Optimizer benchmarks

Simulated annealing

No cooling schedule

With cooling schedule

Cross Entropy

Vannila CE

Date	2017-04-13 20:05:04.855839
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Rastrigin2d
Optimizee id	0
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----RastriginParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 0.26466737 -0.21801018] noisy_cov : 0.38988206 0.09640794], [ 0.09640794 0.99752978 noise_decay : 0.95 cov : 0.29204494 0.09693984], [ 0.09693984 0.90304515 noise : [ 0.09791949 0.09440226] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	-0.125919786713
Actual optima	None
runtime	0:00:53.500489
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:05:50.412776
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Rastrigin10d
Optimizee id	1
Optimizee Description:
--Number of dimensions:	10
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----RastriginParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 0.18222657 -1.18107346 -0.60325179 -1.02245017 -1.45044906 1.36810632, 0.0016275 0.81890175 -0.57063554 -0.89353142] noisy_cov : 3.65219713e-01 3.12886784e-01 1.86197619e-01 -2.11380233e-02, 1.73558873e-02 -3.08323416e-01 2.42091805e-01 -3.01956984e-01, -1.09078523e-01 1.88741561e-02], [ 3.12886784e-01 6.07456686e-01 1.42461420e-01 2.11473847e-03, -1.18603160e-01 -4.64913704e-01 3.97418958e-01 -2.56409863e-01, -1.11777627e-01 5.09092710e-02], [ 1.86197619e-01 1.42461420e-01 3.93370675e-01 9.68488599e-03, 4.73313795e-02 -1.31997316e-01 -1.69109765e-01 -7.00598089e-02, -3.75227438e-01 -1.77988044e-01], [ -2.11380233e-02 2.11473847e-03 9.68488599e-03 9.35284721e-02, -2.53292246e-03 -6.44254558e-04 -5.58784282e-02 3.01082093e-02, -5.97337440e-02 -2.21941938e-02], [ 1.73558873e-02 -1.18603160e-01 4.73313795e-02 -2.53292246e-03, 3.05538932e-01 1.40580176e-01 6.62553446e-02 -1.99658555e-01, 3.68043199e-02 1.13030580e-01], [ -3.08323416e-01 -4.64913704e-01 -1.31997316e-01 -6.44254558e-04, 1.40580176e-01 5.63310579e-01 -2.58265510e-01 1.93481291e-01, 7.55628733e-02 6.63255050e-02], [ 2.42091805e-01 3.97418958e-01 -1.69109765e-01 -5.58784282e-02, 6.62553446e-02 -2.58265510e-01 1.04416227e+00 -6.07099327e-01, 4.57980366e-01 5.12335913e-01], [ -3.01956984e-01 -2.56409863e-01 -7.00598089e-02 3.01082093e-02, -1.99658555e-01 1.93481291e-01 -6.07099327e-01 8.71443496e-01, -2.14399191e-02 -3.09355742e-01], [ -1.09078523e-01 -1.11777627e-01 -3.75227438e-01 -5.97337440e-02, 3.68043199e-02 7.55628733e-02 4.57980366e-01 -2.14399191e-02, 8.49265487e-01 2.26660643e-01], [ 1.88741561e-02 5.09092710e-02 -1.77988044e-01 -2.21941938e-02, 1.13030580e-01 6.63255050e-02 5.12335913e-01 -3.09355742e-01, 2.26660643e-01 5.47932917e-01 noise_decay : 0.95 cov : 0.29694444 0.3120214 0.18745757 -0.02070428 0.0032129 -0.29964597, 0.2326514 -0.29522821 -0.12540031 0.01114933], [ 0.3120214 0.52903962 0.14866947 0.0070045 -0.11005001 -0.46351208, 0.37267072 -0.25859208 -0.12586378 0.03863015], [ 0.18745757 0.14866947 0.3197545 0.00713667 0.03105394 -0.14547934, -0.17136855 -0.07454706 -0.38480776 -0.17816444], [-0.02070428 0.0070045 0.00713667 0.03370207 0.00507601 -0.00235194, -0.0547627 0.02923707 -0.05792375 -0.02600405], [ 0.0032129 -0.11005001 0.03105394 0.00507601 0.22308265 0.13301905, 0.06623624 -0.19070306 0.03691449 0.1095066 ], [-0.29964597 -0.46351208 -0.14547934 -0.00235194 0.13301905 0.48386378, -0.2469306 0.19262166 0.0977224 0.07144963], [ 0.2326514 0.37267072 -0.17136855 -0.0547627 0.06623624 -0.2469306, 0.94053315 -0.5874584 0.4510392 0.49795242], [-0.29522821 -0.25859208 -0.07454706 0.02923707 -0.19070306 0.19262166, -0.5874584 0.75959501 -0.01742472 -0.30237271], [-0.12540031 -0.12586378 -0.38480776 -0.05792375 0.03691449 0.0977224, 0.4510392 -0.01742472 0.76945696 0.24301471], [ 0.01114933 0.03863015 -0.17816444 -0.02600405 0.1095066 0.07144963, 0.49795242 -0.30237271 0.24301471 0.45209317 noise : [ 0.147794 0.03402259 0.11523403 0.10957724 0.09772224 0.04830204, 0.08633174 0.05868436 0.06903142 0.06646421] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	-5.30849834983
Actual optima	None
runtime	0:00:45.491897
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:06:38.069639
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Rosenbrock2d
Optimizee id	2
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----RosenbrockParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 1.38618876 1.50759849] noisy_cov : 1.77209095e-02 1.22307019e-05], [ 1.22307019e-05 1.85278964e-02 noise_decay : 0.95 cov : 2.50714939e-03 -2.52901512e-05], [ -2.52901512e-05 8.38494423e-04 noise : [ 0.01521319 0.01768997] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	-0.0525098454769
Actual optima	None
runtime	0:00:47.588721
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:07:25.162857
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Rosenbrock10d
Optimizee id	3
Optimizee Description:
--Number of dimensions:	10
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----RosenbrockParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 1.41542444 1.3785721 1.36336529 1.42626268 1.40210754 1.31466615, 1.37541449 1.44082616 1.36638519 1.59573453] noisy_cov : 2.01997480e-02 4.08524129e-04 7.15202318e-04 1.66283877e-03, 4.86769692e-03 6.38071999e-03 3.57946213e-03 -6.72946475e-05, -6.89343367e-03 -4.97030023e-03], [ 4.08524129e-04 1.60434931e-02 -4.04694033e-03 2.98947778e-03, -2.83026317e-03 -5.92547516e-03 2.84601326e-03 2.36654494e-03, 2.46791439e-03 -5.92744637e-04], [ 7.15202318e-04 -4.04694033e-03 2.35314874e-02 -9.57608919e-04, 5.03664974e-03 9.16623913e-03 1.41480982e-03 -4.29156209e-03, 2.79345147e-03 2.38474880e-03], [ 1.66283877e-03 2.98947778e-03 -9.57608919e-04 3.63624426e-02, -2.17125079e-03 -1.35623963e-03 -2.27145968e-03 4.79586268e-03, 2.71598479e-03 1.55969741e-03], [ 4.86769692e-03 -2.83026317e-03 5.03664974e-03 -2.17125079e-03, 2.11483186e-02 5.93990007e-03 5.05097294e-03 2.72996126e-04, -2.02231853e-03 2.02272839e-04], [ 6.38071999e-03 -5.92547516e-03 9.16623913e-03 -1.35623963e-03, 5.93990007e-03 3.42984581e-02 -8.27270388e-03 -1.09515593e-02, -9.66300119e-03 -1.35535476e-02], [ 3.57946213e-03 2.84601326e-03 1.41480982e-03 -2.27145968e-03, 5.05097294e-03 -8.27270388e-03 2.56201702e-02 4.86843117e-03, 5.27597881e-03 6.93433268e-03], [ -6.72946475e-05 2.36654494e-03 -4.29156209e-03 4.79586268e-03, 2.72996126e-04 -1.09515593e-02 4.86843117e-03 1.82155118e-02, 1.76913411e-03 6.77008253e-03], [ -6.89343367e-03 2.46791439e-03 2.79345147e-03 2.71598479e-03, -2.02231853e-03 -9.66300119e-03 5.27597881e-03 1.76913411e-03, 2.75567978e-02 6.92822134e-03], [ -4.97030023e-03 -5.92744637e-04 2.38474880e-03 1.55969741e-03, 2.02272839e-04 -1.35535476e-02 6.93433268e-03 6.77008253e-03, 6.92822134e-03 3.16242385e-02 noise_decay : 0.95 cov : 6.89934991e-03 -1.03661524e-03 1.89756802e-03 3.16736601e-03, 4.30395198e-03 5.43473594e-03 3.11915665e-03 -2.18863152e-04, -3.92399330e-03 -2.64605521e-03], [ -1.03661524e-03 5.58814769e-03 -2.60449051e-03 1.36424650e-03, -1.27952201e-03 -4.36784273e-03 6.07136625e-04 2.04015637e-03, 8.67649494e-04 -2.61662242e-05], [ 1.89756802e-03 -2.60449051e-03 1.16806852e-02 2.73801736e-03, 6.36988901e-03 7.71158960e-03 2.50137131e-03 -2.14671818e-03, 2.21622205e-03 2.79317286e-03], [ 3.16736601e-03 1.36424650e-03 2.73801736e-03 2.23825466e-02, 1.25809845e-03 8.98577861e-04 5.41240637e-04 3.85515237e-03, 3.01139113e-03 2.89644905e-03], [ 4.30395198e-03 -1.27952201e-03 6.36988901e-03 1.25809845e-03, 8.80412300e-03 5.47163521e-03 4.49054616e-03 1.72561859e-04, -9.08509271e-04 1.52121075e-03], [ 5.43473594e-03 -4.36784273e-03 7.71158960e-03 8.98577861e-04, 5.47163521e-03 1.76313464e-02 -4.87441100e-03 -7.32376132e-03, -6.46150753e-03 -8.82799321e-03], [ 3.11915665e-03 6.07136625e-04 2.50137131e-03 5.41240637e-04, 4.49054616e-03 -4.87441100e-03 1.07680700e-02 3.64684755e-03, 4.34681301e-03 6.28175835e-03], [ -2.18863152e-04 2.04015637e-03 -2.14671818e-03 3.85515237e-03, 1.72561859e-04 -7.32376132e-03 3.64684755e-03 5.30380304e-03, 1.69352903e-03 4.88730386e-03], [ -3.92399330e-03 8.67649494e-04 2.21622205e-03 3.01139113e-03, -9.08509271e-04 -6.46150753e-03 4.34681301e-03 1.69352903e-03, 1.08425328e-02 6.14965706e-03], [ -2.64605521e-03 -2.61662242e-05 2.79317286e-03 2.89644905e-03, 1.52121075e-03 -8.82799321e-03 6.28175835e-03 4.88730386e-03, 6.14965706e-03 1.44686090e-02 noise : [ 0.02654253 0.00541658 0.01935027 0.01869194 0.01699922 0.007692, 0.01321235 0.01019876 0.01136145 0.01076635] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	-0.537447628437
Actual optima	None
runtime	0:00:47.013673
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:08:09.168053
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Ackley2d
Optimizee id	4
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----AckleyParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [-0.00195847 0.00474618] noisy_cov : 0.0123688 0.00215698], [ 0.00215698 0.01629895 noise_decay : 0.95 cov : 0.00230809 -0.00068681], [-0.00068681 0.00105667 noise : [ 0.00880451 0.01649849] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	-0.00356006347358
Actual optima	None
runtime	0:00:43.913022
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:08:59.338619
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Ackley10d
Optimizee id	5
Optimizee Description:
--Number of dimensions:	10
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----AckleyParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [-1.96809117 1.9393087 -0.98120284 -1.95196219 -1.90395986 -1.94869212, 1.92915014 -1.95790526 1.94160232 -1.91500315] noisy_cov : 1.22612316e-02 -3.35806326e-03 2.51949080e-03 2.74907460e-04, -3.83144188e-03 -1.60698084e-03 6.54600366e-04 -2.32907219e-04, -1.23803717e-03 -5.71165546e-04], [ -3.35806326e-03 1.70694309e-02 -7.88254065e-03 1.57489288e-03, 4.86791665e-03 1.31028301e-03 6.09877872e-04 3.11586338e-03, 1.90504369e-03 4.03823971e-03], [ 2.51949080e-03 -7.88254065e-03 3.10722083e-02 -2.57365145e-03, -4.08165426e-03 1.70944492e-03 2.91164993e-03 -3.66246494e-03, 2.99650647e-03 -4.35455506e-03], [ 2.74907460e-04 1.57489288e-03 -2.57365145e-03 1.55911504e-02, -3.59217491e-03 -2.17746203e-04 -3.63487355e-03 4.16224861e-03, 3.83289925e-03 -3.47409164e-04], [ -3.83144188e-03 4.86791665e-03 -4.08165426e-03 -3.59217491e-03, 2.40690822e-02 6.97752867e-04 -2.08023680e-04 -1.39460448e-03, -5.35073353e-03 6.65005263e-04], [ -1.60698084e-03 1.31028301e-03 1.70944492e-03 -2.17746203e-04, 6.97752867e-04 1.38893473e-02 -2.12325530e-04 -3.21242932e-05, 5.28336461e-03 1.50534956e-03], [ 6.54600366e-04 6.09877872e-04 2.91164993e-03 -3.63487355e-03, -2.08023680e-04 -2.12325530e-04 2.07908598e-02 -4.94240514e-03, -4.72970110e-03 9.37591052e-03], [ -2.32907219e-04 3.11586338e-03 -3.66246494e-03 4.16224861e-03, -1.39460448e-03 -3.21242932e-05 -4.94240514e-03 1.66612233e-02, 3.95034475e-03 -2.95942670e-03], [ -1.23803717e-03 1.90504369e-03 2.99650647e-03 3.83289925e-03, -5.35073353e-03 5.28336461e-03 -4.72970110e-03 3.95034475e-03, 2.33233869e-02 -2.67556639e-03], [ -5.71165546e-04 4.03823971e-03 -4.35455506e-03 -3.47409164e-04, 6.65005263e-04 1.50534956e-03 9.37591052e-03 -2.95942670e-03, -2.67556639e-03 2.64345396e-02 noise_decay : 0.95 cov : 3.37349381e-03 -1.26849670e-03 9.24539011e-04 1.64013446e-04, -1.04016155e-03 -1.19141363e-03 7.08127666e-04 -8.10669813e-04, 3.86678994e-04 -4.82045456e-04], [ -1.26849670e-03 3.68472425e-03 -3.86064716e-03 4.73564368e-04, 2.14816561e-03 5.39277783e-04 -6.78597609e-04 8.95588960e-04, 1.11958181e-03 2.23975701e-03], [ 9.24539011e-04 -3.86064716e-03 9.97406838e-03 -2.02012171e-03, -2.32944071e-03 7.71692996e-04 1.32248895e-03 -2.44698592e-03, 1.44149995e-03 -1.90989768e-03], [ 1.64013446e-04 4.73564368e-04 -2.02012171e-03 2.70086019e-03, -1.96493403e-03 1.19243675e-03 -1.09779704e-03 1.90980276e-03, 1.82334517e-03 -9.44686931e-04], [ -1.04016155e-03 2.14816561e-03 -2.32944071e-03 -1.96493403e-03, 7.07875922e-03 -2.47657666e-05 2.34386055e-04 -9.66757539e-04, -1.88509308e-03 -1.69832290e-05], [ -1.19141363e-03 5.39277783e-04 7.71692996e-04 1.19243675e-03, -2.47657666e-05 4.24720872e-03 8.87744667e-04 7.10206848e-04, 9.97244217e-04 -1.34879354e-04], [ 7.08127666e-04 -6.78597609e-04 1.32248895e-03 -1.09779704e-03, 2.34386055e-04 8.87744667e-04 5.51544768e-03 -2.68033649e-03, -2.51858658e-03 4.62061345e-03], [ -8.10669813e-04 8.95588960e-04 -2.44698592e-03 1.90980276e-03, -9.66757539e-04 7.10206848e-04 -2.68033649e-03 2.75470127e-03, 2.00602926e-03 -1.57408170e-03], [ 3.86678994e-04 1.11958181e-03 1.44149995e-03 1.82334517e-03, -1.88509308e-03 9.97244217e-04 -2.51858658e-03 2.00602926e-03, 7.47933756e-03 -8.30877011e-04], [ -4.82045456e-04 2.23975701e-03 -1.90989768e-03 -9.44686931e-04, -1.69832290e-05 -1.34879354e-04 4.62061345e-03 -1.57408170e-03, -8.30877011e-04 7.97420855e-03 noise : [ 0.02681829 0.02382904 0.01952476 0.01722718 0.00525032 0.00705801, 0.00844591 0.01085516 0.01295509 0.0144159 ] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	8.84268647583
Actual optima	None
runtime	0:00:50.056415
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:09:44.354968
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Chasm
Optimizee id	6
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----ChasmParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [-0.00443612 -0.04261928] noisy_cov : 0.0142603 -0.00210089], [-0.00210089 0.11171397 noise_decay : 0.95 cov : 0.00168289 -0.00195042], [-0.00195042 0.09215683 noise : [ 0.01257416 0.01956038] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	-0.0919238038727
Actual optima	None
runtime	0:00:44.907705
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:10:34.484959
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Gauss2d
Optimizee id	7
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----GaussianParameters	1.5, 0.1], [0.1, 0.3 [-1.0, -1.0]
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [-1.03230553 -0.97304699] noisy_cov : 0.13670509 -0.00014101], [-0.00014101 0.09603048 noise_decay : 0.95 cov : 0.05459648 -0.00017674], [-0.00017674 0.00361611 noise : [ 0.08210849 0.0924145 ] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	0.0261904495114
Actual optima	None
runtime	0:00:49.999423
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:11:22.007191
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Shekel2d
Optimizee id	8
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----ShekelParameters	default default
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 2.96430437 4.98056322] noisy_cov : 0.09806113 -0.00854674], [-0.00854674 0.10076571 noise_decay : 0.95 cov : 0.01605498 -0.00238464], [-0.00238464 0.01680959 noise : [ 0.07674239 0.08921988] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	0.557044750092
Actual optima	None
runtime	0:00:47.382004
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:12:09.453888
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Langermann2d
Optimizee id	9
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----LangermannParameters	default default
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 1.92909815 0.07637357] noisy_cov : 0.19780416 -0.06569037], [-0.06569037 0.13537908 noise_decay : 0.95 cov : 0.09555978 -0.05692087], [-0.05692087 0.04146828 noise : [ 0.10778667 0.08836851] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	0.368939650068
Actual optima	None
runtime	0:00:47.278574
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:13:00.830477
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Michalewicz2d
Optimizee id	10
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----MichalewiczParameters	default
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 2.21068115 1.55849487] noisy_cov : 0.00982623 0.00093347], [ 0.00093347 0.0086755 noise_decay : 0.95 cov : 0.0015919 0.00022881], [ 0.00022881 0.00130983 noise : [ 0.00862777 0.00697224] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	0.178038348912
Actual optima	None
runtime	0:00:51.212000
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:13:50.233101
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Permutation2d
Optimizee id	11
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----PermutationParameters	0.005
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 1.04855921 1.97431757] noisy_cov : 0.01586326 -0.00071772], [-0.00071772 0.0140666 noise_decay : 0.95 cov : 0.00360368 -0.00113622], [-0.00113622 0.00075938 noise : [ 0.01211293 0.01345388] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	0.00206537665293
Actual optima	None
runtime	0:00:49.229912
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:14:40.214854
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Easom2d
Optimizee id	12
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----EasomParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [ 3.15607295 3.22708543] noisy_cov : 0.37834476 0.01550145], [ 0.01550145 0.34367668 noise_decay : 0.95 cov : 0.05925019 0.00402437], [ 0.00402437 0.05024992 noise : [ 0.32347788 0.28904345] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	0.0936887073519
Actual optima	None
runtime	0:00:49.787673
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

Date	2017-04-13 20:15:34.700669
Username	Thomas
Description	CE-NoisyGaussian
Optimizee name	Easom10d
Optimizee id	13
Optimizee Description:
--Number of dimensions:	10
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----EasomParameters
Optimizer name	CrossEntropyOptimizer
Optimizer params:
--pop_size	50
--rho	0.2
--smoothing	0.0
--temp_decay	0
--n_iteration	30
--distribution	NoisyGaussian mean : [-2.23811877 7.50179984 3.3612977 1.95044744 -7.63493808 1.05979098, -5.14888057 3.66524052 -1.97962488 -8.88140913] noisy_cov : 1.45932162 0.16950392 3.37888243 1.23220846 -0.27299405, -3.31193322 1.94524829 3.82288501 1.36110043 -1.15575901], [ 0.16950392 4.42477162 -0.81092033 -1.01149078 0.64292749, 2.58591635 0.3172417 0.19677058 -2.52402703 -0.42300863], [ 3.37888243 -0.81092033 16.77623322 6.34398456 -3.65029529, -14.16630072 6.95620913 17.17151772 6.35633008 -3.23198203], [ 1.23220846 -1.01149078 6.34398456 3.44064713 -1.07949943, -5.62613161 2.43647435 6.44299391 2.94756809 -1.11186119], [ -0.27299405 0.64292749 -3.65029529 -1.07949943 3.00126362, 2.37868355 -1.30950549 -3.74911608 -1.74165754 0.41212262], [ -3.31193322 2.58591635 -14.16630072 -5.62613161 2.37868355, 16.42913691 -6.29277558 -15.43963783 -8.11344515 4.19005346], [ 1.94524829 0.3172417 6.95620913 2.43647435 -1.30950549, -6.29277558 3.84629255 7.70568094 2.4500476 -1.91164034], [ 3.82288501 0.19677058 17.17151772 6.44299391 -3.74911608, -15.43963783 7.70568094 19.06829571 6.98080178 -4.3955141 ], [ 1.36110043 -2.52402703 6.35633008 2.94756809 -1.74165754, -8.11344515 2.4500476 6.98080178 6.40444321 -1.96284427], [ -1.15575901 -0.42300863 -3.23198203 -1.11186119 0.41212262, 4.19005346 -1.91164034 -4.3955141 -1.96284427 2.39361162 noise_decay : 0.95 cov : 1.15218465 0.18408849 3.34168332 1.22558805 -0.24615135, -3.33487625 1.86985258 3.79659494 1.34554516 -1.14953003], [ 0.18408849 4.02115176 -0.86327521 -1.03080546 0.62299855, 2.49826539 0.31670025 0.14835363 -2.44701816 -0.46473478], [ 3.34168332 -0.86327521 16.39895996 6.32704165 -3.64431755, -14.04423805 6.89939231 17.02357716 6.29870535 -3.17631424], [ 1.22558805 -1.03080546 6.32704165 3.09673722 -1.08399119, -5.61126283 2.43745356 6.38035033 2.85854172 -1.06252717], [ -0.24615135 0.62299855 -3.64431755 -1.08399119 2.79695691, 2.29824518 -1.26887478 -3.73588845 -1.78258804 0.37529149], [ -3.33487625 2.49826539 -14.04423805 -5.61126283 2.29824518, 16.00247354 -6.26895493 -15.33524946 -8.05623319 4.19178247], [ 1.86985258 0.31670025 6.89939231 2.43745356 -1.26887478, -6.26895493 3.50206442 7.64187041 2.46231502 -1.90007116], [ 3.79659494 0.14835363 17.02357716 6.38035033 -3.73588845, -15.33524946 7.64187041 18.63805085 6.9596499 -4.35512 ], [ 1.34554516 -2.44701816 6.29870535 2.85854172 -1.78258804, -8.05623319 2.46231502 6.9596499 6.00140052 -2.00300752], [ -1.14953003 -0.46473478 -3.17631424 -1.06252717 0.37529149, 4.19178247 -1.90007116 -4.35512 -2.00300752 2.1176338 noise : [ 0.73303236 0.52923753 0.12599259 0.16628574 0.44609495 0.39329634, 0.345684 0.2788419 0.23688736 0.26105081] noise_bias : 0.05
--stop_criterion	inf
Number of iterations	30
Optima found	0.00277375272049
Actual optima	None
runtime	0:00:54.279013
git commit id	1c044e60bdea0cadfe3d60411f07a5deed1989ea

FACE

Date	2017-04-13 23:56:20.016112
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Rastrigin2d
Optimizee id	0
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----RastriginParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 5.55943961e-04 6.01804702e-05], [ 6.01804702e-05 2.07193939e-03 mean : [ 0.00199226 -0.01097247]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	-0.000843976378272
Actual optima	None
runtime	0:00:40.079261
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-13 23:57:11.369212
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Rastrigin10d
Optimizee id	1
Optimizee Description:
--Number of dimensions:	10
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----RastriginParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 1.59004596e-03 -2.94055980e-04 1.23723684e-04 9.79446407e-04, -3.05364351e-05 -2.80835460e-04 1.37031602e-03 2.02500668e-04, -3.37524718e-04 2.01904368e-04], [ -2.94055980e-04 4.91321448e-04 1.46089029e-04 3.34047807e-05, -4.91553244e-05 -3.31402137e-04 -5.55293144e-04 1.49014073e-04, -3.29282204e-04 -2.15498592e-04], [ 1.23723684e-04 1.46089029e-04 1.90247254e-04 2.02600798e-04, -1.66825748e-04 -4.25916815e-04 -6.20942006e-06 2.27121901e-04, -3.44126385e-04 -2.07207260e-07], [ 9.79446407e-04 3.34047807e-05 2.02600798e-04 8.66946179e-04, 4.93092835e-05 -4.26921423e-04 6.78000361e-04 3.04475781e-04, -5.77580236e-04 -4.58853600e-05], [ -3.05364351e-05 -4.91553244e-05 -1.66825748e-04 4.93092835e-05, 4.35117949e-04 5.16635844e-04 -1.86007233e-05 -1.55636723e-04, 1.90493714e-04 -2.51161232e-04], [ -2.80835460e-04 -3.31402137e-04 -4.25916815e-04 -4.26921423e-04, 5.16635844e-04 1.13331981e-03 -3.66473725e-05 -4.75488563e-04, 8.03172885e-04 -1.49526446e-04], [ 1.37031602e-03 -5.55293144e-04 -6.20942006e-06 6.78000361e-04, -1.86007233e-05 -3.66473725e-05 1.44342957e-03 2.48219500e-05, -4.66148498e-06 3.34409347e-04], [ 2.02500668e-04 1.49014073e-04 2.27121901e-04 3.04475781e-04, -1.55636723e-04 -4.75488563e-04 2.48219500e-05 2.91821114e-04, -4.39356745e-04 -2.65178545e-05], [ -3.37524718e-04 -3.29282204e-04 -3.44126385e-04 -5.77580236e-04, 1.90493714e-04 8.03172885e-04 -4.66148498e-06 -4.39356745e-04, 7.84961461e-04 7.53583578e-05], [ 2.01904368e-04 -2.15498592e-04 -2.07207260e-07 -4.58853600e-05, -2.51161232e-04 -1.49526446e-04 3.34409347e-04 -2.65178545e-05, 7.53583578e-05 3.01806543e-04 mean : [ 0.77421643 1.08001432 0.16472266 -1.01582317 1.20951516 1.05843149, 0.21265637 0.03899398 0.90745362 -0.85828653]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	-4.26395558747
Actual optima	None
runtime	0:00:51.258507
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-13 23:57:50.700123
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Rosenbrock2d
Optimizee id	2
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----RosenbrockParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 5.06199484e-06 -1.70073994e-06], [ -1.70073994e-06 4.44259364e-06 mean : [ 1.16842571 1.45230394]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	-0.0822133677623
Actual optima	None
runtime	0:00:39.258965
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-13 23:58:34.826599
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Rosenbrock10d
Optimizee id	3
Optimizee Description:
--Number of dimensions:	10
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----RosenbrockParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 1.33869290e-04 1.15902009e-04 8.94771253e-05 -1.37535248e-04, 7.20354460e-09 1.07422405e-04 -7.49602985e-05 -1.88391792e-04, -2.30463479e-04 1.74758174e-04], [ 1.15902009e-04 7.11724629e-04 1.17651393e-04 -8.25667436e-05, 4.15984155e-06 9.71464135e-05 9.01289980e-06 -5.08413296e-04, -8.75967307e-04 2.54636366e-04], [ 8.94771253e-05 1.17651393e-04 5.75319223e-04 -1.24355069e-03, 1.86388979e-04 6.00767798e-04 3.06410165e-04 -1.36383637e-04, -4.32383196e-04 -2.27487445e-04], [ -1.37535248e-04 -8.25667436e-05 -1.24355069e-03 2.74871913e-03, -4.23838117e-04 -1.31583491e-03 -7.18645087e-04 1.55629341e-04, 7.21421264e-04 6.25302321e-04], [ 7.20354460e-09 4.15984155e-06 1.86388979e-04 -4.23838117e-04, 7.89950442e-05 1.93293254e-04 1.33949367e-04 -1.51035509e-06, -8.71943590e-05 -1.33041366e-04], [ 1.07422405e-04 9.71464135e-05 6.00767798e-04 -1.31583491e-03, 1.93293254e-04 7.00471079e-04 3.00994551e-04 -1.77884684e-04, -4.33387737e-04 -2.26845529e-04], [ -7.49602985e-05 9.01289980e-06 3.06410165e-04 -7.18645087e-04, 1.33949367e-04 3.00994551e-04 3.13867652e-04 7.17361626e-05, -1.10791021e-04 -3.41427508e-04], [ -1.88391792e-04 -5.08413296e-04 -1.36383637e-04 1.55629341e-04, -1.51035509e-06 -1.77884684e-04 7.17361626e-05 4.81555219e-04, 7.00939816e-04 -3.07669018e-04], [ -2.30463479e-04 -8.75967307e-04 -4.32383196e-04 7.21421264e-04, -8.71943590e-05 -4.33387737e-04 -1.10791021e-04 7.00939816e-04, 1.25339702e-03 -2.57271304e-04], [ 1.74758174e-04 2.54636366e-04 -2.27487445e-04 6.25302321e-04, -1.33041366e-04 -2.26845529e-04 -3.41427508e-04 -3.07669018e-04, -2.57271304e-04 4.98179651e-04 mean : [ 0.34563852 -0.160302 -1.09303951 0.64947857 0.79262235 0.40417366, 0.53136331 0.52977006 0.21671077 1.15804847]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	-2.14608906042
Actual optima	None
runtime	0:00:43.959098
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-13 23:59:18.045549
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Ackley2d
Optimizee id	4
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----AckleyParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 1.39195464e-06 -2.47375278e-08], [ -2.47375278e-08 1.69440278e-07 mean : [ 0.00033791 0.00100238]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.0012000027112
Actual optima	None
runtime	0:00:43.132196
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-13 23:59:53.701416
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Ackley10d
Optimizee id	5
Optimizee Description:
--Number of dimensions:	10
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----AckleyParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 7.12595253e-06 2.28517640e-08 4.23335522e-06 -2.26408771e-06, 1.88622565e-06 -1.48898796e-06 -1.91680349e-06 9.00870130e-08, -2.72586579e-06 -5.99612678e-06], [ 2.28517640e-08 4.24731341e-06 1.87473868e-06 3.99523323e-07, -3.50967871e-06 5.27068092e-06 3.12643527e-06 9.84497774e-06, -1.03591556e-06 -3.62850757e-06], [ 4.23335522e-06 1.87473868e-06 9.49401406e-06 1.76771518e-06, -1.66655480e-06 -4.25255194e-07 -9.18476615e-06 6.13076394e-06, -7.28605645e-06 -3.96203943e-06], [ -2.26408771e-06 3.99523323e-07 1.76771518e-06 6.73985478e-06, -2.38313563e-06 4.33336595e-07 -1.14827380e-05 2.13980061e-06, -4.69468451e-06 8.99324291e-06], [ 1.88622565e-06 -3.50967871e-06 -1.66655480e-06 -2.38313563e-06, 1.30541409e-05 -4.82371428e-07 4.05421233e-06 -8.97856161e-06, 4.29368823e-06 -7.24332090e-06], [ -1.48898796e-06 5.27068092e-06 -4.25255194e-07 4.33336595e-07, -4.82371428e-07 9.35019951e-06 8.24498171e-06 1.13963282e-05, 1.92470297e-06 -6.12955894e-06], [ -1.91680349e-06 3.12643527e-06 -9.18476615e-06 -1.14827380e-05, 4.05421233e-06 8.24498171e-06 3.26155293e-05 3.24076081e-06, 1.46085193e-05 -1.78861514e-05], [ 9.00870130e-08 9.84497774e-06 6.13076394e-06 2.13980061e-06, -8.97856161e-06 1.13963282e-05 3.24076081e-06 2.47635742e-05, -5.59614289e-06 -6.47336721e-06], [ -2.72586579e-06 -1.03591556e-06 -7.28605645e-06 -4.69468451e-06, 4.29368823e-06 1.92470297e-06 1.46085193e-05 -5.59614289e-06, 9.64876516e-06 -4.96410704e-06], [ -5.99612678e-06 -3.62850757e-06 -3.96203943e-06 8.99324291e-06, -7.24332090e-06 -6.12955894e-06 -1.78861514e-05 -6.47336721e-06, -4.96410704e-06 2.45897108e-05 mean : [-0.95628977 0.14005927 0.17602584 0.1048611 -0.93973062 -0.05121238, 0.20906533 -0.04610406 -1.03692641 0.12834198]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	3.75288488792
Actual optima	None
runtime	0:00:35.578826
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-14 00:00:26.568674
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Chasm
Optimizee id	6
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----ChasmParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 1.61679866e-09 2.87963829e-07], [ 2.87963829e-07 1.29312003e-03 mean : [ 8.94154700e-06 3.17024716e-02]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.0018069289963
Actual optima	None
runtime	0:00:32.744158
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-14 00:01:19.402581
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Gauss2d
Optimizee id	7
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----GaussianParameters	1.5, 0.1], [0.1, 0.3 [-1.0, -1.0]
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 0.0138368 0.00086839], [ 0.00086839 0.00040819 mean : [-0.96832098 -0.99958599]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.0264565591329
Actual optima	None
runtime	0:00:52.754036
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-14 00:02:12.451944
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Shekel2d
Optimizee id	8
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----ShekelParameters	default default
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 6.63062528e-06 -3.53543924e-06], [ -3.53543924e-06 2.34004700e-05 mean : [ 2.99483419 4.99899037]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.578336020567
Actual optima	None
runtime	0:00:52.943985
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-14 00:03:24.189286
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Langermann2d
Optimizee id	9
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----LangermannParameters	default default
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 3.09418822 -1.23580971], [-1.23580971 1.01941429 mean : [ 2.38957505 4.94883857]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.118261858778
Actual optima	None
runtime	0:01:11.387594
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-14 00:04:30.305558
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Michalewicz2d
Optimizee id	10
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----MichalewiczParameters	default
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 1.09375495e-05 -2.57525384e-07], [ -2.57525384e-07 1.02305465e-05 mean : [ 2.2115211 1.56989219]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.182785712168
Actual optima	None
runtime	0:01:05.391117
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-14 00:05:27.559872
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Permutation2d
Optimizee id	11
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----PermutationParameters	0.005
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 0.0005415 -0.00111313], [-0.00111313 0.00233907 mean : [ 1.9700094 1.03043413]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.00206605541545
Actual optima	None
runtime	0:00:57.005464
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-14 00:06:26.717048
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Easom2d
Optimizee id	12
Optimizee Description:
--Number of dimensions:	2
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----EasomParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 0.9259705 -0.85602036], [-0.85602036 1.47730631 mean : [-6.8474692 -1.2960652]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.00200649337016
Actual optima	None
runtime	0:00:58.811925
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Date	2017-04-14 00:07:41.954976
Username	Thomas
Description	FACE-Gaussian
Optimizee name	Easom10d
Optimizee id	13
Optimizee Description:
--Number of dimensions:	10
--Noise:	Mean: 0.0, Sigma: 0.01
--Function description:
----EasomParameters
Optimizer name	FACEOptimizer
Optimizer params:
--min_pop_size	20
--max_pop_size	50
--n_elite	10
--smoothing	0.2
--temp_decay	0
--n_iteration	30
--distribution	Gaussian cov : 0.17723547 -0.08268962 -0.02960622 0.09266779 0.51040943 0.04882151, 0.10927453 0.40269892 -0.68500866 -0.09843985], [-0.08268962 0.42944271 -0.42154188 0.57901874 -0.8409485 0.67335552, 0.18051826 0.01714224 1.28669927 0.17948623], [-0.02960622 -0.42154188 1.07564897 -1.07021398 0.24595154 -1.05147793, -0.52321979 -1.01377808 -0.77949354 0.14174512], [ 0.09266779 0.57901874 -1.07021398 1.44807618 -0.32966123 1.35591498, 0.54104795 1.21342504 0.85325038 -0.06499306], [ 0.51040943 -0.8409485 0.24595154 -0.32966123 2.85329049 -0.75731417, 0.06614261 1.51058956 -3.85843265 -0.70900787], [ 0.04882151 0.67335552 -1.05147793 1.35591498 -0.75731417 1.40135434, 0.5467061 0.86154904 1.41346232 0.07264593], [ 0.10927453 0.18051826 -0.52321979 0.54104795 0.06614261 0.5467061, 0.31839219 0.62564315 0.12095909 -0.08519277], [ 0.40269892 0.01714224 -1.01377808 1.21342504 1.51058956 0.86154904, 0.62564315 2.23877804 -1.60934681 -0.57413803], [-0.68500866 1.28669927 -0.77949354 0.85325038 -3.85843265 1.41346232, 0.12095909 -1.60934681 5.4827644 0.88101437], [-0.09843985 0.17948623 0.14174512 -0.06499306 -0.70900787 0.07264593, -0.08519277 -0.57413803 0.88101437 0.25080308 mean : [ 6.19526632 8.65538883 6.65524228 2.71662638 -6.23103428 5.06456112, 4.48636565 1.37511666 5.51634643 7.52715668]
--stop_criterion	inf
--n_expand	5
Number of iterations	31
Optima found	0.00241749588808
Actual optima	None
runtime	0:01:14.983036
git commit id	8b27bb5212b23bfc239038889de1c245be8c17d5

Gradient descent

Variant 1

Variant 2

...