3 small, h4 small, h5 small, h6 small, .h1 small, .h2 small, .h3 small, .h4 small, .h5 small, .h6 small, h1 .small, h2 .small, h3 .small, h4 .small, h5 .small, h6 .small, .h1 .small, .h2 .small, .h3 .small, .h4 .small, .h5 .small, .h6 .small {
color: #B1B7B9; color: #B1B7B9;
} }
h2 {
margin-top: 35px;
}
h1, h2 { h1, h2 {
font-weight: 700; font-weight: 700;
} }
h4 { h4 {
font-family: 'Inter', 'Helvetica Neue', Helvetica, Arial, sans-serif; font-family: 'Open Sans', 'Helvetica Neue', Helvetica, Arial, sans-serif;
font-weight: 300; font-weight: 300;
margin-top: 20px; margin-top: 20px;
font-style: italic; font-style: italic;
} }
h5 { h5 {
font-family: 'Inter', 'Helvetica Neue', Helvetica, Arial, sans-serif; font-family: 'Open Sans', 'Helvetica Neue', Helvetica, Arial, sans-serif;
font-weight: 300; font-weight: 300;
font-variant: small-caps; font-variant: small-caps;
} }
@ -46,7 +41,7 @@ pre {
margin-bottom: 25px; margin-bottom: 25px;
} }
.lead { .lead {
font-family:"Inter", "Helvetica Neue", Helvetica, Arial, sans-serif; font-family:"Open Sans", "Helvetica Neue", Helvetica, Arial, sans-serif;
font-weight: 400; font-weight: 400;
line-height: 1.4; line-height: 1.4;
letter-spacing: 0.0312em; letter-spacing: 0.0312em;
@ -59,8 +54,7 @@ pre {
.bs-sidenav { .bs-sidenav {
background-image: url("../img/grid11.png"); background-image: url("../img/grid11.png");
background-repeat: repeat; background-repeat: repeat;
font-family: Inter,"Helvetica Neue",Helvetica,Arial,sans-serif; font-size: 12px;
font-size: 13px;
} }
.well { .well {
background-color: #FCFDFF; background-color: #FCFDFF;
@ -77,7 +71,7 @@ pre {
box-shadow: none; box-shadow: none;
} }
#mkdocs-search-query { #mkdocs-search-query {
font-family:"Inter", "Helvetica Neue", Helvetica, Arial, sans-serif; font-family:"Open Sans", "Helvetica Neue", Helvetica, Arial, sans-serif;
font-size: 20px; font-size: 20px;
font-weight: 700; font-weight: 700;
color: #343838; color: #343838;

2
docs/css/cinder.min.css vendored
Unescape View File

@ -1 +1 @@
body{font-family:"Open Sans","Helvetica Neue",Helvetica,Arial,sans-serif;font-size:16px;line-height:1.7;background-color:#FFF;color:#343838}h1,h2,h3,h4,h5,h6{font-family:'Inter','Helvetica Neue',Helvetica,Arial,sans-serif;color:#222}h1 small,h2 small,h3 small,h4 small,h5 small,h6 small,.h1 small,.h2 small,.h3 small,.h4 small,.h5 small,.h6 small,h1 .small,h2 .small,h3 .small,h4 .small,h5 .small,h6 .small,.h1 .small,.h2 .small,.h3 .small,.h4 .small,.h5 .small,.h6 .small{color:#b1b7b9}h2{margin-top:35px}h1,h2{font-weight:700}h4{font-family:'Inter','Helvetica Neue',Helvetica,Arial,sans-serif;font-weight:300;margin-top:20px;font-style:italic}h5{font-family:'Inter','Helvetica Neue',Helvetica,Arial,sans-serif;font-weight:300;font-variant:small-caps}pre,code{background-color:#fcfdff}pre>code{font-size:13px}pre{margin-top:25px;margin-bottom:25px}.lead{font-family:"Inter","Helvetica Neue",Helvetica,Arial,sans-serif;font-weight:400;line-height:1.4;letter-spacing:.0312em;color:#b1b7b9}.navbar-default{background-color:#343838;border-bottom:8px #ebf2f2 solid}.bs-sidenav{background-image:url("../img/grid11.png");background-repeat:repeat;font-family:Inter,"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px}.well{background-color:#fcfdff}.btn-default{background-color:#fcfdff}.table-striped>tbody>tr:nth-child(2n+1)>td,.table-striped>tbody>tr:nth-child(2n+1)>th{background-color:#fcfdff}#mkdocs-search-query:focus{outline:0;-webkit-box-shadow:none;box-shadow:none}#mkdocs-search-query{font-family:"Inter","Helvetica Neue",Helvetica,Arial,sans-serif;font-size:20px;font-weight:700;color:#343838;height:45px}footer>hr{width:35%} body{font-family:"Open Sans","Helvetica Neue",Helvetica,Arial,sans-serif;font-size:16px;line-height:1.7;background-color:#FFF;color:#343838}h1,h2,h3,h4,h5,h6{font-family:'PT Sans','Helvetica Neue',Helvetica,Arial,sans-serif;color:#222}h1 small,h2 small,h3 small,h4 small,h5 small,h6 small,.h1 small,.h2 small,.h3 small,.h4 small,.h5 small,.h6 small,h1 .small,h2 .small,h3 .small,h4 .small,h5 .small,h6 .small,.h1 .small,.h2 .small,.h3 .small,.h4 .small,.h5 .small,.h6 .small{color:#b1b7b9}h1,h2{font-weight:700}h4{font-family:'Open Sans','Helvetica Neue',Helvetica,Arial,sans-serif;font-weight:300;margin-top:20px;font-style:italic}h5{font-family:'Open Sans','Helvetica Neue',Helvetica,Arial,sans-serif;font-weight:300;font-variant:small-caps}pre,code{background-color:#fcfdff}pre>code{font-size:13px}pre{margin-top:25px;margin-bottom:25px}.lead{font-family:"Open Sans","Helvetica Neue",Helvetica,Arial,sans-serif;font-weight:400;line-height:1.4;letter-spacing:.0312em;color:#b1b7b9}.navbar-default{background-color:#343838;border-bottom:8px #ebf2f2 solid}.bs-sidenav{background-image:url("../img/grid11.png");background-repeat:repeat;font-size:12px}.well{background-color:#fcfdff}.btn-default{background-color:#fcfdff}.table-striped>tbody>tr:nth-child(2n+1)>td,.table-striped>tbody>tr:nth-child(2n+1)>th{background-color:#fcfdff}#mkdocs-search-query:focus{outline:0;-webkit-box-shadow:none;box-shadow:none}#mkdocs-search-query{font-family:"Open Sans","Helvetica Neue",Helvetica,Arial,sans-serif;font-size:20px;font-weight:700;color:#343838;height:45px}footer>hr{width:35%}

30
docs/customization/index.html
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@ -14,16 +14,14 @@
<title>Customization - MIPLearn</title> <title>Customization - MIPLearn</title>
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css"> <link rel="stylesheet" href="//use.fontawesome.com/releases/v5.5.0/css/all.css" integrity="sha384-B4dIYHKNBt8Bc12p+WXckhzcICo0wtJAoU8YZTY5qE0Id1GSseTk6S+L3BlXeVIU" crossorigin="anonymous">
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.css">
<link rel="stylesheet" href="//cdn.jsdelivr.net/npm/hack-font@3.3.0/build/web/hack.min.css"> <link rel="stylesheet" href="//cdn.jsdelivr.net/npm/hack-font@3.3.0/build/web/hack.min.css">
<link href='//rsms.me/inter/inter.css' rel='stylesheet' type='text/css'> <link href='//fonts.googleapis.com/css?family=PT+Sans:400,400italic,700,700italic&subset=latin-ext,latin' rel='stylesheet' type='text/css'>
<link href='//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,700italic,400,300,600,700&subset=latin-ext,latin' rel='stylesheet' type='text/css'> <link href='//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,700italic,400,300,600,700&subset=latin-ext,latin' rel='stylesheet' type='text/css'>
<link href="../css/bootstrap-custom.min.css" rel="stylesheet"> <link href="../css/bootstrap-custom.min.css" rel="stylesheet">
<link href="../css/base.min.css" rel="stylesheet"> <link href="../css/base.min.css" rel="stylesheet">
<link href="../css/cinder.min.css" rel="stylesheet"> <link href="../css/cinder.min.css" rel="stylesheet">
<link href="../css/highlight.min.css" rel="stylesheet">
<!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries --> <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
<!--[if lt IE 9]> <!--[if lt IE 9]>
@ -31,6 +29,15 @@
<script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script> <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
<![endif]--> <![endif]-->
<script src="//ajax.googleapis.com/ajax/libs/webfont/1.6.26/webfont.js"></script>
<script>
WebFont.load({
google: {
families: ['Open Sans', 'PT Sans']
}
});
</script>
@ -152,17 +159,17 @@ solver = LearningSolver(solver=&quot;cplex&quot;,
<hr> <hr>
<p> <p>
<small>Copyright © 2020, UChicago Argonne, LLC. All Rights Reserved.</small><br> <small>Copyright © 2020, UChicago Argonne, LLC. All Rights Reserved.<br></small>
<small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</small> <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
</p>
</footer> </footer>
<script src="//ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script> <script src="//ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script>
<script src="../js/bootstrap-3.0.3.min.js"></script> <script src="../js/bootstrap-3.0.3.min.js"></script>
<script src="../js/highlight.pack.js"></script>
<script>hljs.initHighlightingOnLoad();</script>
<script>var base_url = ".."</script> <script>var base_url = ".."</script>
<script src="../js/base.js"></script> <script src="../js/base.js"></script>
@ -174,11 +181,8 @@ solver = LearningSolver(solver=&quot;cplex&quot;,
<div class="modal-dialog modal-lg"> <div class="modal-dialog modal-lg">
<div class="modal-content"> <div class="modal-content">
<div class="modal-header"> <div class="modal-header">
<button type="button" class="close" data-dismiss="modal">
<span aria-hidden="true">&times;</span>
<span class="sr-only">Close</span>
</button>
<h4 class="modal-title" id="searchModalLabel">Search</h4> <h4 class="modal-title" id="searchModalLabel">Search</h4>
<button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
</div> </div>
<div class="modal-body"> <div class="modal-body">
<p> <p>

BIN
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32
docs/index.html
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@ -14,16 +14,14 @@
<title>Home - MIPLearn</title> <title>Home - MIPLearn</title>
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css"> <link rel="stylesheet" href="//use.fontawesome.com/releases/v5.5.0/css/all.css" integrity="sha384-B4dIYHKNBt8Bc12p+WXckhzcICo0wtJAoU8YZTY5qE0Id1GSseTk6S+L3BlXeVIU" crossorigin="anonymous">
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.css">
<link rel="stylesheet" href="//cdn.jsdelivr.net/npm/hack-font@3.3.0/build/web/hack.min.css"> <link rel="stylesheet" href="//cdn.jsdelivr.net/npm/hack-font@3.3.0/build/web/hack.min.css">
<link href='//rsms.me/inter/inter.css' rel='stylesheet' type='text/css'> <link href='//fonts.googleapis.com/css?family=PT+Sans:400,400italic,700,700italic&subset=latin-ext,latin' rel='stylesheet' type='text/css'>
<link href='//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,700italic,400,300,600,700&subset=latin-ext,latin' rel='stylesheet' type='text/css'> <link href='//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,700italic,400,300,600,700&subset=latin-ext,latin' rel='stylesheet' type='text/css'>
<link href="css/bootstrap-custom.min.css" rel="stylesheet"> <link href="css/bootstrap-custom.min.css" rel="stylesheet">
<link href="css/base.min.css" rel="stylesheet"> <link href="css/base.min.css" rel="stylesheet">
<link href="css/cinder.min.css" rel="stylesheet"> <link href="css/cinder.min.css" rel="stylesheet">
<link href="css/highlight.min.css" rel="stylesheet">
<!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries --> <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
<!--[if lt IE 9]> <!--[if lt IE 9]>
@ -31,6 +29,15 @@
<script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script> <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
<![endif]--> <![endif]-->
<script src="//ajax.googleapis.com/ajax/libs/webfont/1.6.26/webfont.js"></script>
<script>
WebFont.load({
google: {
families: ['Open Sans', 'PT Sans']
}
});
</script>
@ -177,17 +184,17 @@
<hr> <hr>
<p> <p>
<small>Copyright © 2020, UChicago Argonne, LLC. All Rights Reserved.</small><br> <small>Copyright © 2020, UChicago Argonne, LLC. All Rights Reserved.<br></small>
<small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</small> <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
</p>
</footer> </footer>
<script src="//ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script> <script src="//ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script>
<script src="js/bootstrap-3.0.3.min.js"></script> <script src="js/bootstrap-3.0.3.min.js"></script>
<script src="js/highlight.pack.js"></script>
<script>hljs.initHighlightingOnLoad();</script>
<script>var base_url = "."</script> <script>var base_url = "."</script>
<script src="js/base.js"></script> <script src="js/base.js"></script>
@ -199,11 +206,8 @@
<div class="modal-dialog modal-lg"> <div class="modal-dialog modal-lg">
<div class="modal-content"> <div class="modal-content">
<div class="modal-header"> <div class="modal-header">
<button type="button" class="close" data-dismiss="modal">
<span aria-hidden="true">&times;</span>
<span class="sr-only">Close</span>
</button>
<h4 class="modal-title" id="searchModalLabel">Search</h4> <h4 class="modal-title" id="searchModalLabel">Search</h4>
<button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
</div> </div>
<div class="modal-body"> <div class="modal-body">
<p> <p>
@ -267,5 +271,5 @@
<!-- <!--
MkDocs version : 1.0.4 MkDocs version : 1.0.4
Build Date UTC : 2020-02-23 02:23:27 Build Date UTC : 2020-02-24 16:03:02
--> -->

24
docs/js/base.js
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@ -1,15 +1,26 @@
function getSearchTerm() { function getSearchTerm()
{
var sPageURL = window.location.search.substring(1); var sPageURL = window.location.search.substring(1);
var sURLVariables = sPageURL.split('&'); var sURLVariables = sPageURL.split('&');
for (var i = 0; i < sURLVariables.length; i++) { for (var i = 0; i < sURLVariables.length; i++)
{
var sParameterName = sURLVariables[i].split('='); var sParameterName = sURLVariables[i].split('=');
if (sParameterName[0] == 'q') { if (sParameterName[0] == 'q')
{
return sParameterName[1]; return sParameterName[1];
} }
} }
} }
$(document).ready(function() { $(document).ready(function() {
/**
* ------------------------------------------------------------------------
* Cinder theme specific
* ------------------------------------------------------------------------
*/
hljs.initHighlightingOnLoad();
/** /**
* ------------------------------------------------------------------------ * ------------------------------------------------------------------------
* Taken from themes/mkdocs/js/base.js * Taken from themes/mkdocs/js/base.js
@ -19,12 +30,12 @@ $(document).ready(function() {
$search_modal = $('#mkdocs_search_modal'), $search_modal = $('#mkdocs_search_modal'),
$keyboard_modal = $('#mkdocs_keyboard_modal'); $keyboard_modal = $('#mkdocs_keyboard_modal');
if (search_term) { if(search_term){
$search_modal.modal(); $search_modal.modal();
} }
// make sure search input gets autofocus everytime modal opens. // make sure search input gets autofocus everytime modal opens.
$search_modal.on('shown.bs.modal', function() { $search_modal.on('shown.bs.modal', function () {
$search_modal.find('#mkdocs-search-query').focus(); $search_modal.find('#mkdocs-search-query').focus();
}); });
@ -65,8 +76,7 @@ $(document).ready(function() {
$search_modal.modal('hide'); $search_modal.modal('hide');
$keyboard_modal.modal('show'); $keyboard_modal.modal('show');
break; break;
default: default: break;
break;
} }
if (page) { if (page) {
$keyboard_modal.modal('hide'); $keyboard_modal.modal('hide');

54
docs/problems/index.html
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@ -14,16 +14,14 @@
<title>Problems - MIPLearn</title> <title>Problems - MIPLearn</title>
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css"> <link rel="stylesheet" href="//use.fontawesome.com/releases/v5.5.0/css/all.css" integrity="sha384-B4dIYHKNBt8Bc12p+WXckhzcICo0wtJAoU8YZTY5qE0Id1GSseTk6S+L3BlXeVIU" crossorigin="anonymous">
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.css">
<link rel="stylesheet" href="//cdn.jsdelivr.net/npm/hack-font@3.3.0/build/web/hack.min.css"> <link rel="stylesheet" href="//cdn.jsdelivr.net/npm/hack-font@3.3.0/build/web/hack.min.css">
<link href='//rsms.me/inter/inter.css' rel='stylesheet' type='text/css'> <link href='//fonts.googleapis.com/css?family=PT+Sans:400,400italic,700,700italic&subset=latin-ext,latin' rel='stylesheet' type='text/css'>
<link href='//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,700italic,400,300,600,700&subset=latin-ext,latin' rel='stylesheet' type='text/css'> <link href='//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,700italic,400,300,600,700&subset=latin-ext,latin' rel='stylesheet' type='text/css'>
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@ -139,7 +146,6 @@
<li class="third-level"><a href="#problem-definition">Problem definition</a></li> <li class="third-level"><a href="#problem-definition">Problem definition</a></li>
<li class="third-level"><a href="#random-instance-generator">Random instance generator</a></li> <li class="third-level"><a href="#random-instance-generator">Random instance generator</a></li>
<li class="third-level"><a href="#benchmark-challenges_1">Benchmark challenges</a></li> <li class="third-level"><a href="#benchmark-challenges_1">Benchmark challenges</a></li>
<li class="third-level"><a href="#benchmark-results">Benchmark results</a></li>
<li class="second-level"><a href="#multidimensional-0-1-knapsack-problem">Multidimensional 0-1 Knapsack Problem</a></li> <li class="second-level"><a href="#multidimensional-0-1-knapsack-problem">Multidimensional 0-1 Knapsack Problem</a></li>
<li class="third-level"><a href="#problem-definition_1">Problem definition</a></li> <li class="third-level"><a href="#problem-definition_1">Problem definition</a></li>
@ -180,8 +186,6 @@
fix_graph=True) fix_graph=True)
</code></pre> </code></pre>
<h3 id="benchmark-results">Benchmark results</h3>
<h4 id="challenge-a_1">Challenge A</h4>
<p><img alt="alt" src="../figures/benchmark_stab_a.png" /></p> <p><img alt="alt" src="../figures/benchmark_stab_a.png" /></p>
<h2 id="multidimensional-0-1-knapsack-problem">Multidimensional 0-1 Knapsack Problem</h2> <h2 id="multidimensional-0-1-knapsack-problem">Multidimensional 0-1 Knapsack Problem</h2>
<h3 id="problem-definition_1">Problem definition</h3> <h3 id="problem-definition_1">Problem definition</h3>
@ -225,7 +229,26 @@ from the provided probability distributions <code>K</code> and <code>u</code>.</
<li>Freville, Arnaud, and Gérard Plateau. <em>An efficient preprocessing procedure for the multidimensional 0–1 knapsack problem.</em> Discrete applied mathematics 49.1-3 (1994): 189-212.</li> <li>Freville, Arnaud, and Gérard Plateau. <em>An efficient preprocessing procedure for the multidimensional 0–1 knapsack problem.</em> Discrete applied mathematics 49.1-3 (1994): 189-212.</li>
<li>Fréville, Arnaud. <em>The multidimensional 0–1 knapsack problem: An overview.</em> European Journal of Operational Research 155.1 (2004): 1-21.</li> <li>Fréville, Arnaud. <em>The multidimensional 0–1 knapsack problem: An overview.</em> European Journal of Operational Research 155.1 (2004): 1-21.</li>
</ul> </ul>
</div></div> </div>
<h4 id="challenge-a_1">Challenge A</h4>
<ul>
<li>250 variables, 10 constraints, fixed weights</li>
<li>$w \sim U(0, 1000), \gamma \sim U(0.95, 1.05)$</li>
<li>$K = 500, u \sim U(0, 1), \alpha = 0.25$</li>
<li>500 training instances, 50 test instances</li>
</ul>
<pre><code class="python">MultiKnapsackGenerator(n=randint(low=250, high=251),
m=randint(low=10, high=11),
w=uniform(loc=0.0, scale=1000.0),
K=uniform(loc=500.0, scale=0.0),
u=uniform(loc=0.0, scale=1.0),
alpha=uniform(loc=0.25, scale=0.0),
fix_w=True,
w_jitter=uniform(loc=0.95, scale=0.1),
)
</code></pre>
<p><img alt="alt" src="../figures/benchmark_knapsack_a.png" /></p></div>
</div> </div>
@ -234,17 +257,17 @@ from the provided probability distributions <code>K</code> and <code>u</code>.</
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@ -256,11 +279,8 @@ from the provided probability distributions <code>K</code> and <code>u</code>.</
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<loc>None</loc> <loc>None</loc>
<lastmod>2020-02-22</lastmod> <lastmod>2020-02-24</lastmod>
<changefreq>daily</changefreq> <changefreq>daily</changefreq>
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<loc>None</loc> <loc>None</loc>
<lastmod>2020-02-22</lastmod> <lastmod>2020-02-24</lastmod>
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<title>Usage - MIPLearn</title> <title>Usage - MIPLearn</title>
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@ -235,17 +242,17 @@ solver.solve(test_instance)
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@ -257,11 +264,8 @@ solver.solve(test_instance)
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