csv_random/grayscott.csv

pde_name,seed,mse_op,mse_bnd,mse_total,l2re_op,l2re_bnd,l2re,l2re_total,chain_json
grayscott,4,0.019665706679234063,0.01844935172490758,0.038115058404141644,0.19994568298525714,0.19366351425297473,0.27835917965329093,0.39360919723823184,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 1000}]"
grayscott,8,0.006641355188467202,0.0034571614597489614,0.010098516648216163,0.11619450947798647,0.08383340087438422,0.143280156110311,0.2000279103523707,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}]"
grayscott,0,0.004310971413243658,1.6337933755509494e-05,0.004327309346999168,0.09361486699967979,0.005763095529552398,0.09379209238230313,0.09937796252923219,"[{""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}]"
grayscott,2,0.004320544302328921,5.800157026310661e-06,0.004326344459355232,0.09371874936182335,0.0034338168607405983,0.09378163509012503,0.09715256622256395,"[{""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}]"
grayscott,6,0.057097401217515165,0.05892200120004887,0.11601940241756403,0.340694736483772,0.3460955357682732,0.4856490742773787,0.6867902722520451,"[{""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}]"
grayscott,9,0.11628926615527746,0.12372868191832342,0.24001794807360088,0.48621356154705936,0.5015248380360786,0.6985204296220626,0.9877383995831379,"[{""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}]"
grayscott,5,0.004298678036399828,4.936618682835543e-05,0.004348044223228183,0.09348129333963345,0.010017792789173398,0.09401653246539894,0.10349908612880684,"[{""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}]"
grayscott,1,0.004319784270177041,1.4318022989522376e-05,0.004334102293166563,0.09371050591024105,0.005395091079850074,0.09386568023358272,0.09910559699009112,"[{""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}]"
grayscott,7,0.004356456297902378,2.357742747731103e-05,0.004380033725379689,0.09410743447773204,0.00692317742899343,0.09436174865746158,0.10103061190672546,"[{""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}]"
grayscott,3,0.004319529635181729,5.083319570382708e-06,0.004324612954752112,0.09370774392904078,0.0032146297507400163,0.09376286640618994,0.09692237367978081,"[{""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 1000}]"