Rename folders to tidy up

Code/models/width_optimization/2W/cv_detailed_per_output_B29_H30.csv → Code/models/width_optimization/2W/ml_models/cv_detailed_per_output_B29_H30.csv

 output,model,cv_rmse,cv_mae,cv_r2,BEST_PARAMS,fit_time_sec,gpr_kernel
-exymax_tw1,SVR,0.0043375719853902175,0.0043375719853902175,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",16.42,
-exymax_tw1,FlexibleMLP,0.005942000225043672,0.005942000225043672,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.001383720431131858, ""mlp__learning_rate_init"": 0.00560022041574592, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 211}",180.61,
-exymax_tw1,GradientBoosting,0.007811985938625476,0.007811985938625476,,"{""learning_rate"": 0.07137457847237384, ""max_depth"": 1, ""max_features"": 0.9840282197519947, ""n_estimators"": 1211, ""subsample"": 0.7574418333755193}",25.08,
-exymax_tw1,GaussianProcess,0.007839157896198268,0.007839157896198268,,"{""gpr__amplitude"": 17.634356372428602, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 9.748618754819589, ""gpr__n_restarts_optimizer"": 2, ""gpr__noise"": 8.217425987016864e-08, ""gpr__rq_alpha"": 1.2480582138615424}",20.72,"2.23**2 * Matern(length_scale=4.85, nu=1.5) + WhiteKernel(noise_level=8.22e-08)"
-exymax_tw1,XGBoost,0.013519485088437793,0.013519485088437793,,"{""colsample_bytree"": 0.8326890370087766, ""learning_rate"": 0.013163689227404577, ""max_depth"": 4, ""min_child_weight"": 3, ""n_estimators"": 686, ""subsample"": 0.9457892792724425}",19.04,
-exymax_tw1,RandomForest,0.015878616417497236,0.015878616417497236,,"{""max_depth"": 4, ""max_features"": 0.829638871689417, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 301}",32.82,
-exymax_tw2,SVR,0.003898200989668,0.003898200989668,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",17.13,
-exymax_tw2,GaussianProcess,0.004092552978458643,0.004092552978458643,,"{""gpr__amplitude"": 17.76576664980768, ""gpr__kernel_type"": ""RBF"", ""gpr__length_scale"": 2.467108843522573, ""gpr__n_restarts_optimizer"": 4, ""gpr__noise"": 2.3000512910597964e-12, ""gpr__rq_alpha"": 0.024337729656929853}",22.16,2.65**2 * RBF(length_scale=3.93) + WhiteKernel(noise_level=2.3e-12)
-exymax_tw2,FlexibleMLP,0.00864041994087298,0.00864041994087298,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.00032616232211419725, ""mlp__learning_rate_init"": 0.005773101392423683, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 138}",261.75,
-exymax_tw2,GradientBoosting,0.011504378515554227,0.011504378515554227,,"{""learning_rate"": 0.06709750202787818, ""max_depth"": 1, ""max_features"": 0.8738161757602809, ""n_estimators"": 1265, ""subsample"": 0.855691364449425}",24.33,
-exymax_tw2,XGBoost,0.015490814410895112,0.015490814410895112,,"{""colsample_bytree"": 0.8669017799032459, ""learning_rate"": 0.011355860050299323, ""max_depth"": 1, ""min_child_weight"": 3, ""n_estimators"": 920, ""subsample"": 0.7377357738731759}",18.01,
-exymax_tw2,RandomForest,0.020620972368113888,0.020620972368113888,,"{""max_depth"": 3, ""max_features"": 0.6190342545380507, ""min_samples_leaf"": 2, ""min_samples_split"": 3, ""n_estimators"": 204}",29.02,
-eyymax_tf,GradientBoosting,0.006096959350644509,0.006096959350644509,,"{""learning_rate"": 0.07929606546342034, ""max_depth"": 1, ""max_features"": 0.7452453063052724, ""n_estimators"": 1273, ""subsample"": 0.8474562788291421}",25.41,
-eyymax_tf,SVR,0.006257786413308531,0.006257786413308531,,"{""svr__C"": 135.78050704417745, ""svr__epsilon"": 0.006585522584687186, ""svr__gamma"": 0.00018964721502153097}",18.45,
-eyymax_tf,FlexibleMLP,0.006448221187257262,0.006448221187257262,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.0011571030999086114, ""mlp__learning_rate_init"": 0.0009804697273478402, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 316}",147.51,
-eyymax_tf,XGBoost,0.00842710229307413,0.00842710229307413,,"{""colsample_bytree"": 0.758633921460061, ""learning_rate"": 0.016926614610268422, ""max_depth"": 1, ""min_child_weight"": 3, ""n_estimators"": 1154, ""subsample"": 0.7748922483843458}",21.07,
-eyymax_tf,GaussianProcess,0.012449657479256554,0.012449657479256554,,"{""gpr__amplitude"": 90.45678397888028, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 8.516741937780402, ""gpr__n_restarts_optimizer"": 1, ""gpr__noise"": 3.6849095550901595e-05, ""gpr__rq_alpha"": 7.496075352927174}",21.5,"1.22**2 * Matern(length_scale=1.97, nu=1.5) + WhiteKernel(noise_level=3.71e-05)"
-eyymax_tf,RandomForest,0.015233420798747652,0.015233420798747652,,"{""max_depth"": 2, ""max_features"": 0.705085509976784, ""min_samples_leaf"": 2, ""min_samples_split"": 3, ""n_estimators"": 327}",35.21,
-tfmmax_frame,SVR,1.855708614995125,1.855708614995125,,"{""svr__C"": 869.6420997068749, ""svr__epsilon"": 0.005970174820257551, ""svr__gamma"": 0.013624631381822645}",16.32,
-tfmmax_frame,GaussianProcess,2.6515387392115812,2.6515387392115812,,"{""gpr__amplitude"": 15.783879853890564, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 1.2778531518898433, ""gpr__n_restarts_optimizer"": 4, ""gpr__noise"": 3.279409439150647e-05, ""gpr__rq_alpha"": 3.0182479639711155}",21.39,"2.81**2 * Matern(length_scale=6.87, nu=1.5) + WhiteKernel(noise_level=3.28e-05)"
-tfmmax_frame,GradientBoosting,3.0739719779986867,3.0739719779986867,,"{""learning_rate"": 0.06319043436330006, ""max_depth"": 1, ""max_features"": 0.7921866614153864, ""n_estimators"": 1126, ""subsample"": 0.7129971555911094}",29.49,
-tfmmax_frame,XGBoost,6.187755622863769,6.187755622863769,,"{""colsample_bytree"": 0.8248153132081696, ""learning_rate"": 0.01950074290417516, ""max_depth"": 4, ""min_child_weight"": 3, ""n_estimators"": 1005, ""subsample"": 0.7001714851999588}",16.65,
-tfmmax_frame,RandomForest,8.366368509903962,8.366368509903962,,"{""max_depth"": 4, ""max_features"": 0.9254599542742846, ""min_samples_leaf"": 2, ""min_samples_split"": 3, ""n_estimators"": 238}",27.92,
-tfmmax_frame,FlexibleMLP,9.920601305703192,9.920601305703192,,"{""mlp__activation"": ""tanh"", ""mlp__alpha"": 1.1637548640792169e-05, ""mlp__learning_rate_init"": 0.0013892406853974423, ""mlp__n_layers"": 4, ""mlp__n_neurons"": 250}",278.87,
-tfmmax_tw1,SVR,6.514565955904576,6.514565955904576,,"{""svr__C"": 6450.78941362485, ""svr__epsilon"": 0.05487965008895495, ""svr__gamma"": 0.01812192186911149}",15.24,
-tfmmax_tw1,FlexibleMLP,9.284068888931218,9.284068888931218,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.0008992483274742313, ""mlp__learning_rate_init"": 0.002918401243823751, ""mlp__n_layers"": 2, ""mlp__n_neurons"": 156}",95.56,
-tfmmax_tw1,GaussianProcess,14.30296148005305,14.30296148005305,,"{""gpr__amplitude"": 18.219591934358792, ""gpr__kernel_type"": ""Matern52"", ""gpr__length_scale"": 4.875265952210847, ""gpr__n_restarts_optimizer"": 7, ""gpr__noise"": 2.2546533558290293e-05, ""gpr__rq_alpha"": 51.601430103129445}",21.08,"2**2 * Matern(length_scale=3.32, nu=2.5) + WhiteKernel(noise_level=3.57e-09)"
-tfmmax_tw1,GradientBoosting,14.381252311451142,14.381252311451142,,"{""learning_rate"": 0.07823837540818114, ""max_depth"": 1, ""max_features"": 0.9853042573891722, ""n_estimators"": 1135, ""subsample"": 0.8457490834822092}",26.54,
-tfmmax_tw1,RandomForest,34.74099251727506,34.74099251727506,,"{""max_depth"": 3, ""max_features"": 0.9287094401669573, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 317}",26.84,
-tfmmax_tw1,XGBoost,38.753928146362306,38.753928146362306,,"{""colsample_bytree"": 0.8230311876559941, ""learning_rate"": 0.08846938749167613, ""max_depth"": 4, ""min_child_weight"": 8, ""n_estimators"": 434, ""subsample"": 0.7101294823253874}",15.98,
-tfmmax_tw2,FlexibleMLP,9.543413656978952,9.543413656978952,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 5.7116133827395183e-05, ""mlp__learning_rate_init"": 0.00551761396114586, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 193}",141.62,
-tfmmax_tw2,SVR,11.570888179275114,11.570888179275114,,"{""svr__C"": 1748.5871627909407, ""svr__epsilon"": 0.007454032341804314, ""svr__gamma"": 0.0027015027768465026}",15.91,
-tfmmax_tw2,GaussianProcess,12.533526604666376,12.533526604666376,,"{""gpr__amplitude"": 40.087236815917386, ""gpr__kernel_type"": ""Matern52"", ""gpr__length_scale"": 0.44330391401240743, ""gpr__n_restarts_optimizer"": 6, ""gpr__noise"": 7.062740227125941e-05, ""gpr__rq_alpha"": 0.015997026868562338}",22.25,"2.89**2 * Matern(length_scale=5.43, nu=2.5) + WhiteKernel(noise_level=0.01)"
-tfmmax_tw2,GradientBoosting,15.831571838897695,15.831571838897695,,"{""learning_rate"": 0.0602220933692525, ""max_depth"": 1, ""max_features"": 0.7464566335853476, ""n_estimators"": 947, ""subsample"": 0.8134047096935451}",24.05,
-tfmmax_tw2,XGBoost,25.7699333190918,25.7699333190918,,"{""colsample_bytree"": 0.9409585819009745, ""learning_rate"": 0.012332685611801043, ""max_depth"": 1, ""min_child_weight"": 3, ""n_estimators"": 456, ""subsample"": 0.7557823344596944}",19.17,
-tfmmax_tw2,RandomForest,29.346652758699634,29.346652758699634,,"{""max_depth"": 3, ""max_features"": 0.9731382097529866, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 208}",26.25,
+exymax_tw1,SVR,0.0043375719853902175,0.0043375719853902175,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",16.51,
+exymax_tw1,FlexibleMLP,0.005942000225043672,0.005942000225043672,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.001383720431131858, ""mlp__learning_rate_init"": 0.00560022041574592, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 211}",185.65,
+exymax_tw1,GradientBoosting,0.007811985938625476,0.007811985938625476,,"{""learning_rate"": 0.07137457847237384, ""max_depth"": 1, ""max_features"": 0.9840282197519947, ""n_estimators"": 1211, ""subsample"": 0.7574418333755193}",26.64,
+exymax_tw1,GaussianProcess,0.007839157896198268,0.007839157896198268,,"{""gpr__amplitude"": 17.634356372428602, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 9.748618754819589, ""gpr__n_restarts_optimizer"": 2, ""gpr__noise"": 8.217425987016864e-08, ""gpr__rq_alpha"": 1.2480582138615424}",21.09,"2.23**2 * Matern(length_scale=4.85, nu=1.5) + WhiteKernel(noise_level=8.22e-08)"
+exymax_tw1,XGBoost,0.013519485088437793,0.013519485088437793,,"{""colsample_bytree"": 0.8326890370087766, ""learning_rate"": 0.013163689227404577, ""max_depth"": 4, ""min_child_weight"": 3, ""n_estimators"": 686, ""subsample"": 0.9457892792724425}",19.14,
+exymax_tw1,RandomForest,0.015887252997398488,0.015887252997398488,,"{""max_depth"": 2, ""max_features"": 0.7569920933253762, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 421}",33.89,
+exymax_tw2,SVR,0.003898200989668,0.003898200989668,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",17.42,
+exymax_tw2,GaussianProcess,0.004092552978458643,0.004092552978458643,,"{""gpr__amplitude"": 17.76576664980768, ""gpr__kernel_type"": ""RBF"", ""gpr__length_scale"": 2.467108843522573, ""gpr__n_restarts_optimizer"": 4, ""gpr__noise"": 2.3000512910597964e-12, ""gpr__rq_alpha"": 0.024337729656929853}",22.3,2.65**2 * RBF(length_scale=3.93) + WhiteKernel(noise_level=2.3e-12)
+exymax_tw2,FlexibleMLP,0.00864041994087298,0.00864041994087298,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.00032616232211419725, ""mlp__learning_rate_init"": 0.005773101392423683, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 138}",280.68,
+exymax_tw2,GradientBoosting,0.011504378515554227,0.011504378515554227,,"{""learning_rate"": 0.06709750202787818, ""max_depth"": 1, ""max_features"": 0.8738161757602809, ""n_estimators"": 1265, ""subsample"": 0.855691364449425}",25.99,
+exymax_tw2,XGBoost,0.015490814410895112,0.015490814410895112,,"{""colsample_bytree"": 0.8669017799032459, ""learning_rate"": 0.011355860050299323, ""max_depth"": 1, ""min_child_weight"": 3, ""n_estimators"": 920, ""subsample"": 0.7377357738731759}",18.11,
+exymax_tw2,RandomForest,0.020620972368113888,0.020620972368113888,,"{""max_depth"": 3, ""max_features"": 0.6190342545380507, ""min_samples_leaf"": 2, ""min_samples_split"": 3, ""n_estimators"": 204}",30.06,
+eyymax_tf,GradientBoosting,0.006096959350644509,0.006096959350644509,,"{""learning_rate"": 0.07929606546342034, ""max_depth"": 1, ""max_features"": 0.7452453063052724, ""n_estimators"": 1273, ""subsample"": 0.8474562788291421}",24.86,
+eyymax_tf,SVR,0.006257786413308531,0.006257786413308531,,"{""svr__C"": 135.78050704417745, ""svr__epsilon"": 0.006585522584687186, ""svr__gamma"": 0.00018964721502153097}",18.34,
+eyymax_tf,FlexibleMLP,0.006448221187257262,0.006448221187257262,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.0011571030999086114, ""mlp__learning_rate_init"": 0.0009804697273478402, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 316}",154.91,
+eyymax_tf,XGBoost,0.00842710229307413,0.00842710229307413,,"{""colsample_bytree"": 0.758633921460061, ""learning_rate"": 0.016926614610268422, ""max_depth"": 1, ""min_child_weight"": 3, ""n_estimators"": 1154, ""subsample"": 0.7748922483843458}",20.07,
+eyymax_tf,GaussianProcess,0.012449657479256554,0.012449657479256554,,"{""gpr__amplitude"": 90.45678397888028, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 8.516741937780402, ""gpr__n_restarts_optimizer"": 1, ""gpr__noise"": 3.6849095550901595e-05, ""gpr__rq_alpha"": 7.496075352927174}",20.94,"1.22**2 * Matern(length_scale=1.97, nu=1.5) + WhiteKernel(noise_level=3.71e-05)"
+eyymax_tf,RandomForest,0.014775375634628848,0.014775375634628848,,"{""max_depth"": 2, ""max_features"": 0.7378804344440872, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 272}",33.15,
+tfmmax_frame,SVR,1.855708614995125,1.855708614995125,,"{""svr__C"": 869.6420997068749, ""svr__epsilon"": 0.005970174820257551, ""svr__gamma"": 0.013624631381822645}",16.34,
+tfmmax_frame,GaussianProcess,2.6515387392115812,2.6515387392115812,,"{""gpr__amplitude"": 15.783879853890564, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 1.2778531518898433, ""gpr__n_restarts_optimizer"": 4, ""gpr__noise"": 3.279409439150647e-05, ""gpr__rq_alpha"": 3.0182479639711155}",21.3,"2.81**2 * Matern(length_scale=6.87, nu=1.5) + WhiteKernel(noise_level=3.28e-05)"
+tfmmax_frame,GradientBoosting,3.0739719779986867,3.0739719779986867,,"{""learning_rate"": 0.06319043436330006, ""max_depth"": 1, ""max_features"": 0.7921866614153864, ""n_estimators"": 1126, ""subsample"": 0.7129971555911094}",28.03,
+tfmmax_frame,XGBoost,6.187755622863769,6.187755622863769,,"{""colsample_bytree"": 0.8248153132081696, ""learning_rate"": 0.01950074290417516, ""max_depth"": 4, ""min_child_weight"": 3, ""n_estimators"": 1005, ""subsample"": 0.7001714851999588}",16.29,
+tfmmax_frame,RandomForest,8.326901595506627,8.326901595506627,,"{""max_depth"": 2, ""max_features"": 0.9717980850338552, ""min_samples_leaf"": 2, ""min_samples_split"": 3, ""n_estimators"": 266}",26.79,
+tfmmax_frame,FlexibleMLP,9.920601305703192,9.920601305703192,,"{""mlp__activation"": ""tanh"", ""mlp__alpha"": 1.1637548640792169e-05, ""mlp__learning_rate_init"": 0.0013892406853974423, ""mlp__n_layers"": 4, ""mlp__n_neurons"": 250}",304.87,
+tfmmax_tw1,SVR,6.514565955904576,6.514565955904576,,"{""svr__C"": 6450.78941362485, ""svr__epsilon"": 0.05487965008895495, ""svr__gamma"": 0.01812192186911149}",15.13,
+tfmmax_tw1,FlexibleMLP,9.284068888931218,9.284068888931218,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.0008992483274742313, ""mlp__learning_rate_init"": 0.002918401243823751, ""mlp__n_layers"": 2, ""mlp__n_neurons"": 156}",90.73,
+tfmmax_tw1,GaussianProcess,14.30296148005305,14.30296148005305,,"{""gpr__amplitude"": 18.219591934358792, ""gpr__kernel_type"": ""Matern52"", ""gpr__length_scale"": 4.875265952210847, ""gpr__n_restarts_optimizer"": 7, ""gpr__noise"": 2.2546533558290293e-05, ""gpr__rq_alpha"": 51.601430103129445}",21.06,"2**2 * Matern(length_scale=3.32, nu=2.5) + WhiteKernel(noise_level=3.57e-09)"
+tfmmax_tw1,GradientBoosting,14.381252311451142,14.381252311451142,,"{""learning_rate"": 0.07823837540818114, ""max_depth"": 1, ""max_features"": 0.9853042573891722, ""n_estimators"": 1135, ""subsample"": 0.8457490834822092}",26.4,
+tfmmax_tw1,RandomForest,34.74099251727505,34.74099251727505,,"{""max_depth"": 3, ""max_features"": 0.9287094401669573, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 317}",26.41,
+tfmmax_tw1,XGBoost,38.753928146362306,38.753928146362306,,"{""colsample_bytree"": 0.8230311876559941, ""learning_rate"": 0.08846938749167613, ""max_depth"": 4, ""min_child_weight"": 8, ""n_estimators"": 434, ""subsample"": 0.7101294823253874}",16.15,
+tfmmax_tw2,FlexibleMLP,9.543413656978952,9.543413656978952,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 5.7116133827395183e-05, ""mlp__learning_rate_init"": 0.00551761396114586, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 193}",148.48,
+tfmmax_tw2,SVR,11.570888179275114,11.570888179275114,,"{""svr__C"": 1748.5871627909407, ""svr__epsilon"": 0.007454032341804314, ""svr__gamma"": 0.0027015027768465026}",16.2,
+tfmmax_tw2,GaussianProcess,12.533526604666376,12.533526604666376,,"{""gpr__amplitude"": 40.087236815917386, ""gpr__kernel_type"": ""Matern52"", ""gpr__length_scale"": 0.44330391401240743, ""gpr__n_restarts_optimizer"": 6, ""gpr__noise"": 7.062740227125941e-05, ""gpr__rq_alpha"": 0.015997026868562338}",21.51,"2.89**2 * Matern(length_scale=5.43, nu=2.5) + WhiteKernel(noise_level=0.01)"
+tfmmax_tw2,GradientBoosting,15.831571838897695,15.831571838897695,,"{""learning_rate"": 0.0602220933692525, ""max_depth"": 1, ""max_features"": 0.7464566335853476, ""n_estimators"": 947, ""subsample"": 0.8134047096935451}",24.06,
+tfmmax_tw2,XGBoost,25.7699333190918,25.7699333190918,,"{""colsample_bytree"": 0.9409585819009745, ""learning_rate"": 0.012332685611801043, ""max_depth"": 1, ""min_child_weight"": 3, ""n_estimators"": 456, ""subsample"": 0.7557823344596944}",24.86,
+tfmmax_tw2,RandomForest,29.346652758699634,29.346652758699634,,"{""max_depth"": 4, ""max_features"": 0.966456245298335, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 208}",26.28,

Code/models/width_optimization/2W/cv_detailed_per_output_B34_H30.csv → Code/models/width_optimization/2W/ml_models/cv_detailed_per_output_B34_H30.csv

 output,model,cv_rmse,cv_mae,cv_r2,BEST_PARAMS,fit_time_sec,gpr_kernel
-exymax_tw1,SVR,0.001189142247241681,0.001189142247241681,,"{""svr__C"": 404.07318534699954, ""svr__epsilon"": 0.00016710787988155612, ""svr__gamma"": 0.004514122336435558}",18.23,
-exymax_tw1,FlexibleMLP,0.005048090505980366,0.005048090505980366,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.0008838799592906985, ""mlp__learning_rate_init"": 0.004177632703117597, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 436}",148.5,
-exymax_tw1,GaussianProcess,0.006312093784678959,0.006312093784678959,,"{""gpr__amplitude"": 17.76576664980768, ""gpr__kernel_type"": ""RBF"", ""gpr__length_scale"": 2.467108843522573, ""gpr__n_restarts_optimizer"": 4, ""gpr__noise"": 2.3000512910597964e-12, ""gpr__rq_alpha"": 0.024337729656929853}",23.57,3.71**2 * RBF(length_scale=4.05) + WhiteKernel(noise_level=2.3e-12)
+exymax_tw1,SVR,0.001189142247241681,0.001189142247241681,,"{""svr__C"": 404.07318534699954, ""svr__epsilon"": 0.00016710787988155612, ""svr__gamma"": 0.004514122336435558}",18.01,
+exymax_tw1,FlexibleMLP,0.005048090505980366,0.005048090505980366,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.0008838799592906985, ""mlp__learning_rate_init"": 0.004177632703117597, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 436}",147.8,
+exymax_tw1,GaussianProcess,0.006312093784678959,0.006312093784678959,,"{""gpr__amplitude"": 17.76576664980768, ""gpr__kernel_type"": ""RBF"", ""gpr__length_scale"": 2.467108843522573, ""gpr__n_restarts_optimizer"": 4, ""gpr__noise"": 2.3000512910597964e-12, ""gpr__rq_alpha"": 0.024337729656929853}",23.02,3.71**2 * RBF(length_scale=4.05) + WhiteKernel(noise_level=2.3e-12)
 exymax_tw1,GradientBoosting,0.00895457876536699,0.00895457876536699,,"{""learning_rate"": 0.07902213201887003, ""max_depth"": 1, ""max_features"": 0.6349185526665098, ""n_estimators"": 215, ""subsample"": 0.8333797991689352}",23.27,
-exymax_tw1,XGBoost,0.02133591138198972,0.02133591138198972,,"{""colsample_bytree"": 0.7566359703826661, ""learning_rate"": 0.030021399042486907, ""max_depth"": 2, ""min_child_weight"": 3, ""n_estimators"": 718, ""subsample"": 0.8726674782089092}",20.03,
-exymax_tw1,RandomForest,0.023419556369556352,0.023419556369556352,,"{""max_depth"": 4, ""max_features"": 0.9153682682439178, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 351}",33.54,
-exymax_tw2,SVR,0.006084823423825638,0.006084823423825638,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",18.11,
-exymax_tw2,GaussianProcess,0.006908668049211099,0.006908668049211099,,"{""gpr__amplitude"": 4.638469520725609, ""gpr__kernel_type"": ""Matern52"", ""gpr__length_scale"": 1.2053291263217372, ""gpr__n_restarts_optimizer"": 1, ""gpr__noise"": 8.248828845479934e-12, ""gpr__rq_alpha"": 5.102360139565328}",22.58,"4.44**2 * Matern(length_scale=7.88, nu=2.5) + WhiteKernel(noise_level=8.25e-12)"
-exymax_tw2,FlexibleMLP,0.007996256320163552,0.007996256320163552,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.000880321286683897, ""mlp__learning_rate_init"": 0.007060463996516053, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 411}",322.83,
-exymax_tw2,GradientBoosting,0.016576246300075752,0.016576246300075752,,"{""learning_rate"": 0.07576830092585919, ""max_depth"": 1, ""max_features"": 0.6050680737118149, ""n_estimators"": 1450, ""subsample"": 0.7795220681302544}",26.35,
-exymax_tw2,XGBoost,0.022073993966728444,0.022073993966728444,,"{""colsample_bytree"": 0.7829626166649746, ""learning_rate"": 0.016734999863756417, ""max_depth"": 3, ""min_child_weight"": 3, ""n_estimators"": 450, ""subsample"": 0.7074825009207435}",17.65,
-exymax_tw2,RandomForest,0.027188869611825754,0.027188869611825754,,"{""max_depth"": 2, ""max_features"": 0.8266845321307337, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 211}",28.54,
-eyymax_tf,GradientBoosting,0.011193199924578985,0.011193199924578985,,"{""learning_rate"": 0.07921529866641679, ""max_depth"": 1, ""max_features"": 0.612242984332449, ""n_estimators"": 1057, ""subsample"": 0.7050910309575588}",28.34,
-eyymax_tf,SVR,0.011857465998559311,0.011857465998559311,,"{""svr__C"": 2826.0748057569035, ""svr__epsilon"": 0.004530987105253192, ""svr__gamma"": 0.00011866053088778852}",17.84,
-eyymax_tf,FlexibleMLP,0.01314030766673895,0.01314030766673895,,"{""mlp__activation"": ""tanh"", ""mlp__alpha"": 0.0057547661357822905, ""mlp__learning_rate_init"": 0.0009838602333915323, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 131}",121.31,
-eyymax_tf,XGBoost,0.016556165184080603,0.016556165184080603,,"{""colsample_bytree"": 0.8498312216775288, ""learning_rate"": 0.12111332148440783, ""max_depth"": 4, ""min_child_weight"": 3, ""n_estimators"": 255, ""subsample"": 0.837230568715668}",16.76,
-eyymax_tf,RandomForest,0.02332388150609082,0.02332388150609082,,"{""max_depth"": 3, ""max_features"": 0.8430653927533585, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 258}",33.86,
-eyymax_tf,GaussianProcess,0.023338799620304204,0.023338799620304204,,"{""gpr__amplitude"": 0.07803438686428588, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 0.2078965734853746, ""gpr__n_restarts_optimizer"": 1, ""gpr__noise"": 8.434474667849261e-05, ""gpr__rq_alpha"": 10.123077209064054}",21.25,"1**2 * Matern(length_scale=1, nu=1.5) + WhiteKernel(noise_level=8.61e-05)"
-tfmmax_frame,SVR,3.7496112763926472,3.7496112763926472,,"{""svr__C"": 888.0357335845127, ""svr__epsilon"": 0.00027560887878157734, ""svr__gamma"": 0.011255115229536036}",17.5,
-tfmmax_frame,GradientBoosting,4.8270125720839445,4.8270125720839445,,"{""learning_rate"": 0.0746851190210031, ""max_depth"": 1, ""max_features"": 0.9587765657308649, ""n_estimators"": 1089, ""subsample"": 0.7583363101118213}",26.78,
-tfmmax_frame,GaussianProcess,4.837254198940551,4.837254198940551,,"{""gpr__amplitude"": 50.74746039780979, ""gpr__kernel_type"": ""RQ"", ""gpr__length_scale"": 3.2803146222012094, ""gpr__n_restarts_optimizer"": 10, ""gpr__noise"": 2.8202012317991376e-05, ""gpr__rq_alpha"": 0.011355724181092134}",21.96,"2.13**2 * RationalQuadratic(alpha=1e+03, length_scale=3.12) + WhiteKernel(noise_level=0.01)"
-tfmmax_frame,RandomForest,11.444069767701095,11.444069767701095,,"{""max_depth"": 4, ""max_features"": 0.9434532776047838, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 267}",29.34,
-tfmmax_frame,FlexibleMLP,11.539183854648009,11.539183854648009,,"{""mlp__activation"": ""tanh"", ""mlp__alpha"": 7.12939562970623e-05, ""mlp__learning_rate_init"": 0.003177327901978699, ""mlp__n_layers"": 2, ""mlp__n_neurons"": 199}",174.36,
-tfmmax_frame,XGBoost,16.035713996887207,16.035713996887207,,"{""colsample_bytree"": 0.8230311876559941, ""learning_rate"": 0.08846938749167613, ""max_depth"": 4, ""min_child_weight"": 8, ""n_estimators"": 434, ""subsample"": 0.7101294823253874}",18.49,
-tfmmax_tw1,FlexibleMLP,7.568684427554417,7.568684427554417,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.007095015676184179, ""mlp__learning_rate_init"": 0.0010350129402744886, ""mlp__n_layers"": 1, ""mlp__n_neurons"": 93}",100.03,
-tfmmax_tw1,SVR,8.039932143299065,8.039932143299065,,"{""svr__C"": 1994.8647978722083, ""svr__epsilon"": 0.00021654001099593486, ""svr__gamma"": 0.03888686900735536}",15.73,
-tfmmax_tw1,GaussianProcess,13.740675480841517,13.740675480841517,,"{""gpr__amplitude"": 15.783879853890564, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 1.2778531518898433, ""gpr__n_restarts_optimizer"": 4, ""gpr__noise"": 3.279409439150647e-05, ""gpr__rq_alpha"": 3.0182479639711155}",21.74,"2.32**2 * Matern(length_scale=5.45, nu=1.5) + WhiteKernel(noise_level=4.01e-09)"
-tfmmax_tw1,GradientBoosting,17.141373703495926,17.141373703495926,,"{""learning_rate"": 0.07396113057663836, ""max_depth"": 1, ""max_features"": 0.9717797606360448, ""n_estimators"": 1293, ""subsample"": 0.7123782305265941}",25.71,
-tfmmax_tw1,RandomForest,42.146722970181784,42.146722970181784,,"{""max_depth"": 3, ""max_features"": 0.9287094401669573, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 317}",26.84,
-tfmmax_tw1,XGBoost,48.06999996185303,48.06999996185303,,"{""colsample_bytree"": 0.8230311876559941, ""learning_rate"": 0.08846938749167613, ""max_depth"": 4, ""min_child_weight"": 8, ""n_estimators"": 434, ""subsample"": 0.7101294823253874}",17.01,
-tfmmax_tw2,SVR,11.314099136094795,11.314099136094795,,"{""svr__C"": 1932.2768280341643, ""svr__epsilon"": 0.0002731420424984291, ""svr__gamma"": 0.002631082857769719}",17.78,
-tfmmax_tw2,GaussianProcess,11.740411233920078,11.740411233920078,,"{""gpr__amplitude"": 45.40039827973866, ""gpr__kernel_type"": ""Matern52"", ""gpr__length_scale"": 4.039013182877404, ""gpr__n_restarts_optimizer"": 9, ""gpr__noise"": 8.056080173461021e-05, ""gpr__rq_alpha"": 3.2552168293637562}",23.85,"3.2**2 * Matern(length_scale=6, nu=2.5) + WhiteKernel(noise_level=0.00705)"
-tfmmax_tw2,FlexibleMLP,16.143769361330094,16.143769361330094,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 2.1364117995410688e-05, ""mlp__learning_rate_init"": 0.008607998150089705, ""mlp__n_layers"": 1, ""mlp__n_neurons"": 296}",153.78,
-tfmmax_tw2,GradientBoosting,20.973005630229387,20.973005630229387,,"{""learning_rate"": 0.06776310572559845, ""max_depth"": 1, ""max_features"": 0.718511154584248, ""n_estimators"": 551, ""subsample"": 0.8307384126536832}",26.92,
-tfmmax_tw2,XGBoost,29.3582400894165,29.3582400894165,,"{""colsample_bytree"": 0.883958676078517, ""learning_rate"": 0.012828797968407808, ""max_depth"": 4, ""min_child_weight"": 3, ""n_estimators"": 659, ""subsample"": 0.9108553797312076}",23.9,
-tfmmax_tw2,RandomForest,37.69341472763347,37.69341472763347,,"{""max_depth"": 4, ""max_features"": 0.9849854754087094, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 330}",29.01,
+exymax_tw1,XGBoost,0.02133591138198972,0.02133591138198972,,"{""colsample_bytree"": 0.7566359703826661, ""learning_rate"": 0.030021399042486907, ""max_depth"": 2, ""min_child_weight"": 3, ""n_estimators"": 718, ""subsample"": 0.8726674782089092}",20.06,
+exymax_tw1,RandomForest,0.023417029451591027,0.023417029451591027,,"{""max_depth"": 2, ""max_features"": 0.5396018021133219, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 422}",33.62,
+exymax_tw2,SVR,0.006084823423825638,0.006084823423825638,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",18.01,
+exymax_tw2,GaussianProcess,0.006908668049211099,0.006908668049211099,,"{""gpr__amplitude"": 4.638469520725609, ""gpr__kernel_type"": ""Matern52"", ""gpr__length_scale"": 1.2053291263217372, ""gpr__n_restarts_optimizer"": 1, ""gpr__noise"": 8.248828845479934e-12, ""gpr__rq_alpha"": 5.102360139565328}",22.1,"4.44**2 * Matern(length_scale=7.88, nu=2.5) + WhiteKernel(noise_level=8.25e-12)"
+exymax_tw2,FlexibleMLP,0.007996256320163552,0.007996256320163552,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.000880321286683897, ""mlp__learning_rate_init"": 0.007060463996516053, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 411}",275.28,
+exymax_tw2,GradientBoosting,0.016576246300075752,0.016576246300075752,,"{""learning_rate"": 0.07576830092585919, ""max_depth"": 1, ""max_features"": 0.6050680737118149, ""n_estimators"": 1450, ""subsample"": 0.7795220681302544}",26.2,
+exymax_tw2,XGBoost,0.022073993966728444,0.022073993966728444,,"{""colsample_bytree"": 0.7829626166649746, ""learning_rate"": 0.016734999863756417, ""max_depth"": 3, ""min_child_weight"": 3, ""n_estimators"": 450, ""subsample"": 0.7074825009207435}",17.29,
+exymax_tw2,RandomForest,0.027222599823422178,0.027222599823422178,,"{""max_depth"": 2, ""max_features"": 0.6960714139871862, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 209}",30.28,
+eyymax_tf,GradientBoosting,0.011193199924578985,0.011193199924578985,,"{""learning_rate"": 0.07921529866641679, ""max_depth"": 1, ""max_features"": 0.612242984332449, ""n_estimators"": 1057, ""subsample"": 0.7050910309575588}",27.23,
+eyymax_tf,SVR,0.011857465998559311,0.011857465998559311,,"{""svr__C"": 2826.0748057569035, ""svr__epsilon"": 0.004530987105253192, ""svr__gamma"": 0.00011866053088778852}",17.93,
+eyymax_tf,FlexibleMLP,0.01314030766673895,0.01314030766673895,,"{""mlp__activation"": ""tanh"", ""mlp__alpha"": 0.0057547661357822905, ""mlp__learning_rate_init"": 0.0009838602333915323, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 131}",118.92,
+eyymax_tf,XGBoost,0.016556165184080603,0.016556165184080603,,"{""colsample_bytree"": 0.8498312216775288, ""learning_rate"": 0.12111332148440783, ""max_depth"": 4, ""min_child_weight"": 3, ""n_estimators"": 255, ""subsample"": 0.837230568715668}",16.97,
+eyymax_tf,GaussianProcess,0.023338799620304204,0.023338799620304204,,"{""gpr__amplitude"": 0.07803438686428588, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 0.2078965734853746, ""gpr__n_restarts_optimizer"": 1, ""gpr__noise"": 8.434474667849261e-05, ""gpr__rq_alpha"": 10.123077209064054}",21.28,"1**2 * Matern(length_scale=1, nu=1.5) + WhiteKernel(noise_level=8.61e-05)"
+eyymax_tf,RandomForest,0.023412273998488248,0.023412273998488248,,"{""max_depth"": 4, ""max_features"": 0.5057360155960172, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 315}",33.02,
+tfmmax_frame,SVR,3.7496112763926472,3.7496112763926472,,"{""svr__C"": 888.0357335845127, ""svr__epsilon"": 0.00027560887878157734, ""svr__gamma"": 0.011255115229536036}",16.04,
+tfmmax_frame,GradientBoosting,4.8270125720839445,4.8270125720839445,,"{""learning_rate"": 0.0746851190210031, ""max_depth"": 1, ""max_features"": 0.9587765657308649, ""n_estimators"": 1089, ""subsample"": 0.7583363101118213}",22.8,
+tfmmax_frame,GaussianProcess,4.837254198940551,4.837254198940551,,"{""gpr__amplitude"": 50.74746039780979, ""gpr__kernel_type"": ""RQ"", ""gpr__length_scale"": 3.2803146222012094, ""gpr__n_restarts_optimizer"": 10, ""gpr__noise"": 2.8202012317991376e-05, ""gpr__rq_alpha"": 0.011355724181092134}",20.28,"2.13**2 * RationalQuadratic(alpha=1e+03, length_scale=3.12) + WhiteKernel(noise_level=0.01)"
+tfmmax_frame,RandomForest,11.441825664754951,11.441825664754951,,"{""max_depth"": 4, ""max_features"": 0.9592755665656549, ""min_samples_leaf"": 2, ""min_samples_split"": 3, ""n_estimators"": 274}",26.59,
+tfmmax_frame,FlexibleMLP,11.539183854648009,11.539183854648009,,"{""mlp__activation"": ""tanh"", ""mlp__alpha"": 7.12939562970623e-05, ""mlp__learning_rate_init"": 0.003177327901978699, ""mlp__n_layers"": 2, ""mlp__n_neurons"": 199}",121.97,
+tfmmax_frame,XGBoost,16.035713996887207,16.035713996887207,,"{""colsample_bytree"": 0.8230311876559941, ""learning_rate"": 0.08846938749167613, ""max_depth"": 4, ""min_child_weight"": 8, ""n_estimators"": 434, ""subsample"": 0.7101294823253874}",16.83,
+tfmmax_tw1,FlexibleMLP,7.568684427554417,7.568684427554417,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.007095015676184179, ""mlp__learning_rate_init"": 0.0010350129402744886, ""mlp__n_layers"": 1, ""mlp__n_neurons"": 93}",93.33,
+tfmmax_tw1,SVR,8.039932143299065,8.039932143299065,,"{""svr__C"": 1994.8647978722083, ""svr__epsilon"": 0.00021654001099593486, ""svr__gamma"": 0.03888686900735536}",15.63,
+tfmmax_tw1,GaussianProcess,13.740675480841517,13.740675480841517,,"{""gpr__amplitude"": 15.783879853890564, ""gpr__kernel_type"": ""Matern32"", ""gpr__length_scale"": 1.2778531518898433, ""gpr__n_restarts_optimizer"": 4, ""gpr__noise"": 3.279409439150647e-05, ""gpr__rq_alpha"": 3.0182479639711155}",21.43,"2.32**2 * Matern(length_scale=5.45, nu=1.5) + WhiteKernel(noise_level=4.01e-09)"
+tfmmax_tw1,GradientBoosting,17.141373703495926,17.141373703495926,,"{""learning_rate"": 0.07396113057663836, ""max_depth"": 1, ""max_features"": 0.9717797606360448, ""n_estimators"": 1293, ""subsample"": 0.7123782305265941}",25.69,
+tfmmax_tw1,RandomForest,42.14672297018178,42.14672297018178,,"{""max_depth"": 3, ""max_features"": 0.9287094401669573, ""min_samples_leaf"": 2, ""min_samples_split"": 4, ""n_estimators"": 317}",26.72,
+tfmmax_tw1,XGBoost,48.06999996185303,48.06999996185303,,"{""colsample_bytree"": 0.8230311876559941, ""learning_rate"": 0.08846938749167613, ""max_depth"": 4, ""min_child_weight"": 8, ""n_estimators"": 434, ""subsample"": 0.7101294823253874}",17.11,
+tfmmax_tw2,SVR,11.314099136094795,11.314099136094795,,"{""svr__C"": 1932.2768280341643, ""svr__epsilon"": 0.0002731420424984291, ""svr__gamma"": 0.002631082857769719}",16.77,
+tfmmax_tw2,GaussianProcess,11.740411233920078,11.740411233920078,,"{""gpr__amplitude"": 45.40039827973866, ""gpr__kernel_type"": ""Matern52"", ""gpr__length_scale"": 4.039013182877404, ""gpr__n_restarts_optimizer"": 9, ""gpr__noise"": 8.056080173461021e-05, ""gpr__rq_alpha"": 3.2552168293637562}",21.89,"3.2**2 * Matern(length_scale=6, nu=2.5) + WhiteKernel(noise_level=0.00705)"
+tfmmax_tw2,FlexibleMLP,16.143769361330094,16.143769361330094,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 2.1364117995410688e-05, ""mlp__learning_rate_init"": 0.008607998150089705, ""mlp__n_layers"": 1, ""mlp__n_neurons"": 296}",109.07,
+tfmmax_tw2,GradientBoosting,20.973005630229387,20.973005630229387,,"{""learning_rate"": 0.06776310572559845, ""max_depth"": 1, ""max_features"": 0.718511154584248, ""n_estimators"": 551, ""subsample"": 0.8307384126536832}",24.51,
+tfmmax_tw2,XGBoost,29.3582400894165,29.3582400894165,,"{""colsample_bytree"": 0.883958676078517, ""learning_rate"": 0.012828797968407808, ""max_depth"": 4, ""min_child_weight"": 3, ""n_estimators"": 659, ""subsample"": 0.9108553797312076}",18.08,
+tfmmax_tw2,RandomForest,37.69341472763347,37.69341472763347,,"{""max_depth"": 4, ""max_features"": 0.9849854754087094, ""min_samples_leaf"": 2, ""min_samples_split"": 2, ""n_estimators"": 330}",27.2,

Code/models/width_optimization/2W/cv_summary_per_output_B29_H30.csv → Code/models/width_optimization/2W/ml_models/cv_summary_per_output_B29_H30.csv

 output,best_model,cv_rmse,cv_mae,cv_r2,BEST_PARAMS,model_path,train_time_sec,gpr_kernel
-exymax_tw2,SVR,0.003898200989668,0.003898200989668,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",../../models/width_optimization/2W/per_output_models_B29_H30/best_model_exymax_tw2.joblib,372.41,
-exymax_tw1,SVR,0.0043375719853902175,0.0043375719853902175,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",../../models/width_optimization/2W/per_output_models_B29_H30/best_model_exymax_tw1.joblib,294.69,
-eyymax_tf,GradientBoosting,0.006096959350644509,0.006096959350644509,,"{""learning_rate"": 0.07929606546342034, ""max_depth"": 1, ""max_features"": 0.7452453063052724, ""n_estimators"": 1273, ""subsample"": 0.8474562788291421}",../../models/width_optimization/2W/per_output_models_B29_H30/best_model_eyymax_tf.joblib,269.21,
-tfmmax_frame,SVR,1.855708614995125,1.855708614995125,,"{""svr__C"": 869.6420997068749, ""svr__epsilon"": 0.005970174820257551, ""svr__gamma"": 0.013624631381822645}",../../models/width_optimization/2W/per_output_models_B29_H30/best_model_tfmmax_frame.joblib,390.64,
-tfmmax_tw1,SVR,6.514565955904576,6.514565955904576,,"{""svr__C"": 6450.78941362485, ""svr__epsilon"": 0.05487965008895495, ""svr__gamma"": 0.01812192186911149}",../../models/width_optimization/2W/per_output_models_B29_H30/best_model_tfmmax_tw1.joblib,201.26,
-tfmmax_tw2,FlexibleMLP,9.543413656978952,9.543413656978952,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 5.7116133827395183e-05, ""mlp__learning_rate_init"": 0.00551761396114586, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 193}",../../models/width_optimization/2W/per_output_models_B29_H30/best_model_tfmmax_tw2.joblib,249.26,
+exymax_tw2,SVR,0.003898200989668,0.003898200989668,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",../../models/width_optimization/2W/ml_models/per_output_models_B29_H30/best_model_exymax_tw2.joblib,394.57,
+exymax_tw1,SVR,0.0043375719853902175,0.0043375719853902175,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",../../models/width_optimization/2W/ml_models/per_output_models_B29_H30/best_model_exymax_tw1.joblib,302.92,
+eyymax_tf,GradientBoosting,0.006096959350644509,0.006096959350644509,,"{""learning_rate"": 0.07929606546342034, ""max_depth"": 1, ""max_features"": 0.7452453063052724, ""n_estimators"": 1273, ""subsample"": 0.8474562788291421}",../../models/width_optimization/2W/ml_models/per_output_models_B29_H30/best_model_eyymax_tf.joblib,272.33,
+tfmmax_frame,SVR,1.855708614995125,1.855708614995125,,"{""svr__C"": 869.6420997068749, ""svr__epsilon"": 0.005970174820257551, ""svr__gamma"": 0.013624631381822645}",../../models/width_optimization/2W/ml_models/per_output_models_B29_H30/best_model_tfmmax_frame.joblib,413.62,
+tfmmax_tw1,SVR,6.514565955904576,6.514565955904576,,"{""svr__C"": 6450.78941362485, ""svr__epsilon"": 0.05487965008895495, ""svr__gamma"": 0.01812192186911149}",../../models/width_optimization/2W/ml_models/per_output_models_B29_H30/best_model_tfmmax_tw1.joblib,195.88,
+tfmmax_tw2,FlexibleMLP,9.543413656978952,9.543413656978952,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 5.7116133827395183e-05, ""mlp__learning_rate_init"": 0.00551761396114586, ""mlp__n_layers"": 5, ""mlp__n_neurons"": 193}",../../models/width_optimization/2W/ml_models/per_output_models_B29_H30/best_model_tfmmax_tw2.joblib,261.39,

Code/models/width_optimization/2W/cv_summary_per_output_B34_H30.csv → Code/models/width_optimization/2W/ml_models/cv_summary_per_output_B34_H30.csv

 output,best_model,cv_rmse,cv_mae,cv_r2,BEST_PARAMS,model_path,train_time_sec,gpr_kernel
-exymax_tw1,SVR,0.001189142247241681,0.001189142247241681,,"{""svr__C"": 404.07318534699954, ""svr__epsilon"": 0.00016710787988155612, ""svr__gamma"": 0.004514122336435558}",../../models/width_optimization/2W/per_output_models_B34_H30/best_model_exymax_tw1.joblib,267.15,
-exymax_tw2,SVR,0.006084823423825638,0.006084823423825638,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",../../models/width_optimization/2W/per_output_models_B34_H30/best_model_exymax_tw2.joblib,436.07,
-eyymax_tf,GradientBoosting,0.011193199924578985,0.011193199924578985,,"{""learning_rate"": 0.07921529866641679, ""max_depth"": 1, ""max_features"": 0.612242984332449, ""n_estimators"": 1057, ""subsample"": 0.7050910309575588}",../../models/width_optimization/2W/per_output_models_B34_H30/best_model_eyymax_tf.joblib,239.43,
-tfmmax_frame,SVR,3.7496112763926472,3.7496112763926472,,"{""svr__C"": 888.0357335845127, ""svr__epsilon"": 0.00027560887878157734, ""svr__gamma"": 0.011255115229536036}",../../models/width_optimization/2W/per_output_models_B34_H30/best_model_tfmmax_frame.joblib,288.43,
-tfmmax_tw1,FlexibleMLP,7.568684427554417,7.568684427554417,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.007095015676184179, ""mlp__learning_rate_init"": 0.0010350129402744886, ""mlp__n_layers"": 1, ""mlp__n_neurons"": 93}",../../models/width_optimization/2W/per_output_models_B34_H30/best_model_tfmmax_tw1.joblib,207.07,
-tfmmax_tw2,SVR,11.314099136094795,11.314099136094795,,"{""svr__C"": 1932.2768280341643, ""svr__epsilon"": 0.0002731420424984291, ""svr__gamma"": 0.002631082857769719}",../../models/width_optimization/2W/per_output_models_B34_H30/best_model_tfmmax_tw2.joblib,275.25,
+exymax_tw1,SVR,0.001189142247241681,0.001189142247241681,,"{""svr__C"": 404.07318534699954, ""svr__epsilon"": 0.00016710787988155612, ""svr__gamma"": 0.004514122336435558}",../../models/width_optimization/2W/ml_models/per_output_models_B34_H30/best_model_exymax_tw1.joblib,265.79,
+exymax_tw2,SVR,0.006084823423825638,0.006084823423825638,,"{""svr__C"": 1776.5766649807683, ""svr__epsilon"": 0.00032780432870046914, ""svr__gamma"": 0.006225026900894044}",../../models/width_optimization/2W/ml_models/per_output_models_B34_H30/best_model_exymax_tw2.joblib,389.17,
+eyymax_tf,GradientBoosting,0.011193199924578985,0.011193199924578985,,"{""learning_rate"": 0.07921529866641679, ""max_depth"": 1, ""max_features"": 0.612242984332449, ""n_estimators"": 1057, ""subsample"": 0.7050910309575588}",../../models/width_optimization/2W/ml_models/per_output_models_B34_H30/best_model_eyymax_tf.joblib,235.39,
+tfmmax_frame,SVR,3.7496112763926472,3.7496112763926472,,"{""svr__C"": 888.0357335845127, ""svr__epsilon"": 0.00027560887878157734, ""svr__gamma"": 0.011255115229536036}",../../models/width_optimization/2W/ml_models/per_output_models_B34_H30/best_model_tfmmax_frame.joblib,224.52,
+tfmmax_tw1,FlexibleMLP,7.568684427554417,7.568684427554417,,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.007095015676184179, ""mlp__learning_rate_init"": 0.0010350129402744886, ""mlp__n_layers"": 1, ""mlp__n_neurons"": 93}",../../models/width_optimization/2W/ml_models/per_output_models_B34_H30/best_model_tfmmax_tw1.joblib,199.94,
+tfmmax_tw2,SVR,11.314099136094795,11.314099136094795,,"{""svr__C"": 1932.2768280341643, ""svr__epsilon"": 0.0002731420424984291, ""svr__gamma"": 0.002631082857769719}",../../models/width_optimization/2W/ml_models/per_output_models_B34_H30/best_model_tfmmax_tw2.joblib,217.53,

Code/reports/.gitkeep

- 

Code/reports/width_optimization/2W/rbf_optimization_curves_2W/.~lock.optimization_results_2W_B34_H30_TFD_W90.csv#

+,cimne,cimne-Precision-3660,22.01.2026 15:57,file:///home/cimne/.config/libreoffice/4;
\ No newline at end of file

Code/src/width_optimization/ml_optimization_de.py

@@ -110,7 +110,7 @@ def save_optimization_results(
     # Save to CSV
     csv_path = os.path.join(
         output_dir,
-        f'optimization_results_W{w_val}_B{b_val}_H{h_val}_TFD_W{int(tfd_w_val)}.csv'
+        f'optimization_results_{w_val}W_B{b_val}_H{h_val}_TFD_W{int(tfd_w_val)}.csv'
     )
     df_results.to_csv(csv_path, index=False)
 
@@ -407,7 +407,7 @@ def main():
     input_models_dir = os.path.join(
         BASE_DIR,
         "..", "..", "models", "width_optimization",
-        f"{w_val}W",
+        f"{w_val}W", "ml_models",
         f"per_output_models_B{b_val}_H{h_val}"
     )
 
@@ -416,7 +416,7 @@ def main():
         BASE_DIR,
         "..", "..", "reports", "width_optimization",
         f"{w_val}W",
-        f"optimization_curves_W{w_val}"
+        f"optimization_curves_{w_val}W"
     )
     os.makedirs(output_graphs_dir, exist_ok=True)
 

Code/src/width_optimization/ml_surrogate_train.py

@@ -377,11 +377,12 @@ def main():
     # Path configuration
     data_path = f"../../data/width_optimization/{w_val}W/FEMdata_B{b_val}_H{h_val}.csv"
     output_models_dir = (
-        f"../../models/width_optimization/{w_val}W/per_output_models_B{b_val}_H{h_val}"
+        f"../../models/width_optimization/{w_val}W/ml_models/"
+        f"per_output_models_B{b_val}_H{h_val}"
     )
     os.makedirs(output_models_dir, exist_ok=True)
 
-    best_models_data_dir = f"../../models/width_optimization/{w_val}W/"
+    best_models_data_dir = f"../../models/width_optimization/{w_val}W/ml_models/"
 
     # --- Load and prepare data ---
     df = pd.read_csv(data_path)

Code/src/width_optimization/rbf_optimization_de.py

@@ -103,7 +103,7 @@ def save_optimization_results(
     # Save to CSV
     csv_path = os.path.join(
         output_dir,
-        f'optimization_results_W{w_val}_B{b_val}_H{h_val}_TFD_W{int(tfd_w_val)}.csv'
+        f'optimization_results_{w_val}W_B{b_val}_H{h_val}_TFD_W{int(tfd_w_val)}.csv'
     )
     df_results.to_csv(csv_path, index=False)
 
@@ -400,7 +400,7 @@ def main():
     input_models_dir = os.path.join(
         BASE_DIR,
         "..", "..", "models", "width_optimization",
-        "models_rbf", f"{w_val}W",
+        f"{w_val}W", "rbf_models",
         f"per_output_models_B{b_val}_H{h_val}"
     )
 
@@ -409,7 +409,7 @@ def main():
         BASE_DIR,
         "..", "..", "reports", "width_optimization",
         f"{w_val}W",
-        f"rbf_optimization_curves_W{w_val}"
+        f"rbf_optimization_curves_{w_val}W"
     )
     os.makedirs(output_graphs_dir, exist_ok=True)
 

Code/src/width_optimization/rbf_surrogate_train.py

@@ -127,7 +127,7 @@ def main():
     # Path configuration
     data_path = f"../../data/width_optimization/{w_val}W/FEMdata_B{b_val}_H{h_val}.csv"
     output_models_dir = (
-        f"../../models/width_optimization/models_rbf/{w_val}W/"
+        f"../../models/width_optimization/{w_val}W/rbf_models/"
         f"per_output_models_B{b_val}_H{h_val}"
     )
     os.makedirs(output_models_dir, exist_ok=True)