This commit is contained in:
Connor Olding 2023-05-07 07:36:12 -07:00
parent 9cc122b81a
commit 6114ccbd40
6 changed files with 812 additions and 421 deletions

View file

@ -372,10 +372,14 @@ ng_rpowell_cube = named_optimizer(ol.RPowell)
ng_rsqp_cube = named_optimizer(ol.RSQP)
ng_sqp_cube = named_optimizer(ol.SQP)
ngx_chaincmasqp_cube = named_optimizer(ev.ChainCMASQP)
ngx_chaincmawithmetarecenteringdim_cube = named_optimizer(ev.ChainCMAwithMetaRecenteringdim)
ngx_chaincmawithmetarecenteringdim_cube = named_optimizer(
ev.ChainCMAwithMetaRecenteringdim
)
NEVERGRAD2_OPTIMIZERS = list(map(named_optimizer, optimizers)) + list(
map(lambda o: named_optimizer(o, experimental=True), more_optimizers)
)
BAYES_OPTIMIZERS = list(map(lambda o: named_optimizer(o, experimental=o != ol.BO), bayes_optimizers))
BAYES_OPTIMIZERS = list(
map(lambda o: named_optimizer(o, experimental=o != ol.BO), bayes_optimizers)
)

View file

@ -103,27 +103,19 @@ def nlopt_direct_l_cube(objective, size, budget):
def nlopt_direct_l_noscal_cube(objective, size, budget):
return nlopt_cube_factory(
objective, size, budget, "gn_direct_l_noscal"
)
return nlopt_cube_factory(objective, size, budget, "gn_direct_l_noscal")
def nlopt_direct_lr_cube(objective, size, budget):
return nlopt_cube_factory(
objective, size, budget, "gn_direct_l_rand"
)
return nlopt_cube_factory(objective, size, budget, "gn_direct_l_rand")
def nlopt_direct_lr_noscal_cube(objective, size, budget):
return nlopt_cube_factory(
objective, size, budget, "gn_direct_l_rand_noscal"
)
return nlopt_cube_factory(objective, size, budget, "gn_direct_l_rand_noscal")
def nlopt_direct_noscal_cube(objective, size, budget):
return nlopt_cube_factory(
objective, size, budget, "gn_direct_noscal"
)
return nlopt_cube_factory(objective, size, budget, "gn_direct_noscal")
def nlopt_esch_cube(objective, size, budget):
@ -147,9 +139,7 @@ def nlopt_orig_direct_cube(objective, size, budget):
def nlopt_orig_direct_l_cube(objective, size, budget):
return nlopt_cube_factory(
objective, size, budget, "gn_orig_direct_l"
)
return nlopt_cube_factory(objective, size, budget, "gn_orig_direct_l")
def nlopt_auglag_cube(objective, size, budget):

View file

@ -5,367 +5,367 @@
# loaded solutions_1680975848.py
too_variable_2 = [
'stochastic',
'xinsheyang01',
"stochastic",
"xinsheyang01",
]
too_centered_2 = [
'ackley01',
'ackley02',
'bartelsconn',
'bohachevsky2',
'bukin04',
'bukin06',
'cigar',
'deflectedcorrugatedspring',
'dropwave',
'exponential',
'griewank',
'infinity',
'matyas',
'needleeye',
'pathological',
'pinter',
'price02',
'price04',
'qing',
'rotatedellipse01',
'rotatedellipse02',
'salomon',
'sargan',
'schaffer01',
'schaffer02',
'schwefel01',
'schwefel02',
'sphere',
'threehumpcamel',
'treccani',
'trigonometric02',
'ursem04',
'ventersobiezcczanskisobieski',
'wayburnseader02',
'xinsheyang02',
'xinsheyang03',
'xinsheyang04',
'yaoliu04',
'yaoliu09',
"ackley01",
"ackley02",
"bartelsconn",
"bohachevsky2",
"bukin04",
"bukin06",
"cigar",
"deflectedcorrugatedspring",
"dropwave",
"exponential",
"griewank",
"infinity",
"matyas",
"needleeye",
"pathological",
"pinter",
"price02",
"price04",
"qing",
"rotatedellipse01",
"rotatedellipse02",
"salomon",
"sargan",
"schaffer01",
"schaffer02",
"schwefel01",
"schwefel02",
"sphere",
"threehumpcamel",
"treccani",
"trigonometric02",
"ursem04",
"ventersobiezcczanskisobieski",
"wayburnseader02",
"xinsheyang02",
"xinsheyang03",
"xinsheyang04",
"yaoliu04",
"yaoliu09",
]
too_far_away_2 = [
'adjiman',
'brent',
'crosslegtable',
'eggholder',
'katsuura',
'mishra01',
'mishra02',
'mishra03',
'mishra05',
'newfunction01',
'newfunction02',
'rana',
'trigonometric01',
'ursemwaves',
"adjiman",
"brent",
"crosslegtable",
"eggholder",
"katsuura",
"mishra01",
"mishra02",
"mishra03",
"mishra05",
"newfunction01",
"newfunction02",
"rana",
"trigonometric01",
"ursemwaves",
]
too_positive_2 = [
'amgm',
'brown',
'cosinemixture',
'crossintray',
'cube',
'deb01',
'deb03',
'decanomial',
'easom',
'eggcrate',
'giunta',
'jennrichsampson',
'keane',
'levy03',
'mishra04',
'penalty01',
'penalty02',
'penholder',
'price03',
'quintic',
'schwefel04',
'schwefel20',
'schwefel26',
'shubert03',
'step2',
'styblinskitang',
'testtubeholder',
'vincent',
'weierstrass',
'zacharov',
'zettl',
"amgm",
"brown",
"cosinemixture",
"crossintray",
"cube",
"deb01",
"deb03",
"decanomial",
"easom",
"eggcrate",
"giunta",
"jennrichsampson",
"keane",
"levy03",
"mishra04",
"penalty01",
"penalty02",
"penholder",
"price03",
"quintic",
"schwefel04",
"schwefel20",
"schwefel26",
"shubert03",
"step2",
"styblinskitang",
"testtubeholder",
"vincent",
"weierstrass",
"zacharov",
"zettl",
]
totally_fine_2 = [
'ackley03',
'alpine01',
'alpine02',
'beale',
'biggsexp02',
'bird',
'bohachevsky1',
'bohachevsky3',
'branin01',
'branin02',
'bukin02',
'carromtable',
'chichinadze',
'crownedcross',
'damavandi',
'deceptive',
'deckkersaarts',
'dixonprice',
'elattarvidyasagardutta',
'exp2',
'freudensteinroth',
'goldsteinprice',
'hansen',
'himmelblau',
'holdertable',
'hosaki',
'judge',
'langermann',
'leon',
'levy05',
'levy13',
'mccormick',
'michalewicz',
'mishra06',
'mishra07',
'mishra08',
'mishra10',
'mishra11',
'multimodal',
'oddsquare',
'parsopoulos',
'permfunction01',
'permfunction02',
'plateau',
'price01',
'quadratic',
'rastrigin',
'ripple01',
'ripple25',
'rosenbrock',
'rosenbrockmodified',
'schaffer03',
'schaffer04',
'schwefel06',
'schwefel21',
'schwefel22',
'schwefel36',
'shubert01',
'shubert04',
'sineenvelope',
'sixhumpcamel',
'sodp',
'step',
'stretchedv',
'trefethen',
'tripod',
'ursem01',
'ursem03',
'wavy',
'wayburnseader01',
'whitley',
'zerosum',
'zimmerman',
'zirilli',
"ackley03",
"alpine01",
"alpine02",
"beale",
"biggsexp02",
"bird",
"bohachevsky1",
"bohachevsky3",
"branin01",
"branin02",
"bukin02",
"carromtable",
"chichinadze",
"crownedcross",
"damavandi",
"deceptive",
"deckkersaarts",
"dixonprice",
"elattarvidyasagardutta",
"exp2",
"freudensteinroth",
"goldsteinprice",
"hansen",
"himmelblau",
"holdertable",
"hosaki",
"judge",
"langermann",
"leon",
"levy05",
"levy13",
"mccormick",
"michalewicz",
"mishra06",
"mishra07",
"mishra08",
"mishra10",
"mishra11",
"multimodal",
"oddsquare",
"parsopoulos",
"permfunction01",
"permfunction02",
"plateau",
"price01",
"quadratic",
"rastrigin",
"ripple01",
"ripple25",
"rosenbrock",
"rosenbrockmodified",
"schaffer03",
"schaffer04",
"schwefel06",
"schwefel21",
"schwefel22",
"schwefel36",
"shubert01",
"shubert04",
"sineenvelope",
"sixhumpcamel",
"sodp",
"step",
"stretchedv",
"trefethen",
"tripod",
"ursem01",
"ursem03",
"wavy",
"wayburnseader01",
"whitley",
"zerosum",
"zimmerman",
"zirilli",
]
too_variable_3 = [
'stochastic',
'xinsheyang01',
"stochastic",
"xinsheyang01",
]
too_centered_3 = [
'ackley01',
'alpine01',
'deflectedcorrugatedspring',
'exponential',
'griewank',
'infinity',
'mishra11',
'multimodal',
'pinter',
'qing',
'rastrigin',
'salomon',
'schwefel01',
'schwefel20',
'schwefel21',
'schwefel22',
'sineenvelope',
'sodp',
'trigonometric02',
'wavy',
'weierstrass',
'xinsheyang02',
'xinsheyang03',
'yaoliu04',
'yaoliu09',
'zerosum',
"ackley01",
"alpine01",
"deflectedcorrugatedspring",
"exponential",
"griewank",
"infinity",
"mishra11",
"multimodal",
"pinter",
"qing",
"rastrigin",
"salomon",
"schwefel01",
"schwefel20",
"schwefel21",
"schwefel22",
"sineenvelope",
"sodp",
"trigonometric02",
"wavy",
"weierstrass",
"xinsheyang02",
"xinsheyang03",
"yaoliu04",
"yaoliu09",
"zerosum",
]
too_far_away_3 = [
'cosinemixture',
'katsuura',
'meyer',
'mishra01',
'mishra02',
'rana',
'trigonometric01',
'whitley',
'wolfe',
"cosinemixture",
"katsuura",
"meyer",
"mishra01",
"mishra02",
"rana",
"trigonometric01",
"whitley",
"wolfe",
]
too_positive_3 = [
'amgm',
'brown',
'cigar',
'deb01',
'deb03',
'deceptive',
'needleeye',
'penalty01',
'schwefel04',
'schwefel26',
'sphere',
'stretchedv',
'styblinskitang',
'zacharov',
"amgm",
"brown",
"cigar",
"deb01",
"deb03",
"deceptive",
"needleeye",
"penalty01",
"schwefel04",
"schwefel26",
"sphere",
"stretchedv",
"styblinskitang",
"zacharov",
]
totally_fine_3 = [
'alpine02',
'biggsexp03',
'boxbetts',
'dixonprice',
'eckerle4',
'eggholder',
'gulf',
'hartmann3',
'helicalvalley',
'mishra07',
'mishra09',
'penalty02',
'permfunction01',
'permfunction02',
'plateau',
'quadratic',
'quintic',
'ratkowsky02',
'rosenbrock',
'sargan',
'schwefel02',
'shubert01',
'shubert03',
'shubert04',
'step2',
'step',
'vincent',
'xinsheyang04',
"alpine02",
"biggsexp03",
"boxbetts",
"dixonprice",
"eckerle4",
"eggholder",
"gulf",
"hartmann3",
"helicalvalley",
"mishra07",
"mishra09",
"penalty02",
"permfunction01",
"permfunction02",
"plateau",
"quadratic",
"quintic",
"ratkowsky02",
"rosenbrock",
"sargan",
"schwefel02",
"shubert01",
"shubert03",
"shubert04",
"step2",
"step",
"vincent",
"xinsheyang04",
]
too_variable_4 = [
'stochastic',
'xinsheyang01',
"stochastic",
"xinsheyang01",
]
too_centered_4 = [
'ackley01',
'alpine01',
'cigar',
'exponential',
'griewank',
'infinity',
'pinter',
'qing',
'schwefel01',
'schwefel02',
'schwefel20',
'schwefel21',
'schwefel22',
'sineenvelope',
'sphere',
'step2',
'step',
'stretchedv',
'trigonometric02',
'weierstrass',
'whitley',
'xinsheyang02',
'yaoliu04',
'yaoliu09',
'zerosum',
"ackley01",
"alpine01",
"cigar",
"exponential",
"griewank",
"infinity",
"pinter",
"qing",
"schwefel01",
"schwefel02",
"schwefel20",
"schwefel21",
"schwefel22",
"sineenvelope",
"sphere",
"step2",
"step",
"stretchedv",
"trigonometric02",
"weierstrass",
"whitley",
"xinsheyang02",
"yaoliu04",
"yaoliu09",
"zerosum",
]
too_far_away_4 = [
'corana',
'cosinemixture',
'devilliersglasser01',
'katsuura',
'mielecantrell',
'mishra01',
'mishra02',
'rana',
'sargan',
'trigonometric01',
'xinsheyang03',
"corana",
"cosinemixture",
"devilliersglasser01",
"katsuura",
"mielecantrell",
"mishra01",
"mishra02",
"rana",
"sargan",
"trigonometric01",
"xinsheyang03",
]
too_positive_4 = [
'amgm',
'brown',
'colville',
'deb03',
'penalty01',
'penalty02',
'powell',
'rosenbrock',
'schwefel04',
'shekel05',
'shekel07',
'shekel10',
'shubert03',
'shubert04',
'styblinskitang',
'vincent',
"amgm",
"brown",
"colville",
"deb03",
"penalty01",
"penalty02",
"powell",
"rosenbrock",
"schwefel04",
"shekel05",
"shekel07",
"shekel10",
"shubert03",
"shubert04",
"styblinskitang",
"vincent",
]
totally_fine_4 = [
'alpine02',
'biggsexp04',
'deb01',
'deceptive',
'deflectedcorrugatedspring',
'dixonprice',
'eggholder',
'gear',
'kowalik',
'mishra07',
'mishra11',
'multimodal',
'needleeye',
'permfunction01',
'permfunction02',
'plateau',
'powersum',
'quadratic',
'quintic',
'rastrigin',
'ratkowsky01',
'salomon',
'schwefel26',
'shubert01',
'sodp',
'wavy',
'xinsheyang04',
'zacharov',
"alpine02",
"biggsexp04",
"deb01",
"deceptive",
"deflectedcorrugatedspring",
"dixonprice",
"eggholder",
"gear",
"kowalik",
"mishra07",
"mishra11",
"multimodal",
"needleeye",
"permfunction01",
"permfunction02",
"plateau",
"powersum",
"quadratic",
"quintic",
"rastrigin",
"ratkowsky01",
"salomon",
"schwefel26",
"shubert01",
"sodp",
"wavy",
"xinsheyang04",
"zacharov",
]

View file

@ -31,7 +31,12 @@ for cls in problems:
counts["variable"] = vcount
if _looky_here:
print(sorted(counts.items(), key=lambda x: f"{x[0]:09}" if isinstance(x[0], int) else str(x[0])))
print(
sorted(
counts.items(),
key=lambda x: f"{x[0]:09}" if isinstance(x[0], int) else str(x[0]),
)
)
p_by_d = problems_by_dimensions

View file

@ -6,7 +6,11 @@ solutions = {
0.0: [0.49999999999999956, 0.5000000000000002, 0.5000000000000012],
},
"go_alpine02_on_cube__3": {
-17.212450994658354: [0.7917052684142234, 0.7917052676939672, 0.4815842307193425],
-17.212450994658354: [
0.7917052684142234,
0.7917052676939672,
0.4815842307193425,
],
},
"go_amgm_on_cube__3": {
0.0: [0.8245598718496522, 0.8245598800645785, 0.8245598774911281],
@ -27,7 +31,11 @@ solutions = {
-2.7: [3.659195132255668e-06, 1.5076273613395665e-11, 9.543896963247637e-16],
},
"go_csendes_on_cube__3": {
1.6005299190889717e-95: [0.5000002614943283, 0.49999979737945727, 0.4999991373845789],
1.6005299190889717e-95: [
0.5000002614943283,
0.49999979737945727,
0.4999991373845789,
],
},
"go_deb01_on_cube__3": {
-1.0: [0.049649550146846286, 0.05000289851470013, 0.05006420897463226],
@ -45,7 +53,11 @@ solutions = {
1.1931521191467804e-29: [0.55, 0.5353553390593274, 0.470269822124932],
},
"go_eckerle4_on_cube__3": {
0.0014635887487274677: [0.08717603638237367, 0.22786082165419722, 0.7482996827664747],
0.0014635887487274677: [
0.08717603638237367,
0.22786082165419722,
0.7482996827664747,
],
},
"go_eggholder_on_cube__3": {
-1888.321390893595: [0.970181519670115, 0.9266961632465174, 0.9411871032839637],
@ -60,19 +72,31 @@ solutions = {
5.915132712320822e-31: [0.1348208391857785, 0.5, 0.03],
},
"go_hartmann3_on_cube__3": {
-3.862782147820756: [0.11461434502192798, 0.5556488498282574, 0.8525469537098168],
-3.862782147820756: [
0.11461434502192798,
0.5556488498282574,
0.8525469537098168,
],
},
"go_helicalvalley_on_cube__3": {
0.0: [0.5497725561310041, 0.5048351824540244, 0.5076838383564906],
},
"go_infinity_on_cube__3": {
1.6005299190889717e-95: [0.4999999715839852, 0.5000000247025426, 0.5000000016223345],
1.6005299190889717e-95: [
0.4999999715839852,
0.5000000247025426,
0.5000000016223345,
],
},
"go_katsuura_on_cube__3": {
1.0: [5.679137715652871e-14, 6.262039498050598e-13, 5.512708345367656e-13],
},
"go_meyer_on_cube__3": {
3718453685.016923: [0.9999999999999996, 0.9999999999999999, 3.122502256758253e-17],
3718453685.016923: [
0.9999999999999996,
0.9999999999999999,
3.122502256758253e-17,
],
},
"go_mishra01_on_cube__3": {
1.9999999952274108: [1.0, 0.9999999999999999, 0.009829734043015896],
@ -99,13 +123,25 @@ solutions = {
1.570544771786639e-32: [0.49, 0.49, 0.49000000000000005],
},
"go_penalty02_on_cube__3": {
1.3497838043956716e-31: [0.5133271718479692, 0.5062564318780072, 0.5146267812010901],
1.3497838043956716e-31: [
0.5133271718479692,
0.5062564318780072,
0.5146267812010901,
],
},
"go_permfunction01_on_cube__3": {
9.860761315262648e-31: [0.640860903825709, 0.01929983613560043, 0.6044294128164022],
9.860761315262648e-31: [
0.640860903825709,
0.01929983613560043,
0.6044294128164022,
],
},
"go_permfunction02_on_cube__3": {
2.2186712959340957e-30: [0.5714578794300258, 0.47532015480578127, 0.49894707267621674],
2.2186712959340957e-30: [
0.5714578794300258,
0.47532015480578127,
0.49894707267621674,
],
},
"go_pinter_on_cube__3": {
0.0: [0.5, 0.5, 0.5],
@ -117,13 +153,21 @@ solutions = {
5.3707622579709536e-27: [0.501, 0.4985857864376269, 0.5017320508075689],
},
"go_quadratic_on_cube__3": {
-3873.7241821862717: [0.5096940087870239, 0.5242566945952262, 0.29760349466562863],
-3873.7241821862717: [
0.5096940087870239,
0.5242566945952262,
0.29760349466562863,
],
},
"go_quintic_on_cube__3": {
0.0: [0.44999999999999996, 0.60941162109375, 0.45],
},
"go_rana_on_cube__3": {
-998.9595261322422: [4.150441195255471e-09, 0.0009301076431260141, 0.0019640025818469242],
-998.9595261322422: [
4.150441195255471e-09,
0.0009301076431260141,
0.0019640025818469242,
],
},
"go_rastrigin_on_cube__3": {
0.0: [0.4999999997679357, 0.49999999993791394, 0.4999999999832573],
@ -132,7 +176,11 @@ solutions = {
8.056522933811229: [0.3289191890500581, 0.4706837418911737, 0.1170595919922324],
},
"go_rosenbrock_on_cube__3": {
5.679798517591285e-28: [0.4991978266453091, 0.5000882128754777, 0.4938730426361304],
5.679798517591285e-28: [
0.4991978266453091,
0.5000882128754777,
0.4938730426361304,
],
},
"go_salomon_on_cube__3": {
0.0: [0.49999999999999994, 0.5000000000000001, 0.5],
@ -159,16 +207,32 @@ solutions = {
0.0: [0.49999998835820214, 0.49999999999999994, 0.49999999999999956],
},
"go_schwefel26_on_cube__3": {
-8.173014975909609e-07: [0.9204820116767811, 0.9204820113041389, 0.9204820116767811],
-8.173014975909609e-07: [
0.9204820116767811,
0.9204820113041389,
0.9204820116767811,
],
},
"go_shubert01_on_cube__3": {
-2709.093505572829: [0.44022055084214423, 0.7741432103584681, 0.7429028439073201],
-2709.093505572829: [
0.44022055084214423,
0.7741432103584681,
0.7429028439073201,
],
},
"go_shubert03_on_cube__3": {
-36.09374832650144: [0.7895348359272809, 0.9397543606957739, 0.7896478307580592],
-36.09374832650144: [
0.7895348359272809,
0.9397543606957739,
0.7896478307580592,
],
},
"go_shubert04_on_cube__3": {
-43.524023781585115: [0.6640013808576284, 0.14582468028277795, 0.7741432091030084],
-43.524023781585115: [
0.6640013808576284,
0.14582468028277795,
0.7741432091030084,
],
},
"go_sineenvelope_on_cube__3": {
0.0: [0.5000009025942251, 0.500000893069357, 0.5000003811955986],
@ -186,13 +250,21 @@ solutions = {
0.0: [0.5081581595102049, 0.49675129077493513, 0.5079476141696376],
},
"go_stochastic_on_cube__3": {
1.5938474175637294e-22: [0.5333327585272383, 0.5333327585272383, 0.5499994072312144],
1.5938474175637294e-22: [
0.5333327585272383,
0.5333327585272383,
0.5499994072312144,
],
},
"go_stretchedv_on_cube__3": {
0.0: [0.2500000000000284, 0.24999999999997158, 0.2500000000000284],
},
"go_styblinskitang_on_cube__3": {
-117.49849711131428: [0.2096465969993631, 0.2096465972561869, 0.20964659614351272],
-117.49849711131428: [
0.2096465969993631,
0.2096465972561869,
0.20964659614351272,
],
},
"go_trigonometric01_on_cube__3": {
0.0: [1.3877787807814457e-17, 6.938893903907228e-18, 0.0],

View file

@ -3,151 +3,361 @@ solutions = {
4.440892098500626e-16: [0.5, 0.5, 0.5, 0.5],
},
"go_alpine01_on_cube__4": {
0.0: [0.4952297200093428, 0.4952297200093428, 0.4952297200093428, 0.4952297200093428],
0.0: [
0.4952297200093428,
0.4952297200093428,
0.4952297200093428,
0.4952297200093428,
],
},
"go_alpine02_on_cube__4": {
-48.33482032244272: [0.7917052678377633, 0.7917052674957755, 0.48158423270992656, 0.7917052673588358],
-48.33482032244272: [
0.7917052678377633,
0.7917052674957755,
0.48158423270992656,
0.7917052673588358,
],
},
"go_amgm_on_cube__4": {
0.0: [0.012306988086844196, 0.012306988086844196, 0.012306988086844196, 0.012306988086844196],
0.0: [
0.012306988086844196,
0.012306988086844196,
0.012306988086844196,
0.012306988086844196,
],
},
"go_biggsexp04_on_cube__4": {
0.0: [0.04996029633691984, 0.04996029633691984, 0.24980148168459912, 0.24980148168459912],
0.0: [
0.04996029633691984,
0.04996029633691984,
0.24980148168459912,
0.24980148168459912,
],
},
"go_brown_on_cube__4": {
0.0: [0.19999999999999812, 0.2000000000000008, 0.20000000000000118, 0.20000000000000062],
0.0: [
0.19999999999999812,
0.2000000000000008,
0.20000000000000118,
0.20000000000000062,
],
},
"go_cigar_on_cube__4": {
0.0: [0.5, 0.5, 0.5, 0.5],
},
"go_colville_on_cube__4": {
0.0: [0.5499999999999998, 0.5500000000000002, 0.5500000000000005, 0.5500000000000003],
0.0: [
0.5499999999999998,
0.5500000000000002,
0.5500000000000005,
0.5500000000000003,
],
},
"go_corana_on_cube__4": {
0.0: [0.16514354301841233, 0.5037790090306642, 0.5812655986635484, 0.9965260213661287],
0.0: [
0.16514354301841233,
0.5037790090306642,
0.5812655986635484,
0.9965260213661287,
],
},
"go_cosinemixture_on_cube__4": {
-3.6: [1.0, 1.0, 1.0, 1.0],
},
"go_csendes_on_cube__4": {
2.1340398921186287e-95: [0.49999999999999994, 0.49999999999999994, 0.49999999999999994, 0.49999999999999994],
2.1340398921186287e-95: [
0.49999999999999994,
0.49999999999999994,
0.49999999999999994,
0.49999999999999994,
],
},
"go_deb01_on_cube__4": {
-1.0: [0.24998474166810553, 0.2842827054985171, 0.250000000494007, 0.24517076362726262],
-1.0: [
0.24998474166810553,
0.2842827054985171,
0.250000000494007,
0.24517076362726262,
],
},
"go_deb03_on_cube__4": {
-1.0: [0.6814202220739899, 0.6814202214962974, 0.6814202217045495, 0.6814202224584512],
-1.0: [
0.6814202220739899,
0.6814202214962974,
0.6814202217045495,
0.6814202224584512,
],
},
"go_deceptive_on_cube__4": {
-1.0: [0.12504729371493664, 0.4, 0.6, 0.8],
},
"go_deflectedcorrugatedspring_on_cube__4": {
-1.0: [0.5293413782227367, 0.4718024985689048, 0.434224546444892, 0.4705267221389782],
-1.0: [
0.5293413782227367,
0.4718024985689048,
0.434224546444892,
0.4705267221389782,
],
},
"go_devilliersglasser01_on_cube__4": {
1.1781353629549932e-24: [0.643599554903393, 0.003164412438938837, 0.021191388101335643, 0.7694639665621702],
1.1781353629549932e-24: [
0.643599554903393,
0.003164412438938837,
0.021191388101335643,
0.7694639665621702,
],
},
"go_dixonprice_on_cube__4": {
2.0362472116017367e-29: [0.55, 0.5353553390593274, 0.529730177875068, 0.5272626933166314],
2.0362472116017367e-29: [
0.55,
0.5353553390593274,
0.529730177875068,
0.5272626933166314,
],
},
"go_eggholder_on_cube__4": {
-2808.1847921823232: [0.9711233598527298, 0.9228135061716958, 0.936490209590872, 0.9652220933524724],
-2808.1847921823232: [
0.9711233598527298,
0.9228135061716958,
0.936490209590872,
0.9652220933524724,
],
},
"go_exponential_on_cube__4": {
-1.0: [0.5000000247218881, 0.49999998767538123, 0.49999998303134136, 0.5000000097075422],
-1.0: [
0.5000000247218881,
0.49999998767538123,
0.49999998303134136,
0.5000000097075422,
],
},
"go_gear_on_cube__4": {
2.7008571488865134e-12: [0.09051675206121865, 0.15129928153389963, 0.6492028326465633, 0.7748019437203442],
2.7008571488865134e-12: [
0.09051675206121865,
0.15129928153389963,
0.6492028326465633,
0.7748019437203442,
],
},
"go_griewank_on_cube__4": {
0.0: [0.499999999976616, 0.4999999999392863, 0.49999999996604166, 0.4999999988626738],
0.0: [
0.499999999976616,
0.4999999999392863,
0.49999999996604166,
0.4999999988626738,
],
},
"go_infinity_on_cube__4": {
2.1340398921186287e-95: [0.49804687500000006, 0.49804687500000006, 0.5019531249999999, 0.49804687500000006],
2.1340398921186287e-95: [
0.49804687500000006,
0.49804687500000006,
0.5019531249999999,
0.49804687500000006,
],
},
"go_katsuura_on_cube__4": {
1.0: [2.646355357072139e-13, 3.995866137973536e-13, 8.982398158607907e-14, 5.381459167175251e-14],
1.0: [
2.646355357072139e-13,
3.995866137973536e-13,
8.982398158607907e-14,
5.381459167175251e-14,
],
},
"go_kowalik_on_cube__4": {
0.00030748598780560557: [0.5308380971332559, 0.6379070854704445, 0.7895950761936558, 0.5868729032688482],
0.00030748598780560557: [
0.5308380971332559,
0.6379070854704445,
0.7895950761936558,
0.5868729032688482,
],
},
"go_mielecantrell_on_cube__4": {
0.0: [0.5, 1.0, 1.0, 1.0],
},
"go_mishra01_on_cube__4": {
1.9999999928411163: [0.9999999999999993, 0.9999999999999992, 0.9999999999999999, 0.12006013934268739],
1.9999999928411163: [
0.9999999999999993,
0.9999999999999992,
0.9999999999999999,
0.12006013934268739,
],
},
"go_mishra02_on_cube__4": {
1.9999999928411163: [0.9907412835351275, 0.9172213539800724, 0.9999999999999996, 0.8792695446455677],
1.9999999928411163: [
0.9907412835351275,
0.9172213539800724,
0.9999999999999996,
0.8792695446455677,
],
},
"go_mishra07_on_cube__4": {
0.0: [0.8727569465722927, 0.9226986283327735, 0.09557227422564515, 0.1391780495360423],
0.0: [
0.8727569465722927,
0.9226986283327735,
0.09557227422564515,
0.1391780495360423,
],
},
"go_mishra11_on_cube__4": {
0.0: [0.49262618729194974, 0.31782158010515016, 0.5494294194887934, 0.43243988862988303],
0.0: [
0.49262618729194974,
0.31782158010515016,
0.5494294194887934,
0.43243988862988303,
],
},
"go_multimodal_on_cube__4": {
0.0: [0.5000000000004408, 0.5000000000000095, 0.6555568806051131, 0.5000000000005456],
0.0: [
0.5000000000004408,
0.5000000000000095,
0.6555568806051131,
0.5000000000005456,
],
},
"go_needleeye_on_cube__4": {
1.0: [0.4999999988366891, 0.4999999979965216, 0.4999999988366891, 0.6747993599890604],
1.0: [
0.4999999988366891,
0.4999999979965216,
0.4999999988366891,
0.6747993599890604,
],
},
"go_penalty01_on_cube__4": {
1.570544771786639e-32: [0.49000000000000216, 0.4900000000045488, 0.49000000000434424, 0.49000000000259214],
1.570544771786639e-32: [
0.49000000000000216,
0.4900000000045488,
0.49000000000434424,
0.49000000000259214,
],
},
"go_penalty02_on_cube__4": {
1.3497838043956716e-31: [0.51, 0.51, 0.51, 0.51],
},
"go_permfunction01_on_cube__4": {
0.022942589411403945: [0.5076571662271249, 0.8575457353508119, 0.5843426595258812, 0.8361085666110741],
0.022942589411403945: [
0.5076571662271249,
0.8575457353508119,
0.5843426595258812,
0.8361085666110741,
],
},
"go_permfunction02_on_cube__4": {
4.525357590326688e-30: [0.5555598137337187, 0.4719642376742956, 0.49939744649300466, 0.4796132767078549],
4.525357590326688e-30: [
0.5555598137337187,
0.4719642376742956,
0.49939744649300466,
0.4796132767078549,
],
},
"go_pinter_on_cube__4": {
0.0: [0.5, 0.5, 0.5, 0.5],
},
"go_plateau_on_cube__4": {
30.0: [0.4932734474316645, 0.4932734474316645, 0.4932734474316645, 0.5508581326238648],
30.0: [
0.4932734474316645,
0.4932734474316645,
0.4932734474316645,
0.5508581326238648,
],
},
"go_powell_on_cube__4": {
0.0: [0.44444509150710204, 0.4444437719243386, 0.4444482661673988, 0.4444482661564514],
0.0: [
0.44444509150710204,
0.4444437719243386,
0.4444482661673988,
0.4444482661564514,
],
},
"go_powersum_on_cube__4": {
0.0: [0.6844559265801914, 0.30950792678221917, 0.3343492057195142, 0.6719797392682317],
0.0: [
0.6844559265801914,
0.30950792678221917,
0.3343492057195142,
0.6719797392682317,
],
},
"go_qing_on_cube__4": {
5.3707622579709536e-27: [0.49900000000000005, 0.4985857864376269, 0.49826794919243106, 0.498],
5.3707622579709536e-27: [
0.49900000000000005,
0.4985857864376269,
0.49826794919243106,
0.498,
],
},
"go_quadratic_on_cube__4": {
-3873.7241821862717: [0.5096874319451075, 0.5242667998367262, 0.8136976152333063, 0.18518089676316943],
-3873.7241821862717: [
0.5096874319451075,
0.5242667998367262,
0.8136976152333063,
0.18518089676316943,
],
},
"go_quintic_on_cube__4": {
0.0: [0.5354949699058432, 0.3458348614376502, 0.389003675938885, 0.5867971950589506],
0.0: [
0.5354949699058432,
0.3458348614376502,
0.389003675938885,
0.5867971950589506,
],
},
"go_rana_on_cube__4": {
-1495.900483081144: [0.19966236719231722, 1.0, 0.001954518905221303, 0.0030862541309490607],
-1495.900483081144: [
0.19966236719231722,
1.0,
0.001954518905221303,
0.0030862541309490607,
],
},
"go_rastrigin_on_cube__4": {
0.0: [0.49999999999969436, 0.5000002447154946, 0.549866189132194, 0.5000000000019278],
0.0: [
0.49999999999969436,
0.5000002447154946,
0.549866189132194,
0.5000000000019278,
],
},
"go_ratkowsky01_on_cube__4": {
8786.404907963095: [0.6996415124695768, 0.22511186067152653, 0.253209795946327, 0.19987261064121364],
8786.404907963095: [
0.6996415124695768,
0.22511186067152653,
0.253209795946327,
0.19987261064121364,
],
},
"go_rosenbrock_on_cube__4": {
1.8427790745962836e-27: [0.5166666666666667, 0.5166666666666668, 0.5166666666666672, 0.5166666666666674],
1.8427790745962836e-27: [
0.5166666666666667,
0.5166666666666668,
0.5166666666666672,
0.5166666666666674,
],
},
"go_salomon_on_cube__4": {
0.0: [0.4990867028725108, 0.49824612382646793, 0.20357400849962232, 0.5035731475872616],
0.0: [
0.4990867028725108,
0.49824612382646793,
0.20357400849962232,
0.5035731475872616,
],
},
"go_sargan_on_cube__4": {
-35200.00000000005: [0.8999999985946622, 3.469446951953614e-17, 1.0, 0.10000000181447662],
-35200.00000000005: [
0.8999999985946622,
3.469446951953614e-17,
1.0,
0.10000000181447662,
],
},
"go_schwefel01_on_cube__4": {
0.0: [0.50048828125, 0.5, 0.5, 0.5],
},
"go_schwefel02_on_cube__4": {
0.0: [0.5000005284691311, 0.4999980379339887, 0.50000312482585, 0.4999975956916072],
0.0: [
0.5000005284691311,
0.4999980379339887,
0.50000312482585,
0.4999975956916072,
],
},
"go_schwefel04_on_cube__4": {
0.0: [0.1, 0.1, 0.1, 0.1],
@ -156,46 +366,106 @@ solutions = {
0.0: [0.49999999999999983, 0.5000000000000002, 0.5, 0.49999999995473077],
},
"go_schwefel21_on_cube__4": {
0.0: [0.4999999997893743, 0.49999999985716703, 0.5000000002106256, 0.49999999978937426],
0.0: [
0.4999999997893743,
0.49999999985716703,
0.5000000002106256,
0.49999999978937426,
],
},
"go_schwefel22_on_cube__4": {
0.0: [0.5, 0.5000000000000001, 0.5, 0.5],
},
"go_schwefel26_on_cube__4": {
-1.089735178538831e-06: [0.9305937532533836, 0.9209687464160179, 0.19747734132307387, 0.9209687456292082],
-1.089735178538831e-06: [
0.9305937532533836,
0.9209687464160179,
0.19747734132307387,
0.9209687456292082,
],
},
"go_shekel05_on_cube__4": {
-10.15319967905823: [0.4000037689925856, 0.4000130672256758, 0.40000279482137596, 0.4000143020086375],
-10.15319967905823: [
0.4000037689925856,
0.4000130672256758,
0.40000279482137596,
0.4000143020086375,
],
},
"go_shekel07_on_cube__4": {
-10.402940566818666: [0.40005211433664734, 0.4000732914719807, 0.3999500655069954, 0.3999652204984656],
-10.402940566818666: [
0.40005211433664734,
0.4000732914719807,
0.3999500655069954,
0.3999652204984656,
],
},
"go_shekel10_on_cube__4": {
-10.536409816692046: [0.4000746531076067, 0.400059293286648, 0.39996633980382557, 0.3999509799996026],
-10.536409816692046: [
0.4000746531076067,
0.400059293286648,
0.39996633980382557,
0.3999509799996026,
],
},
"go_shubert01_on_cube__4": {
-39303.550054363215: [0.7741440434102077, 0.7741556333290653, 0.7429083697053124, 0.7741396753978015],
-39303.550054363215: [
0.7741440434102077,
0.7741556333290653,
0.7429083697053124,
0.7741396753978015,
],
},
"go_shubert03_on_cube__4": {
-48.12499776866859: [0.7895897234617342, 0.7895897234965026, 0.7895897234965026, 0.7895897234965026],
-48.12499776866859: [
0.7895897234617342,
0.7895897234965026,
0.7895897234965026,
0.7895897234965026,
],
},
"go_shubert04_on_cube__4": {
-58.03203170878015: [0.1458246797794856, 0.14582467977948557, 0.14582467959087073, 0.1458246797794856],
-58.03203170878015: [
0.1458246797794856,
0.14582467977948557,
0.14582467959087073,
0.1458246797794856,
],
},
"go_sineenvelope_on_cube__4": {
0.0: [0.5000000000049838, 0.5000000000180229, 0.4999999999815214, 0.5000000000104797],
0.0: [
0.5000000000049838,
0.5000000000180229,
0.4999999999815214,
0.5000000000104797,
],
},
"go_sodp_on_cube__4": {
0.0: [0.5000003501207233, 0.49934332155107486, 0.5009018689609204, 0.5232120945186667],
0.0: [
0.5000003501207233,
0.49934332155107486,
0.5009018689609204,
0.5232120945186667,
],
},
"go_sphere_on_cube__4": {
0.0: [0.5, 0.5000000000000009, 0.5, 0.5],
},
"go_step2_on_cube__4": {
1.0: [0.5012432021330329, 0.4951491010577182, 0.5059914251045634, 0.502325162192821],
1.0: [
0.5012432021330329,
0.4951491010577182,
0.5059914251045634,
0.502325162192821,
],
},
"go_step_on_cube__4": {
0.0: [0.4996842002116297, 0.49694494375720955, 0.503280368273251, 0.4951664506412295],
0.0: [
0.4996842002116297,
0.49694494375720955,
0.503280368273251,
0.4951664506412295,
],
},
"go_stochastic_on_cube__4": {
9.300834900727792e-22: [0.6, 0.3, 0.33684113309205904, 0.5249999995343387],
@ -204,46 +474,96 @@ solutions = {
0.0: [0.5, 0.5, 0.5, 0.5],
},
"go_styblinskitang_on_cube__4": {
-156.6646628150857: [0.022117851576171424, 0.022117851595805146, 0.022117851595805146, 0.022117851576171424],
-156.6646628150857: [
0.022117851576171424,
0.022117851595805146,
0.022117851595805146,
0.022117851576171424,
],
},
"go_trigonometric01_on_cube__4": {
0.0: [0.0, 0.0, 6.938893903907228e-18, 1.734723475976807e-17],
},
"go_trigonometric02_on_cube__4": {
1.0: [0.5009000000000405, 0.5009000000002075, 0.5009000000004369, 0.5008998066497936],
1.0: [
0.5009000000000405,
0.5009000000002075,
0.5009000000004369,
0.5008998066497936,
],
},
"go_vincent_on_cube__4": {
-4.0: [0.3960212450924436, 0.39602124595914034, 0.39602124518164733, 0.39602124530774435],
-4.0: [
0.3960212450924436,
0.39602124595914034,
0.39602124518164733,
0.39602124530774435,
],
},
"go_wavy_on_cube__4": {
0.0: [0.49999999994282107, 0.4894464797508772, 0.49999999985754334, 0.5000000001497444],
0.0: [
0.49999999994282107,
0.4894464797508772,
0.49999999985754334,
0.5000000001497444,
],
},
"go_weierstrass_on_cube__4": {
0.0: [0.5000152588472697, 0.5000000000000009, 0.5, 0.5],
},
"go_whitley_on_cube__4": {
0.0: [0.5000697309500134, 0.5000697309500134, 0.5000697309500134, 0.5000697309500134],
0.0: [
0.5000697309500134,
0.5000697309500134,
0.5000697309500134,
0.5000697309500134,
],
},
"go_xinsheyang01_on_cube__4": {
0.0: [0.5000638843834544, 0.499956010089577, 0.5008984704522029, 0.5048778232729327],
0.0: [
0.5000638843834544,
0.499956010089577,
0.5008984704522029,
0.5048778232729327,
],
},
"go_xinsheyang02_on_cube__4": {
0.0: [0.5, 0.5, 0.5, 0.49999999999999994],
},
"go_xinsheyang03_on_cube__4": {
-1.0: [0.3750000212082758, 1.8722817393679314e-10, 0.9999999995579297, 1.1439725125517164e-08],
-1.0: [
0.3750000212082758,
1.8722817393679314e-10,
0.9999999995579297,
1.1439725125517164e-08,
],
},
"go_xinsheyang04_on_cube__4": {
-1.0: [0.344534632972428, 0.3417994205644585, 0.35607999521170186, 0.34602083862333655],
-1.0: [
0.344534632972428,
0.3417994205644585,
0.35607999521170186,
0.34602083862333655,
],
},
"go_yaoliu04_on_cube__4": {
0.0: [0.5, 0.5, 0.5, 0.5],
},
"go_yaoliu09_on_cube__4": {
0.0: [0.5000000008566511, 0.5000000000634754, 0.500000000363694, 0.49999999975360193],
0.0: [
0.5000000008566511,
0.5000000000634754,
0.500000000363694,
0.49999999975360193,
],
},
"go_zacharov_on_cube__4": {
0.0: [0.4316875852820895, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333],
0.0: [
0.4316875852820895,
0.3333333333333333,
0.3333333333333333,
0.3333333333333333,
],
},
"go_zerosum_on_cube__4": {
0.0: [0.5, 0.5, 0.5, 0.5],