Update benchmarks

benchmark/knapsack/ChallengeA/benchmark_ml.csv

@@ -1,151 +1,151 @@
-,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
+,Solver,Instance,Wallclock Time,Lower Bound,Upper Bound,Gap,Nodes,Mode,Relative Lower Bound,Relative Upper Bound,Relative Wallclock Time,Relative Gap,Relative Nodes,Predicted LB,Predicted UB,Sense
+0,baseline,0,662.7372989654541,59162.0,59167.0,8.451370812345763e-05,18688107.0,exact,1.0,1.0004734608295711,8.70828628181939,1.0,5.622307810564691,,,
+1,baseline,1,900.0007548332214,59137.0,59256.0,0.002012276578115224,24175550.0,exact,1.0,1.0019275641675967,5.256438928065297,23.8,2.9939288096459404,,,
+2,baseline,2,900.0016160011293,59186.0,59285.0,0.0016726928665562802,24089218.0,exact,1.0,1.0015880792688077,6.615464163621432,19.8,3.971008553523482,,,
+3,baseline,3,900.0023140907288,59145.0,59231.0,0.0014540535970918927,24595759.0,exact,1.0,1.0013693998309383,9.839168761119028,17.2,6.1066754492159765,,,
+4,baseline,4,900.0024960041046,59142.0,59213.0,0.0012005004903452704,25467171.0,exact,1.0,1.0011162314042927,11.236705591195049,14.261938547000467,7.640381275476392,,,
+5,baseline,5,900.002925157547,59126.0,59244.0,0.0019957379156377904,23457042.0,exact,1.0,1.0021143794719125,10.760170783867167,29.494511720731996,5.847345591041515,,,
+6,baseline,6,900.0031039714813,59125.0,59236.97169757604,0.001893813066825174,24240772.0,exact,1.0,1.0018090934817527,5.582936655618509,22.394339515207683,3.3210931747954593,,,
+7,baseline,7,900.002781867981,59105.0,59212.0,0.001810337534895525,24042592.0,exact,1.0,1.001725596345796,1.7540923744921773,21.400000000000002,2.390273708531383,,,
+8,baseline,8,900.0021660327911,59169.0,59251.0,0.0013858608392908448,25512146.0,exact,1.0,1.0013181687594004,9.026100681465717,20.5,5.950915491512204,,,
+9,baseline,9,900.0015439987183,59130.0,59256.0,0.00213089802130898,23227790.0,exact,1.0,1.0021478462345041,7.880275979497338,25.197442922374428,4.198068271097029,,,
+10,baseline,10,900.0024099349976,59127.0,59201.0,0.0012515432881762985,25015636.0,exact,1.0,1.0011838122135597,13.04240249187423,18.5,8.325144625534431,,,
+11,baseline,11,900.0025849342346,59198.0,59289.0,0.0015372140950707794,24558832.0,exact,1.0,1.0017741281427412,4.941352404443008,18.19415858643873,2.9831824806949396,,,
+12,baseline,12,900.0022029876709,59102.0,59224.0,0.002064227944908802,24026788.0,exact,1.0,1.0019794609775492,5.378482195683288,24.400000000000002,2.947983888580514,,,
+13,baseline,13,900.0011007785797,59150.0,59206.0,0.0009467455621301775,24953207.0,exact,1.0,1.0008790614328702,12.451848934586094,13.999999999999998,8.0844140865203,,,
+14,baseline,14,900.0014700889587,59169.0,59250.0,0.0013689600973482733,25494260.0,exact,1.0,1.0014705136656357,10.286586243074352,20.246577599756627,6.714445655657852,,,
+15,baseline,15,900.0013790130615,59083.0,59196.0,0.0019125636816004605,23792716.0,exact,1.0,1.0018277822908204,7.486704871117682,22.6,4.211841162852367,,,
+16,baseline,16,900.0020098686218,59126.0,59233.0,0.0018096945506207078,23398798.0,exact,1.0,1.001724983511187,10.473065188128833,21.39999999999999,5.842727665213484,,,
+17,baseline,17,900.0023510456085,59156.0,59197.0,0.0006930826965988236,25573586.0,exact,1.0,1.0006930826965987,12.267049016770867,10.249306917303404,7.807679578926801,,,
+18,baseline,18,900.002711057663,59118.0,59211.0,0.0015731249365675427,24489136.0,exact,1.0,1.0014884224413512,19.84721287191386,18.599999999999998,12.51075303699155,,,
+19,baseline,19,724.1934628486632,59159.0,59164.0,8.451799388089724e-05,20931760.0,exact,1.0,1.0,16.225906582646804,1.0,11.203195934004649,,,
+20,baseline,20,900.0011439323425,59068.0,59191.0,0.0020823457709758246,23411794.0,exact,1.0,1.0020823457709758,4.553908811228339,24.597917654229025,2.465201726709367,,,
+21,baseline,21,380.06568694114685,59175.0,59180.0,8.449514152936208e-05,11618526.0,exact,1.0,1.0000168978860744,7.912557532546788,1.2500000000000002,5.757968140817527,,,
+22,baseline,22,900.0016028881073,59121.0,59154.94711904253,0.0005741973079365614,26352886.0,exact,1.0,1.0004895835849292,14.040381831195205,6.789423808503489,9.40925154833969,,,
+23,baseline,23,230.2515211105347,59193.0,59198.0,8.44694474008751e-05,6776049.0,exact,1.0,1.0000337860666262,8.514542938541073,1.6666666666666665,5.846961043264265,,,
+24,baseline,24,900.0010840892792,59162.0,59240.0,0.001318413846725939,24727727.0,exact,1.0,1.0015046237595306,8.166041819193602,15.595781075690478,4.940286958561307,,,
+25,baseline,25,900.0015320777893,59096.0,59210.0,0.0019290645728983352,23438919.0,exact,1.0,1.0018443004348487,4.510705225924555,22.800000000000004,2.4862311177206236,,,
+26,baseline,26,900.0015478134155,59089.0,59203.0,0.001929293100238623,23826788.0,exact,1.0,1.0018953816994127,8.894248013836016,28.49903535344988,4.939630736149807,,,
+27,baseline,27,900.0010070800781,59153.0,59249.0,0.0016229100806383447,24336831.0,exact,1.0,1.001538253490652,10.091974748981741,19.2,6.084119530266811,,,
+28,baseline,28,900.001277923584,59112.0,59208.0,0.0016240357287860333,25111591.0,exact,1.0,1.001759610178668,4.691858473111718,19.195777507105156,2.8027693088636902,,,
+29,baseline,29,900.0012440681458,59182.0,59263.0,0.0013686593896792946,24919871.0,exact,1.0,1.0012840657576834,7.56448716001105,16.200000000000003,4.595493258310103,,,
+30,baseline,30,900.0012910366057,59134.0,59241.0,0.001809449724354855,23615391.0,exact,1.0,1.0017247501648658,9.031820270959846,21.4,5.0375202116086095,,,
+31,baseline,31,900.0023548603058,59082.0,59169.0,0.0014725297044785213,26213904.0,exact,1.0,1.0013883344383072,10.04484347330425,17.513740798402758,6.772202916754611,,,
+32,baseline,32,875.9193549156189,59175.0,59180.0,8.449514152936208e-05,24935695.0,exact,1.0,1.0,17.593042802030894,1.0000000000000002,11.640863122484049,,,
+33,baseline,33,900.0018489360809,59088.0,59177.0,0.0015062279989168698,25210167.0,exact,1.0,1.0017435758540136,6.884821185789175,17.794276333604117,4.149329955955837,,,
+34,baseline,34,232.1541509628296,59190.0,59195.0,8.447372867038352e-05,7309410.0,exact,1.0,1.0000337877789605,7.0924172424290814,1.6666666666666667,5.371410472817808,,,
+35,baseline,35,900.0025398731233,59183.0,59262.0,0.001334842775797104,23927493.0,exact,1.0,1.0012671701556084,12.033207650833896,19.75,7.544694464615838,,,
+36,baseline,36,900.0010929107666,59166.0,59254.0,0.00148734070243045,25589946.0,exact,1.0,1.001402714167413,6.350860539510311,17.599999999999998,3.8428016019966393,,,
+37,baseline,37,622.9371509552003,59202.0,59207.0,8.445660619573664e-05,18595087.0,exact,1.0,1.0007944557133197,5.973803009115679,1.0000000000000002,3.967704381695003,,,
+38,baseline,38,557.924427986145,59212.0,59217.0,8.444234276835778e-05,16270407.0,exact,1.0,1.0000168873277493,11.776853444610294,1.25,8.26095170688216,,,
+39,baseline,39,900.0010092258452,59143.0,59185.0,0.0007101432122144633,26304077.0,exact,1.0,1.0006424670735625,19.899221771336656,10.5,13.274381840230484,,,
+40,baseline,40,900.0011250972748,59158.0,59242.995354791536,0.0014367516615088902,23949337.0,exact,1.0,1.0013521179587164,11.618267974647784,16.999070958308586,7.043833563281406,,,
+41,baseline,41,900.000893831253,59170.0,59257.0,0.0014703396991718775,24299427.0,exact,1.0,1.0013857203210816,9.82799588949917,17.4,5.913918333433118,,,
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benchmark/tsp/ChallengeA/benchmark_ml.csv

@@ -1,151 +1,151 @@
-,Solver,Instance,Wallclock Time,Lower Bound,Upper Bound,Gap,Nodes,Mode,Sense,Relative Lower Bound,Relative Upper Bound,Relative Wallclock Time,Relative Gap,Relative Nodes
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-83,ml-exact,33,13.309514999389648,13548.0,13548.0,0.0,1186.0,exact,min,1.0,1.0,113.47548628008188,,1186.0
-84,ml-exact,34,4.092274188995361,13557.0,13557.0,0.0,1.0,exact,min,1.0,1.0,44.25998117610655,,1.0
-85,ml-exact,35,12.810777187347412,13567.999997342848,13567.999997342848,0.0,665.0,exact,min,0.9999999998041603,1.0,121.309659430842,,665.0
-86,ml-exact,36,6.248754978179932,13554.0,13554.0,0.0,207.0,exact,min,1.0,1.0,44.35197381780768,,207.0
-87,ml-exact,37,4.716349124908447,13532.0,13532.0,0.0,135.0,exact,min,1.0,1.0,47.009762311015635,,135.0
-88,ml-exact,38,4.521557807922363,13513.999998129171,13513.999998129171,0.0,1.0,exact,min,0.9999999998615636,1.0,46.800752176573944,,1.0
-89,ml-exact,39,5.645528078079224,13538.0,13538.0,0.0,300.0,exact,min,1.0,1.0,48.51361938654882,,300.0
-90,ml-exact,40,4.649635076522827,13578.0,13578.0,0.0,1.0,exact,min,1.0,1.0,53.725063086094615,,1.0
-91,ml-exact,41,4.388063907623291,13526.0,13526.0,0.0,1.0,exact,min,1.0,1.0,50.43232623266163,,1.0
-92,ml-exact,42,5.448373079299927,13529.0,13529.0,0.0,62.0,exact,min,1.0,1.0,60.868900360118474,,62.0
-93,ml-exact,43,6.0346598625183105,13565.0,13565.0,0.0,1351.0,exact,min,1.0,1.0,64.8406547802029,,1351.0
-94,ml-exact,44,4.181343078613281,13552.999994500191,13552.999994500191,0.0,1.0,exact,min,0.9999999995941998,1.0,49.09296629408488,,1.0
-95,ml-exact,45,4.882394075393677,13521.0,13521.0,0.0,1.0,exact,min,1.0,1.0,60.09333165088886,,1.0
-96,ml-exact,46,4.094098091125488,13542.999983734524,13542.999983734524,0.0,1.0,exact,min,1.0,1.0,46.226487523992326,,1.0
-97,ml-exact,47,4.172211170196533,13564.0,13564.0,0.0,1.0,exact,min,1.0,1.0,42.36269753660237,,1.0
-98,ml-exact,48,4.766964912414551,13552.0,13552.0,0.0,1.0,exact,min,1.0,1.0,70.01789485111554,,1.0
-99,ml-exact,49,4.057707786560059,13524.0,13524.0,0.0,1.0,exact,min,1.0,1.0,43.98412161027133,,1.0
-100,ml-heuristic,0,0.10469198226928711,13540.0,13540.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-101,ml-heuristic,1,0.10572290420532227,13566.0,13567.0,7.371369600471768e-05,1.0,heuristic,min,0.9999262917373037,1.0000000014073693,1.0,inf,1.0
-102,ml-heuristic,2,0.11254310607910156,13562.0,13563.0,7.37354372511429e-05,1.0,heuristic,min,1.0,1.000073735437251,1.0,inf,1.0
-103,ml-heuristic,3,0.10378193855285645,13522.0,13522.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-104,ml-heuristic,4,0.11850595474243164,13533.0,13534.0,7.389344565137072e-05,1.0,heuristic,min,0.9999261120141865,1.0,1.0,inf,1.0
-105,ml-heuristic,5,0.1006770133972168,13532.0,13532.0,0.0,1.0,heuristic,min,1.0,1.0000000027178717,1.0,,1.0
-106,ml-heuristic,6,0.11730313301086426,13534.99999657258,13534.99999657258,0.0,1.0,heuristic,min,0.9999999997467736,1.0,1.0,,1.0
-107,ml-heuristic,7,0.10052609443664551,13613.0,13613.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-108,ml-heuristic,8,0.10211396217346191,13579.0,13580.0,7.364312541424258e-05,1.0,heuristic,min,0.9999263622974963,1.0,1.0,inf,1.0
-109,ml-heuristic,9,0.13721704483032227,13584.0,13584.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-110,ml-heuristic,10,0.11448001861572266,13577.0,13578.0,7.365397363187744e-05,1.0,heuristic,min,0.9999263514508764,1.0,1.0,inf,1.0
-111,ml-heuristic,11,0.11266803741455078,13575.0,13575.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-112,ml-heuristic,12,0.12568116188049316,13543.0,13544.0,7.383888355608063e-05,1.0,heuristic,min,0.9999261665682221,1.0,1.0,inf,1.0
-113,ml-heuristic,13,0.09734487533569336,13534.0,13534.0,0.0,1.0,heuristic,min,1.0,1.0000000042502133,1.0,,1.0
-114,ml-heuristic,14,0.12564396858215332,13550.0,13551.0,7.380073800738008e-05,1.0,heuristic,min,0.9999262047081396,1.0,1.0,inf,1.0
-115,ml-heuristic,15,0.12550878524780273,13593.0,13594.0,7.356727727506805e-05,1.0,heuristic,min,0.9999264381344711,1.00000000008018,1.0,inf,1.0
-116,ml-heuristic,16,0.12538504600524902,13593.0,13594.0,7.356727727506805e-05,1.0,heuristic,min,0.9999264381344711,1.0,1.0,inf,1.0
-117,ml-heuristic,17,0.1114809513092041,13543.0,13543.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-118,ml-heuristic,18,0.08544802665710449,13524.0,13525.0,7.394262052647145e-05,1.0,heuristic,min,0.9999260629944637,1.0000000001478944,1.0,inf,1.0
-119,ml-heuristic,19,0.08859395980834961,13564.0,13564.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-120,ml-heuristic,20,0.11370587348937988,13569.0,13569.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-121,ml-heuristic,21,0.09811091423034668,13565.0,13566.0,7.371913011426465e-05,1.0,heuristic,min,0.9999262863039953,1.0,1.0,inf,1.0
-122,ml-heuristic,22,0.11283302307128906,13564.0,13565.0,7.372456502506635e-05,1.0,heuristic,min,0.9999262808698858,1.0,1.0,inf,1.0
-123,ml-heuristic,23,0.13355588912963867,13579.0,13580.0,7.364312541424258e-05,1.0,heuristic,min,0.9999263622974963,1.0,1.0,inf,1.0
-124,ml-heuristic,24,0.09710884094238281,13543.0,13543.0,0.0,1.0,heuristic,min,1.0,1.00000000048014,1.0,,1.0
-125,ml-heuristic,25,0.1259450912475586,13542.0,13542.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-126,ml-heuristic,26,0.09334397315979004,13532.0,13532.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-127,ml-heuristic,27,0.11067080497741699,13521.0,13522.0,7.395902669920864e-05,1.0,heuristic,min,0.9999260464428339,1.0,1.0,inf,1.0
-128,ml-heuristic,28,0.11243796348571777,13571.0,13571.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-129,ml-heuristic,29,0.09939408302307129,13595.0,13595.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-130,ml-heuristic,30,0.13278913497924805,13576.0,13577.0,7.365939893930465e-05,1.0,heuristic,min,0.9999263460263681,1.0,1.0,inf,1.0
-131,ml-heuristic,31,0.10243511199951172,13581.0,13582.0,7.363228039172373e-05,1.0,heuristic,min,0.9999263731409218,1.0,1.0,inf,1.0
-132,ml-heuristic,32,0.10911703109741211,13524.0,13524.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-133,ml-heuristic,33,0.11728978157043457,13548.0,13548.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-134,ml-heuristic,34,0.09245991706848145,13557.0,13557.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-135,ml-heuristic,35,0.10560393333435059,13568.0,13568.0,0.0,1.0,heuristic,min,1.0,1.0000000001958396,1.0,,1.0
-136,ml-heuristic,36,0.14089012145996094,13553.0,13554.0,7.378440197742197e-05,1.0,heuristic,min,0.9999262210417589,1.0,1.0,inf,1.0
-137,ml-heuristic,37,0.1003270149230957,13531.0,13532.0,7.390436774813391e-05,1.0,heuristic,min,0.9999261010937038,1.0,1.0,inf,1.0
-138,ml-heuristic,38,0.09661293029785156,13514.0,13514.0,0.0,1.0,heuristic,min,1.0,1.0000000001384364,1.0,,1.0
-139,ml-heuristic,39,0.11636996269226074,13537.0,13538.0,7.387161113983896e-05,1.0,heuristic,min,0.999926133845472,1.0,1.0,inf,1.0
-140,ml-heuristic,40,0.08654499053955078,13577.0,13578.0,7.365397363187744e-05,1.0,heuristic,min,0.9999263514508764,1.0,1.0,inf,1.0
-141,ml-heuristic,41,0.08700895309448242,13526.0,13526.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-142,ml-heuristic,42,0.08950996398925781,13528.0,13529.0,7.392075694855116e-05,1.0,heuristic,min,0.9999260847069259,1.0,1.0,inf,1.0
-143,ml-heuristic,43,0.09306907653808594,13564.0,13565.0,7.372456502506635e-05,1.0,heuristic,min,0.9999262808698858,1.0,1.0,inf,1.0
-144,ml-heuristic,44,0.08517193794250488,13553.0,13553.0,0.0,1.0,heuristic,min,1.0,1.0000000004058,1.0,,1.0
-145,ml-heuristic,45,0.08124685287475586,13520.0,13521.0,7.396449704142012e-05,1.0,heuristic,min,0.9999260409733008,1.0,1.0,inf,1.0
-146,ml-heuristic,46,0.08856606483459473,13542.0,13543.0,7.38443361394181e-05,1.0,heuristic,min,0.9999261623173799,1.0000000012010246,1.0,inf,1.0
-147,ml-heuristic,47,0.09848785400390625,13563.0,13564.0,7.37300007373e-05,1.0,heuristic,min,0.9999262754349749,1.0,1.0,inf,1.0
-148,ml-heuristic,48,0.06808209419250488,13552.0,13552.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0
-149,ml-heuristic,49,0.0922539234161377,13523.0,13524.0,7.394808844191378e-05,1.0,heuristic,min,0.9999260573794735,1.0,1.0,inf,1.0
+,Solver,Instance,Wallclock Time,Lower Bound,Upper Bound,Gap,Nodes,Mode,Sense,Relative Lower Bound,Relative Upper Bound,Relative Wallclock Time,Relative Gap,Relative Nodes,Predicted LB,Predicted UB
+0,baseline,0,36.53329420089722,13540.0,13540.0,0.0,850.0,exact,min,1.0,1.0,348.9264354938609,,850.0,,
+1,baseline,1,18.817906141281128,13567.0,13567.0,0.0,210.0,exact,min,1.0,1.0000000012586066,211.43717937384307,,210.0,,
+2,baseline,2,41.11200523376465,13562.0,13562.0,0.0,454.0,exact,min,1.0,1.0,381.2422435502022,,454.0,,
+3,baseline,3,32.869613885879524,13522.0,13522.0,0.0,977.0,exact,min,1.0,1.0,292.9972180543808,,977.0,,
+4,baseline,4,26.034526586532593,13534.0,13534.0,0.0,396.0,exact,min,1.0,1.0,263.0973634057194,,396.0,,
+5,baseline,5,49.523164987564094,13532.0,13532.0,0.0,591.0,exact,min,1.0,1.0000000027128713,490.46927412556704,,591.0,,
+6,baseline,6,43.27228236198425,13535.0,13535.0,0.0,2292.0,exact,min,1.0,1.0000000002532266,458.15479820673085,,2292.0,,
+7,baseline,7,38.228996753692634,13613.0,13613.0,0.0,104.0,exact,min,1.0,1.0,378.2617805740546,,104.0,,
+8,baseline,8,57.10530495643616,13580.0,13580.0,0.0,2520.0,exact,min,1.0,1.0,593.5852954952678,,2520.0,,
+9,baseline,9,32.913992881774895,13583.000000000002,13584.0,7.362143856277559e-05,1150.0,exact,min,0.9999263839811544,1.0000000000526519,265.6794478999876,inf,1150.0,,
+10,baseline,10,54.779502391815186,13578.0,13578.0,0.0,5650.0,exact,min,1.0,1.0,429.670280884168,,5650.0,,
+11,baseline,11,15.760047912597654,13575.0,13575.0,0.0,137.0,exact,min,1.0,1.0,156.60298221756824,,137.0,,
+12,baseline,12,32.832256078720086,13544.0,13544.0,0.0,995.0,exact,min,1.0,1.0,268.6150555630328,,995.0,,
+13,baseline,13,18.5905544757843,13534.0,13534.0,0.0,1.0,exact,min,1.0,1.000000000382988,174.85802031709014,,1.0,,
+14,baseline,14,26.83425283432007,13551.0,13551.0,0.0,180.0,exact,min,1.0,1.0,229.4603988150939,,180.0,,
+15,baseline,15,43.79837608337402,13593.999998910032,13593.999998910032,0.0,866.0,exact,min,0.9999999999198199,1.0,354.0232066494123,,866.0,,
+16,baseline,16,88.94579243659973,13594.0,13594.0,0.0,3845.0,exact,min,1.0,1.0,643.5173900218896,,3845.0,,
+17,baseline,17,46.35858511924744,13543.0,13543.0,0.0,609.0,exact,min,1.0,1.0,351.289044461708,,609.0,,
+18,baseline,18,26.682329416275024,13524.0,13525.0,7.394262052647145e-05,1.0,exact,min,0.9999260628465804,1.0,221.69489708999424,inf,1.0,,
+19,baseline,19,22.814379453659054,13564.0,13564.0,0.0,212.0,exact,min,1.0,1.0,188.49094286400899,,212.0,,
+20,baseline,20,53.29448294639587,13569.0,13569.0,0.0,553.0,exact,min,1.0,1.0,535.5578148659267,,553.0,,
+21,baseline,21,47.91645574569702,13566.0,13566.0,0.0,427.0,exact,min,1.0,1.0,469.00946064520946,,427.0,,
+22,baseline,22,23.47979474067688,13565.0,13565.0,0.0,1.0,exact,min,1.0,1.0000000005158192,208.7615810370521,,1.0,,
+23,baseline,23,34.002822875976555,13579.0,13580.0,7.364312541424258e-05,795.0,exact,min,0.9999263622974963,1.0,288.66394771516985,inf,795.0,,
+24,baseline,24,26.307467222213745,13543.0,13543.0,0.0,72.0,exact,min,1.0,1.0,263.615440667033,,72.0,,
+25,baseline,25,30.169880151748657,13541.0,13542.0,7.384978952809984e-05,185.0,exact,min,0.9999261556638606,1.0,253.1283548471628,inf,185.0,,
+26,baseline,26,22.108322381973267,13531.0,13532.0,7.390436774813391e-05,1.0,exact,min,0.9999261010937038,1.0,201.04333111467156,inf,1.0,,
+27,baseline,27,30.187870264053345,13521.0,13522.0,7.395902669920864e-05,639.0,exact,min,0.9999260464428339,1.0,299.340417081376,inf,639.0,,
+28,baseline,28,28.049314975738525,13571.0,13571.0,0.0,698.0,exact,min,1.0,1.0,229.69026552128074,,698.0,,
+29,baseline,29,14.55678105354309,13595.0,13595.0,0.0,3192.0,exact,min,1.0,1.0,155.07081048543787,,3192.0,,
+30,baseline,30,43.23353409767151,13577.0,13577.0,0.0,194.0,exact,min,1.0,1.0,330.94661332622775,,194.0,,
+31,baseline,31,22.519271850585934,13582.0,13582.0,0.0,202.0,exact,min,1.0,1.0,241.9939842689144,,202.0,,
+32,baseline,32,42.93885207176209,13524.0,13524.0,0.0,45.0,exact,min,1.0,1.0,412.99724360606047,,45.0,,
+33,baseline,33,55.74046897888184,13548.0,13548.0,0.0,1122.0,exact,min,1.0,1.0,476.4924946958442,,1122.0,,
+34,baseline,34,39.575217008590705,13557.0,13557.0,0.0,918.0,exact,min,1.0,1.0,433.5347670400678,,918.0,,
+35,baseline,35,59.18739986419678,13568.0,13568.0,0.0,242.0,exact,min,1.0,1.0,505.6068872532047,,242.0,,
+36,baseline,36,37.39885544776917,13554.0,13554.0,0.0,427.0,exact,min,1.0,1.0000000009191574,317.32406216115623,,427.0,,
+37,baseline,37,25.6471529006958,13532.0,13532.0,0.0,1173.0,exact,min,1.0,1.0,292.3723011023896,,1173.0,,
+38,baseline,38,18.585349082946774,13514.0,13514.0,0.0,222.0,exact,min,1.0,1.0000000000879068,170.0863254726038,,222.0,,
+39,baseline,39,19.149864196777344,13538.0,13538.0,0.0,137.0,exact,min,1.0,1.0,162.33253366586564,,137.0,,
+40,baseline,40,23.872825860977173,13578.0,13578.0,0.0,1.0,exact,min,1.0,1.0,272.34371158135235,,1.0,,
+41,baseline,41,22.637821435928345,13526.0,13526.0,0.0,1.0,exact,min,1.0,1.0,216.56354703847057,,1.0,,
+42,baseline,42,27.23757696151733,13529.0,13529.0,0.0,294.0,exact,min,1.0,1.0,313.8552354683267,,294.0,,
+43,baseline,43,62.30587673187256,13565.0,13565.0,0.0,1889.0,exact,min,1.0,1.0,676.1793314013662,,1889.0,,
+44,baseline,44,26.792277336120605,13553.0,13553.0,0.0,277.0,exact,min,1.0,1.0000000004058,315.6449158326709,,277.0,,
+45,baseline,45,16.130266189575195,13521.0,13521.0,0.0,49.0,exact,min,1.0,1.0,179.2210778392354,,49.0,,
+46,baseline,46,27.59492301940918,13542.0,13543.0,7.384433613941809e-05,18.0,exact,min,0.999926162069197,1.0000000009528236,295.25891836734695,inf,18.0,,
+47,baseline,47,37.25418496131897,13564.0,13564.0,0.0,91.0,exact,min,1.0,1.0,391.7824472459582,,91.0,,
+48,baseline,48,25.38289999961853,13552.0,13552.0,0.0,1399.0,exact,min,1.0,1.0,264.4132092856912,,1399.0,,
+49,baseline,49,41.49198460578919,13524.0,13524.0,0.0,54.0,exact,min,1.0,1.0,401.4551324342904,,54.0,,
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+145,ml-heuristic,45,0.09000205993652344,13521.0,13521.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0,13518.022147882373,13519.180228586629
+146,ml-heuristic,46,0.0934600830078125,13542.0,13543.0,7.38443361394181e-05,1.0,heuristic,min,0.999926162069197,1.0000000009528236,1.0,inf,1.0,13542.117523054236,13543.295146633483
+147,ml-heuristic,47,0.09508895874023438,13563.0,13564.0,7.37300007373e-05,1.0,heuristic,min,0.9999262754349749,1.0,1.0,inf,1.0,13566.212898226098,13567.410064680338
+148,ml-heuristic,48,0.09599709510803223,13552.0,13552.0,0.0,1.0,heuristic,min,1.0,1.0,1.0,,1.0,13557.335654741728,13558.525621189392
+149,ml-heuristic,49,0.10335397720336914,13523.0,13524.0,7.394808844191378e-05,1.0,heuristic,min,0.9999260573794735,1.0,1.0,inf,1.0,13500.690386793842,13501.8344103424

docs/404.html

@@ -14,16 +14,14 @@
     <title>MIPLearn</title>
     
 
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css">
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.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="//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="/css/bootstrap-custom.min.css" rel="stylesheet">
     <link href="/css/base.min.css" rel="stylesheet">
     <link href="/css/cinder.min.css" rel="stylesheet">
-
-    
+    <link href="/css/highlight.min.css" rel="stylesheet">
     <link href="/css/custom.css" rel="stylesheet">
 
     <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
@@ -32,6 +30,15 @@
             <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
         <![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>
+
     
 
      
@@ -133,17 +140,17 @@
         
         <hr>
         <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>
-        </p>
+        <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
 
         
         
     </footer>
     <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/highlight.pack.js"></script>
+    <script>hljs.initHighlightingOnLoad();</script>
     <script>var base_url = "/"</script>
     
     <script src="/js/base.js"></script>
@@ -155,11 +162,8 @@
     <div class="modal-dialog modal-lg">
         <div class="modal-content">
             <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>
+                <button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
             </div>
             <div class="modal-body">
                 <p>

docs/about/index.html

@@ -14,16 +14,14 @@
     <title>About - MIPLearn</title>
     
 
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css">
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.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="//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="../css/bootstrap-custom.min.css" rel="stylesheet">
     <link href="../css/base.min.css" rel="stylesheet">
     <link href="../css/cinder.min.css" rel="stylesheet">
-
-    
+    <link href="../css/highlight.min.css" rel="stylesheet">
     <link href="../css/custom.css" rel="stylesheet">
 
     <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
@@ -32,6 +30,15 @@
             <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
         <![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>
+
     
 
      
@@ -191,17 +198,17 @@ POSSIBILITY OF SUCH DAMAGE.
         
         <hr>
         <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>
-        </p>
+        <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
 
         
         
     </footer>
     <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/highlight.pack.js"></script>
+    <script>hljs.initHighlightingOnLoad();</script>
     <script>var base_url = ".."</script>
     
     <script src="../js/base.js"></script>
@@ -213,11 +220,8 @@ POSSIBILITY OF SUCH DAMAGE.
     <div class="modal-dialog modal-lg">
         <div class="modal-content">
             <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>
+                <button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
             </div>
             <div class="modal-body">
                 <p>

docs/benchmark/index.html

@@ -14,16 +14,14 @@
     <title>Benchmark - MIPLearn</title>
     
 
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css">
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.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="//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="../css/bootstrap-custom.min.css" rel="stylesheet">
     <link href="../css/base.min.css" rel="stylesheet">
     <link href="../css/cinder.min.css" rel="stylesheet">
-
-    
+    <link href="../css/highlight.min.css" rel="stylesheet">
     <link href="../css/custom.css" rel="stylesheet">
 
     <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
@@ -32,6 +30,15 @@
             <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
         <![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>
+
     
 
      
@@ -200,17 +207,17 @@ benchmark.parallel_solve(test_instances)
         
         <hr>
         <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>
-        </p>
+        <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
 
         
         
     </footer>
     <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/highlight.pack.js"></script>
+    <script>hljs.initHighlightingOnLoad();</script>
     <script>var base_url = ".."</script>
     
     <script src="../js/base.js"></script>
@@ -222,11 +229,8 @@ benchmark.parallel_solve(test_instances)
     <div class="modal-dialog modal-lg">
         <div class="modal-content">
             <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>
+                <button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
             </div>
             <div class="modal-body">
                 <p>

docs/css/cinder.css

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

docs/css/cinder.min.css

@@ -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%}

docs/customization/index.html

@@ -14,16 +14,14 @@
     <title>Customization - MIPLearn</title>
     
 
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css">
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.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="//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="../css/bootstrap-custom.min.css" rel="stylesheet">
     <link href="../css/base.min.css" rel="stylesheet">
     <link href="../css/cinder.min.css" rel="stylesheet">
-
-    
+    <link href="../css/highlight.min.css" rel="stylesheet">
     <link href="../css/custom.css" rel="stylesheet">
 
     <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
@@ -32,6 +30,15 @@
             <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
         <![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>
+
     
 
      
@@ -153,17 +160,17 @@ solver = LearningSolver(solver=&quot;cplex&quot;,
         
         <hr>
         <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>
-        </p>
+        <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
 
         
         
     </footer>
     <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/highlight.pack.js"></script>
+    <script>hljs.initHighlightingOnLoad();</script>
     <script>var base_url = ".."</script>
     
     <script src="../js/base.js"></script>
@@ -175,11 +182,8 @@ solver = LearningSolver(solver=&quot;cplex&quot;,
     <div class="modal-dialog modal-lg">
         <div class="modal-content">
             <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>
+                <button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
             </div>
             <div class="modal-body">
                 <p>

docs/index.html

@@ -14,16 +14,14 @@
     <title>Home - MIPLearn</title>
     
 
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css">
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.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="//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="css/bootstrap-custom.min.css" rel="stylesheet">
     <link href="css/base.min.css" rel="stylesheet">
     <link href="css/cinder.min.css" rel="stylesheet">
-
-    
+    <link href="css/highlight.min.css" rel="stylesheet">
     <link href="css/custom.css" rel="stylesheet">
 
     <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
@@ -32,6 +30,15 @@
             <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
         <![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>
+
     
 
      
@@ -179,17 +186,17 @@
         
         <hr>
         <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>
-        </p>
+        <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
 
         
         
     </footer>
     <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/highlight.pack.js"></script>
+    <script>hljs.initHighlightingOnLoad();</script>
     <script>var base_url = "."</script>
     
     <script src="js/base.js"></script>
@@ -201,11 +208,8 @@
     <div class="modal-dialog modal-lg">
         <div class="modal-content">
             <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>
+                <button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
             </div>
             <div class="modal-body">
                 <p>
@@ -268,6 +272,6 @@
 </html>
 
 <!--
-MkDocs version : 1.1
-Build Date UTC : 2020-02-26 19:28:44
+MkDocs version : 1.0.4
+Build Date UTC : 2020-02-26 21:46:02
 -->

docs/js/base.js

@@ -1,78 +1,88 @@
-function getSearchTerm() {
+function getSearchTerm()
+{
     var sPageURL = window.location.search.substring(1);
     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('=');
-        if (sParameterName[0] == 'q') {
+        if (sParameterName[0] == 'q')
+        {
             return sParameterName[1];
         }
     }
 }
 
 $(document).ready(function() {
+    /**
+     * ------------------------------------------------------------------------
+     * Cinder theme specific
+     * ------------------------------------------------------------------------
+     */
+    hljs.initHighlightingOnLoad();
+
+
     /**
      * ------------------------------------------------------------------------
      * Taken from themes/mkdocs/js/base.js
      * ------------------------------------------------------------------------
      */
     var search_term = getSearchTerm(),
-        $search_modal = $('#mkdocs_search_modal'),
-        $keyboard_modal = $('#mkdocs_keyboard_modal');
+    $search_modal = $('#mkdocs_search_modal'),
+    $keyboard_modal = $('#mkdocs_keyboard_modal');
 
-    if (search_term) {
+    if(search_term){
         $search_modal.modal();
     }
 
     // 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();
     });
 
     // Close search modal when result is selected
     // The links get added later so listen to parent
     $('#mkdocs-search-results').click(function(e) {
-        if ($(e.target).is('a')) {
-            $search_modal.modal('hide');
-        }
+      if ($(e.target).is('a')) {
+        $search_modal.modal('hide');
+      }
     });
 
     if (typeof shortcuts !== 'undefined') {
-        // Populate keyboard modal with proper Keys
-        $keyboard_modal.find('.help.shortcut kbd')[0].innerHTML = keyCodes[shortcuts.help];
-        $keyboard_modal.find('.prev.shortcut kbd')[0].innerHTML = keyCodes[shortcuts.previous];
-        $keyboard_modal.find('.next.shortcut kbd')[0].innerHTML = keyCodes[shortcuts.next];
-        $keyboard_modal.find('.search.shortcut kbd')[0].innerHTML = keyCodes[shortcuts.search];
+      // Populate keyboard modal with proper Keys
+      $keyboard_modal.find('.help.shortcut kbd')[0].innerHTML = keyCodes[shortcuts.help];
+      $keyboard_modal.find('.prev.shortcut kbd')[0].innerHTML = keyCodes[shortcuts.previous];
+      $keyboard_modal.find('.next.shortcut kbd')[0].innerHTML = keyCodes[shortcuts.next];
+      $keyboard_modal.find('.search.shortcut kbd')[0].innerHTML = keyCodes[shortcuts.search];
 
-        // Keyboard navigation
-        document.addEventListener("keydown", function(e) {
-            if ($(e.target).is(':input')) return true;
-            var key = e.which || e.key || window.event && window.event.key;
-            var page;
-            switch (key) {
-                case shortcuts.next:
-                    page = $('.navbar a[rel="next"]:first').prop('href');
-                    break;
-                case shortcuts.previous:
-                    page = $('.navbar a[rel="prev"]:first').prop('href');
-                    break;
-                case shortcuts.search:
-                    e.preventDefault();
-                    $keyboard_modal.modal('hide');
-                    $search_modal.modal('show');
-                    $search_modal.find('#mkdocs-search-query').focus();
-                    break;
-                case shortcuts.help:
-                    $search_modal.modal('hide');
-                    $keyboard_modal.modal('show');
-                    break;
-                default:
-                    break;
-            }
-            if (page) {
-                $keyboard_modal.modal('hide');
-                window.location.href = page;
-            }
-        });
+      // Keyboard navigation
+      document.addEventListener("keydown", function(e) {
+          if ($(e.target).is(':input')) return true;
+          var key = e.which || e.key || window.event && window.event.key;
+          var page;
+          switch (key) {
+              case shortcuts.next:
+                  page = $('.navbar a[rel="next"]:first').prop('href');
+                  break;
+              case shortcuts.previous:
+                  page = $('.navbar a[rel="prev"]:first').prop('href');
+                  break;
+              case shortcuts.search:
+                  e.preventDefault();
+                  $keyboard_modal.modal('hide');
+                  $search_modal.modal('show');
+                  $search_modal.find('#mkdocs-search-query').focus();
+                  break;
+              case shortcuts.help:
+                  $search_modal.modal('hide');
+                  $keyboard_modal.modal('show');
+                  break;
+              default: break;
+          }
+          if (page) {
+              $keyboard_modal.modal('hide');
+              window.location.href = page;
+          }
+      });
     }
 
     $('table').addClass('table table-striped table-hover');
@@ -111,115 +121,115 @@ $("li.disabled a").click(function() {
 // See https://www.cambiaresearch.com/articles/15/javascript-char-codes-key-codes
 // We only list common keys below. Obscure keys are omited and their use is discouraged.
 var keyCodes = {
-    8: 'backspace',
-    9: 'tab',
-    13: 'enter',
-    16: 'shift',
-    17: 'ctrl',
-    18: 'alt',
-    19: 'pause/break',
-    20: 'caps lock',
-    27: 'escape',
-    32: 'spacebar',
-    33: 'page up',
-    34: 'page down',
-    35: 'end',
-    36: 'home',
-    37: '&larr;',
-    38: '&uarr;',
-    39: '&rarr;',
-    40: '&darr;',
-    45: 'insert',
-    46: 'delete',
-    48: '0',
-    49: '1',
-    50: '2',
-    51: '3',
-    52: '4',
-    53: '5',
-    54: '6',
-    55: '7',
-    56: '8',
-    57: '9',
-    65: 'a',
-    66: 'b',
-    67: 'c',
-    68: 'd',
-    69: 'e',
-    70: 'f',
-    71: 'g',
-    72: 'h',
-    73: 'i',
-    74: 'j',
-    75: 'k',
-    76: 'l',
-    77: 'm',
-    78: 'n',
-    79: 'o',
-    80: 'p',
-    81: 'q',
-    82: 'r',
-    83: 's',
-    84: 't',
-    85: 'u',
-    86: 'v',
-    87: 'w',
-    88: 'x',
-    89: 'y',
-    90: 'z',
-    91: 'Left Windows Key / Left ⌘',
-    92: 'Right Windows Key',
-    93: 'Windows Menu / Right ⌘',
-    96: 'numpad 0',
-    97: 'numpad 1',
-    98: 'numpad 2',
-    99: 'numpad 3',
-    100: 'numpad 4',
-    101: 'numpad 5',
-    102: 'numpad 6',
-    103: 'numpad 7',
-    104: 'numpad 8',
-    105: 'numpad 9',
-    106: 'multiply',
-    107: 'add',
-    109: 'subtract',
-    110: 'decimal point',
-    111: 'divide',
-    112: 'f1',
-    113: 'f2',
-    114: 'f3',
-    115: 'f4',
-    116: 'f5',
-    117: 'f6',
-    118: 'f7',
-    119: 'f8',
-    120: 'f9',
-    121: 'f10',
-    122: 'f11',
-    123: 'f12',
-    124: 'f13',
-    125: 'f14',
-    126: 'f15',
-    127: 'f16',
-    128: 'f17',
-    129: 'f18',
-    130: 'f19',
-    131: 'f20',
-    132: 'f21',
-    133: 'f22',
-    134: 'f23',
-    135: 'f24',
-    144: 'num lock',
-    145: 'scroll lock',
-    186: '&semi;',
-    187: '&equals;',
-    188: '&comma;',
-    189: '&hyphen;',
-    190: '&period;',
-    191: '&quest;',
-    192: '&grave;',
-    219: '&lsqb;',
-    220: '&bsol;',
-    221: '&rsqb;',
-    222: '&apos;',
-};
+  8: 'backspace',
+  9: 'tab',
+  13: 'enter',
+  16: 'shift',
+  17: 'ctrl',
+  18: 'alt',
+  19: 'pause/break',
+  20: 'caps lock',
+  27: 'escape',
+  32: 'spacebar',
+  33: 'page up',
+  34: 'page down',
+  35: 'end',
+  36: 'home',
+  37: '&larr;',
+  38: '&uarr;',
+  39: '&rarr;',
+  40: '&darr;',
+  45: 'insert',
+  46: 'delete',
+  48: '0',
+  49: '1',
+  50: '2',
+  51: '3',
+  52: '4',
+  53: '5',
+  54: '6',
+  55: '7',
+  56: '8',
+  57: '9',
+  65: 'a',
+  66: 'b',
+  67: 'c',
+  68: 'd',
+  69: 'e',
+  70: 'f',
+  71: 'g',
+  72: 'h',
+  73: 'i',
+  74: 'j',
+  75: 'k',
+  76: 'l',
+  77: 'm',
+  78: 'n',
+  79: 'o',
+  80: 'p',
+  81: 'q',
+  82: 'r',
+  83: 's',
+  84: 't',
+  85: 'u',
+  86: 'v',
+  87: 'w',
+  88: 'x',
+  89: 'y',
+  90: 'z',
+  91: 'Left Windows Key / Left ⌘',
+  92: 'Right Windows Key',
+  93: 'Windows Menu / Right ⌘',
+  96: 'numpad 0',
+  97: 'numpad 1',
+  98: 'numpad 2',
+  99: 'numpad 3',
+  100: 'numpad 4',
+  101: 'numpad 5',
+  102: 'numpad 6',
+  103: 'numpad 7',
+  104: 'numpad 8',
+  105: 'numpad 9',
+  106: 'multiply',
+  107: 'add',
+  109: 'subtract',
+  110: 'decimal point',
+  111: 'divide',
+  112: 'f1',
+  113: 'f2',
+  114: 'f3',
+  115: 'f4',
+  116: 'f5',
+  117: 'f6',
+  118: 'f7',
+  119: 'f8',
+  120: 'f9',
+  121: 'f10',
+  122: 'f11',
+  123: 'f12',
+  124: 'f13',
+  125: 'f14',
+  126: 'f15',
+  127: 'f16',
+  128: 'f17',
+  129: 'f18',
+  130: 'f19',
+  131: 'f20',
+  132: 'f21',
+  133: 'f22',
+  134: 'f23',
+  135: 'f24',
+  144: 'num lock',
+  145: 'scroll lock',
+  186: '&semi;',
+  187: '&equals;',
+  188: '&comma;',
+  189: '&hyphen;',
+  190: '&period;',
+  191: '&quest;',
+  192: '&grave;',
+  219: '&lsqb;',
+  220: '&bsol;',
+  221: '&rsqb;',
+  222: '&apos;',
+};

docs/problems/index.html

@@ -14,16 +14,14 @@
     <title>Problems - MIPLearn</title>
     
 
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css">
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.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="//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="../css/bootstrap-custom.min.css" rel="stylesheet">
     <link href="../css/base.min.css" rel="stylesheet">
     <link href="../css/cinder.min.css" rel="stylesheet">
-
-    
+    <link href="../css/highlight.min.css" rel="stylesheet">
     <link href="../css/custom.css" rel="stylesheet">
 
     <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
@@ -32,6 +30,15 @@
             <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
         <![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>
+
     
 
      
@@ -291,17 +298,17 @@ from the provided probability distributions <code>K</code> and <code>u</code>.</
         
         <hr>
         <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>
-        </p>
+        <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
 
         
         
     </footer>
     <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/highlight.pack.js"></script>
+    <script>hljs.initHighlightingOnLoad();</script>
     <script>var base_url = ".."</script>
     
     <script src="../js/base.js"></script>
@@ -313,11 +320,8 @@ from the provided probability distributions <code>K</code> and <code>u</code>.</
     <div class="modal-dialog modal-lg">
         <div class="modal-content">
             <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>
+                <button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
             </div>
             <div class="modal-body">
                 <p>

docs/sitemap.xml

@@ -1,25 +1,31 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url>
+<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
+    <url>
      <loc>None</loc>
      <lastmod>2020-02-26</lastmod>
      <changefreq>daily</changefreq>
-    </url><url>
+    </url>
+    <url>
      <loc>None</loc>
      <lastmod>2020-02-26</lastmod>
      <changefreq>daily</changefreq>
-    </url><url>
+    </url>
+    <url>
      <loc>None</loc>
      <lastmod>2020-02-26</lastmod>
      <changefreq>daily</changefreq>
-    </url><url>
+    </url>
+    <url>
      <loc>None</loc>
      <lastmod>2020-02-26</lastmod>
      <changefreq>daily</changefreq>
-    </url><url>
+    </url>
+    <url>
      <loc>None</loc>
      <lastmod>2020-02-26</lastmod>
      <changefreq>daily</changefreq>
-    </url><url>
+    </url>
+    <url>
      <loc>None</loc>
      <lastmod>2020-02-26</lastmod>
      <changefreq>daily</changefreq>

docs/usage/index.html

@@ -14,16 +14,14 @@
     <title>Usage - MIPLearn</title>
     
 
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/all.css">
-    <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.12.0/css/v4-shims.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="//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="../css/bootstrap-custom.min.css" rel="stylesheet">
     <link href="../css/base.min.css" rel="stylesheet">
     <link href="../css/cinder.min.css" rel="stylesheet">
-
-    
+    <link href="../css/highlight.min.css" rel="stylesheet">
     <link href="../css/custom.css" rel="stylesheet">
 
     <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
@@ -32,6 +30,15 @@
             <script src="https://cdn.jsdelivr.net/npm/respond.js@1.4.2/dest/respond.min.js"></script>
         <![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>
+
     
 
      
@@ -236,17 +243,17 @@ solver.solve(test_instance)
         
         <hr>
         <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>
-        </p>
+        <small>Documentation built with <a href="http://www.mkdocs.org/">MkDocs</a>.</p></small>
 
         
         
     </footer>
     <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/highlight.pack.js"></script>
+    <script>hljs.initHighlightingOnLoad();</script>
     <script>var base_url = ".."</script>
     
     <script src="../js/base.js"></script>
@@ -258,11 +265,8 @@ solver.solve(test_instance)
     <div class="modal-dialog modal-lg">
         <div class="modal-content">
             <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>
+                <button type="button" class="close" data-dismiss="modal"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
             </div>
             <div class="modal-body">
                 <p>