Seed: [42, 37, 8, 67, 52]
Alpha Value: 0.9
Learning Rate: 0.01
Discount Factor: 0.9
Number of Episodes: 50
Max Iterations: 500
Number of Batches: 5
Directory Path ./tests/invpenddouble/alpha_0_9/
batch = 1
inside iterator
Iteration [  0  ]
Obj. val : 89.39525740528217, Avg. Ret : 47.67966679871143
Iteration [  1  ]
Obj. val : 77.48548233297676, Avg. Ret : 51.12689652343313
Iteration [  2  ]
Obj. val : 77.89916139325246, Avg. Ret : 52.15455681392126
Iteration [  3  ]
Obj. val : 80.06019568511748, Avg. Ret : 53.794074505434544
Iteration [  4  ]
Obj. val : 89.01052492221842, Avg. Ret : 49.25782242137572
Iteration [  5  ]
Obj. val : 119.38434086454016, Avg. Ret : 49.20051472812539
Iteration [  6  ]
Obj. val : 84.42377616631065, Avg. Ret : 50.54942804673004
Iteration [  7  ]
Obj. val : 91.62930065499799, Avg. Ret : 51.590649680264995
Iteration [  8  ]
Obj. val : 80.0453939449506, Avg. Ret : 49.94880406443346
Iteration [  9  ]
Obj. val : 82.44149450645023, Avg. Ret : 46.829468417397955
Iteration [  10  ]
Obj. val : 82.19965569964783, Avg. Ret : 47.780633329353286
Iteration [  11  ]
Obj. val : 91.76444626605004, Avg. Ret : 48.624596041510024
Iteration [  12  ]
Obj. val : 96.28347437348532, Avg. Ret : 49.39074667060211
Iteration [  13  ]
Obj. val : 96.54469186277541, Avg. Ret : 50.89004285049755
Iteration [  14  ]
Obj. val : 87.02892789170356, Avg. Ret : 52.692675636850794
Iteration [  15  ]
Obj. val : 91.87314511709033, Avg. Ret : 48.5929795539959
Iteration [  16  ]
Obj. val : 80.10131126107575, Avg. Ret : 48.29621909132489
Iteration [  17  ]
Obj. val : 91.96206810634644, Avg. Ret : 54.537626157150584
Iteration [  18  ]
Obj. val : 96.12470485836987, Avg. Ret : 44.258733762606774
Iteration [  19  ]
Obj. val : 91.66635522673027, Avg. Ret : 47.330082279347025
Iteration [  20  ]
Obj. val : 82.4825157656673, Avg. Ret : 50.166121323852565
Iteration [  21  ]
Obj. val : 84.65641602482161, Avg. Ret : 52.06319014621354
Iteration [  22  ]
Obj. val : 87.08806868090973, Avg. Ret : 61.701466361378465
Iteration [  23  ]
Obj. val : 82.1926118428595, Avg. Ret : 42.20407469406615
Iteration [  24  ]
Obj. val : 91.74265966302384, Avg. Ret : 41.83269099440125
Iteration [  25  ]
Obj. val : 84.82284439082395, Avg. Ret : 58.54844248553863
Iteration [  26  ]
Obj. val : 79.79440231820038, Avg. Ret : 38.620911499222686
Iteration [  27  ]
Obj. val : 89.49052154322221, Avg. Ret : 56.21855762104449
Iteration [  28  ]
Obj. val : 86.98573031858845, Avg. Ret : 68.30723894576698
Iteration [  29  ]
Obj. val : 87.01943418373148, Avg. Ret : 46.275337116029576
Iteration [  30  ]
Obj. val : 84.93106003123573, Avg. Ret : 42.763622991686844
Iteration [  31  ]
Obj. val : 89.17906008246518, Avg. Ret : 56.13088026577341
Iteration [  32  ]
Obj. val : 75.32524527677317, Avg. Ret : 47.33758238279061
Iteration [  33  ]
Obj. val : 82.39244638257853, Avg. Ret : 52.340882069513874
Iteration [  34  ]
Obj. val : 87.02792396070177, Avg. Ret : 48.87014572690908
Iteration [  35  ]
Obj. val : 98.8688790872214, Avg. Ret : 49.41814452909907
Iteration [  36  ]
Obj. val : 87.12206310948622, Avg. Ret : 45.925359386882874
Iteration [  37  ]
Obj. val : 101.08359240888399, Avg. Ret : 49.35798188083829
Iteration [  38  ]
Obj. val : 89.39845328558948, Avg. Ret : 48.36017337632733
Iteration [  39  ]
Obj. val : 82.24898064646328, Avg. Ret : 47.98323775018104
Iteration [  40  ]
Obj. val : 77.87190538067142, Avg. Ret : 54.55840846180234
Iteration [  41  ]
Obj. val : 82.50767344877416, Avg. Ret : 47.24085169948285
Iteration [  42  ]
Obj. val : 103.43976855799049, Avg. Ret : 53.34010953146996
Iteration [  43  ]
Obj. val : 89.19140011609268, Avg. Ret : 45.70386270892367
Iteration [  44  ]
Obj. val : 98.92147303301397, Avg. Ret : 50.16269993528952
Iteration [  45  ]
Obj. val : 79.74867831406036, Avg. Ret : 52.477547966476344
Iteration [  46  ]
Obj. val : 101.07388030180658, Avg. Ret : 44.41824242626246
Iteration [  47  ]
Obj. val : 84.58349444391528, Avg. Ret : 50.691343242798276
Iteration [  48  ]
Obj. val : 84.59392053580032, Avg. Ret : 47.005252714976606
Iteration [  49  ]
Obj. val : 94.04951748336619, Avg. Ret : 50.54298081466645
Iteration [  50  ]
Obj. val : 75.5591666118588, Avg. Ret : 50.58068438343482
Iteration [  51  ]
Obj. val : 84.57172025405441, Avg. Ret : 49.159657154543964
Iteration [  52  ]
Obj. val : 81.7689857794263, Avg. Ret : 48.86111323321684
Iteration [  53  ]
Obj. val : 101.05936225649279, Avg. Ret : 51.831379708965315
Iteration [  54  ]
Obj. val : 82.78393969718111, Avg. Ret : 44.32926142127918
Iteration [  55  ]
Obj. val : 89.25987824615038, Avg. Ret : 53.1537760516899
Iteration [  56  ]
Obj. val : 98.06095986441515, Avg. Ret : 47.14194737568115
Iteration [  57  ]
Obj. val : 89.6378076299245, Avg. Ret : 51.22547304185463
Iteration [  58  ]
Obj. val : 82.65553826721316, Avg. Ret : 53.90675325589049
Iteration [  59  ]
Obj. val : 91.4153523602078, Avg. Ret : 60.26647508803847
Iteration [  60  ]
Obj. val : 91.65290017562717, Avg. Ret : 50.10414092416174
Iteration [  61  ]
Obj. val : 89.44404553126142, Avg. Ret : 49.71317606052871
Iteration [  62  ]
Obj. val : 80.07990852435874, Avg. Ret : 51.579334977810895
Iteration [  63  ]
Obj. val : 94.08478516782066, Avg. Ret : 50.73420551396115
Iteration [  64  ]
Obj. val : 77.9421084806072, Avg. Ret : 52.34142095739568
Iteration [  65  ]
Obj. val : 89.31876788759881, Avg. Ret : 51.05594927720336
Iteration [  66  ]
Obj. val : 110.16347318880727, Avg. Ret : 50.3512072468085
Iteration [  67  ]
Obj. val : 78.0654483709094, Avg. Ret : 48.846920747372934
Iteration [  68  ]
Obj. val : 91.857401662973, Avg. Ret : 50.755583700846145
Iteration [  69  ]
Obj. val : 91.55126537909926, Avg. Ret : 49.73410156006347
Iteration [  70  ]
Obj. val : 77.90713387748448, Avg. Ret : 52.36083041434326
Iteration [  71  ]
Obj. val : 91.75468100031178, Avg. Ret : 52.5497901134711
Iteration [  72  ]
Obj. val : 108.03234822168675, Avg. Ret : 55.73229822360932
Iteration [  73  ]
Obj. val : 98.1555689695158, Avg. Ret : 49.51503931313402
Iteration [  74  ]
Obj. val : 96.10739510287792, Avg. Ret : 53.092794795111246
Iteration [  75  ]
Obj. val : 89.34498837848861, Avg. Ret : 54.370498672763894
Iteration [  76  ]
Obj. val : 84.7570834984372, Avg. Ret : 52.41230030375802
Iteration [  77  ]
Obj. val : 93.87562216684633, Avg. Ret : 51.46644934833872
Iteration [  78  ]
Obj. val : 96.65088285469096, Avg. Ret : 50.4986881451857
Iteration [  79  ]
Obj. val : 98.44280544306531, Avg. Ret : 49.74734696690284
Iteration [  80  ]
Obj. val : 82.20971686250832, Avg. Ret : 49.82062439274862
Iteration [  81  ]
Obj. val : 93.87057233558966, Avg. Ret : 54.8233741927181
Iteration [  82  ]
Obj. val : 93.95759610069933, Avg. Ret : 54.57402630181705
Iteration [  83  ]
Obj. val : 89.34001231300296, Avg. Ret : 51.61282475510506
Iteration [  84  ]
Obj. val : 98.56735129409687, Avg. Ret : 53.50194360492936
Iteration [  85  ]
Obj. val : 84.83552320735545, Avg. Ret : 51.66251550875998
Iteration [  86  ]
Obj. val : 96.45033777385157, Avg. Ret : 51.94356178362886
Iteration [  87  ]
Obj. val : 98.59506092964864, Avg. Ret : 52.26510787347943
Iteration [  88  ]
Obj. val : 90.97202773565488, Avg. Ret : 53.31858959171428
Iteration [  89  ]
Obj. val : 112.59174128556594, Avg. Ret : 52.95425529967222
Iteration [  90  ]
Obj. val : 86.97942782315583, Avg. Ret : 50.46231917535445
Iteration [  91  ]
Obj. val : 84.37414292241218, Avg. Ret : 49.53149126519253
Iteration [  92  ]
Obj. val : 77.80478155858157, Avg. Ret : 48.47922587168735
Iteration [  93  ]
Obj. val : 93.79878204267419, Avg. Ret : 48.70436444805263
Iteration [  94  ]
Obj. val : 84.78235767042051, Avg. Ret : 51.53390743751258
Iteration [  95  ]
Obj. val : 89.10103084414554, Avg. Ret : 49.62115740155221
Iteration [  96  ]
Obj. val : 100.71264011380842, Avg. Ret : 55.22845022698156
Iteration [  97  ]
Obj. val : 84.66087722084771, Avg. Ret : 52.56871210095247
Iteration [  98  ]
Obj. val : 91.91585863475014, Avg. Ret : 49.77175703553469
Iteration [  99  ]
Obj. val : 82.50512056286554, Avg. Ret : 53.285383434902904
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_1.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_1.csv
Iteration [  100  ]
Obj. val : 94.0138969044806, Avg. Ret : 55.710380122556906
Iteration [  101  ]
Obj. val : 77.79248543547808, Avg. Ret : 53.50077237361897
Iteration [  102  ]
Obj. val : 75.17528061586896, Avg. Ret : 59.10471955797324
Iteration [  103  ]
Obj. val : 86.6964300199418, Avg. Ret : 51.81072545762456
Iteration [  104  ]
Obj. val : 89.63186250146592, Avg. Ret : 52.050605280312205
Iteration [  105  ]
Obj. val : 87.10690915189069, Avg. Ret : 57.47606980300136
Iteration [  106  ]
Obj. val : 93.68604153002101, Avg. Ret : 56.457097658360574
Iteration [  107  ]
Obj. val : 107.78180106958214, Avg. Ret : 51.38862433320096
Iteration [  108  ]
Obj. val : 92.17215829833243, Avg. Ret : 55.55701137985619
Iteration [  109  ]
Obj. val : 98.87507383355111, Avg. Ret : 57.20067691610732
Iteration [  110  ]
Obj. val : 96.13619264989003, Avg. Ret : 50.105602062043346
Iteration [  111  ]
Obj. val : 112.39639844842532, Avg. Ret : 59.03568944859892
Iteration [  112  ]
Obj. val : 101.29635429808475, Avg. Ret : 52.50808110895238
Iteration [  113  ]
Obj. val : 94.03339734167245, Avg. Ret : 48.675886474808856
Iteration [  114  ]
Obj. val : 123.82128032092677, Avg. Ret : 61.47854999449509
Iteration [  115  ]
Obj. val : 101.06367958818286, Avg. Ret : 56.09892724890818
Iteration [  116  ]
Obj. val : 110.26874297733241, Avg. Ret : 49.180883417841535
Iteration [  117  ]
Obj. val : 144.18118594926324, Avg. Ret : 56.2352695495766
Iteration [  118  ]
Obj. val : 98.60399432618439, Avg. Ret : 52.87390808181898
Iteration [  119  ]
Obj. val : 87.06944490689884, Avg. Ret : 54.082168238017665
Iteration [  120  ]
Obj. val : 93.8393793334308, Avg. Ret : 60.88093376059451
Iteration [  121  ]
Obj. val : 105.87812698935556, Avg. Ret : 59.62002091372544
Iteration [  122  ]
Obj. val : 94.04710840876126, Avg. Ret : 49.81699734853816
Iteration [  123  ]
Obj. val : 84.73349510907335, Avg. Ret : 54.558406597803085
Iteration [  124  ]
Obj. val : 98.69059612037131, Avg. Ret : 55.58746074165863
Iteration [  125  ]
Obj. val : 103.36213694558589, Avg. Ret : 54.30662679190619
Iteration [  126  ]
Obj. val : 84.83113475090352, Avg. Ret : 50.530680980733194
Iteration [  127  ]
Obj. val : 98.56053871551282, Avg. Ret : 55.900322580436416
Iteration [  128  ]
Obj. val : 98.72458725545826, Avg. Ret : 53.09919957504657
Iteration [  129  ]
Obj. val : 103.50317372894995, Avg. Ret : 55.558771505894455
Iteration [  130  ]
Obj. val : 89.46746527983004, Avg. Ret : 51.246654326059506
Iteration [  131  ]
Obj. val : 102.94856783535417, Avg. Ret : 52.03950697854039
Iteration [  132  ]
Obj. val : 84.5286117912608, Avg. Ret : 50.480945084801846
Iteration [  133  ]
Obj. val : 84.54645891348642, Avg. Ret : 59.28451946417662
Iteration [  134  ]
Obj. val : 103.26900798912772, Avg. Ret : 51.64662307861716
Iteration [  135  ]
Obj. val : 107.71821084671677, Avg. Ret : 52.17515149340802
Iteration [  136  ]
Obj. val : 91.89767042429207, Avg. Ret : 52.94461582254411
Iteration [  137  ]
Obj. val : 105.86481472109857, Avg. Ret : 52.576163734677856
Iteration [  138  ]
Obj. val : 98.85108818848971, Avg. Ret : 58.07375134677957
Iteration [  139  ]
Obj. val : 91.6027004280096, Avg. Ret : 58.32753347909791
Iteration [  140  ]
Obj. val : 89.48713485115643, Avg. Ret : 47.37293677172302
Iteration [  141  ]
Obj. val : 94.12815939190543, Avg. Ret : 56.264069477684195
Iteration [  142  ]
Obj. val : 103.35485137236574, Avg. Ret : 54.32877810595729
Iteration [  143  ]
Obj. val : 89.58197661667708, Avg. Ret : 50.49103748526184
Iteration [  144  ]
Obj. val : 98.44983187872344, Avg. Ret : 55.55525620857245
Iteration [  145  ]
Obj. val : 96.31784765210676, Avg. Ret : 59.0874536790435
Iteration [  146  ]
Obj. val : 110.37609590145787, Avg. Ret : 53.629202802573126
Iteration [  147  ]
Obj. val : 87.41389020404391, Avg. Ret : 56.69584227103665
Iteration [  148  ]
Obj. val : 91.91213348739396, Avg. Ret : 59.45518890983281
Iteration [  149  ]
Obj. val : 115.23449662711631, Avg. Ret : 52.989082367529335
Iteration [  150  ]
Obj. val : 105.28484334268927, Avg. Ret : 51.649003386225765
Iteration [  151  ]
Obj. val : 112.40286970728941, Avg. Ret : 56.82265113143445
Iteration [  152  ]
Obj. val : 133.2019527883968, Avg. Ret : 52.2423126621171
Iteration [  153  ]
Obj. val : 89.38037753829086, Avg. Ret : 55.45938181330926
Iteration [  154  ]
Obj. val : 96.08768129053394, Avg. Ret : 58.23811246915212
Iteration [  155  ]
Obj. val : 110.06205384679795, Avg. Ret : 54.46611400922118
Iteration [  156  ]
Obj. val : 114.65485141081115, Avg. Ret : 56.58618141698825
Iteration [  157  ]
Obj. val : 110.44554643127566, Avg. Ret : 52.15721398966393
Iteration [  158  ]
Obj. val : 89.74219760141409, Avg. Ret : 53.87872277592844
Iteration [  159  ]
Obj. val : 93.73118017038774, Avg. Ret : 56.79877045639381
Iteration [  160  ]
Obj. val : 82.16514017055694, Avg. Ret : 56.105704272210275
Iteration [  161  ]
Obj. val : 82.44184208259753, Avg. Ret : 48.978014336092095
Iteration [  162  ]
Obj. val : 114.93399988889097, Avg. Ret : 53.978939743083686
Iteration [  163  ]
Obj. val : 98.69334427221004, Avg. Ret : 55.85044149455929
Iteration [  164  ]
Obj. val : 89.31541427252337, Avg. Ret : 53.11877609228178
Iteration [  165  ]
Obj. val : 86.95068894834287, Avg. Ret : 47.52716772802679
Iteration [  166  ]
Obj. val : 87.22904425342355, Avg. Ret : 58.53152795496103
Iteration [  167  ]
Obj. val : 96.30650928145583, Avg. Ret : 50.23646679230669
Iteration [  168  ]
Obj. val : 93.82637022693079, Avg. Ret : 57.349667134306074
Iteration [  169  ]
Obj. val : 84.7371795047266, Avg. Ret : 60.9145649248307
Iteration [  170  ]
Obj. val : 86.93122999167045, Avg. Ret : 56.97511320032816
Iteration [  171  ]
Obj. val : 82.76770915531284, Avg. Ret : 51.503466231684506
Iteration [  172  ]
Obj. val : 84.84177270853027, Avg. Ret : 53.6467460998983
Iteration [  173  ]
Obj. val : 94.08918173358084, Avg. Ret : 53.82563782923014
Iteration [  174  ]
Obj. val : 86.90008232532932, Avg. Ret : 59.74327038508782
Iteration [  175  ]
Obj. val : 89.37028512168774, Avg. Ret : 57.20136993967596
Iteration [  176  ]
Obj. val : 96.1121955745321, Avg. Ret : 54.29760458235019
Iteration [  177  ]
Obj. val : 89.3861814833115, Avg. Ret : 58.870129144448136
Iteration [  178  ]
Obj. val : 91.81255283085105, Avg. Ret : 54.19092999069023
Iteration [  179  ]
Obj. val : 105.71839598795714, Avg. Ret : 48.25207574233956
Iteration [  180  ]
Obj. val : 105.56040018136001, Avg. Ret : 51.747870269547676
Iteration [  181  ]
Obj. val : 94.07162999246987, Avg. Ret : 56.98557539496469
Iteration [  182  ]
Obj. val : 96.56634434454605, Avg. Ret : 56.05731187557322
Iteration [  183  ]
Obj. val : 126.49601628458768, Avg. Ret : 58.526213675364126
Iteration [  184  ]
Obj. val : 122.16935716130581, Avg. Ret : 52.74784067204206
Iteration [  185  ]
Obj. val : 121.5695479869596, Avg. Ret : 51.97987695503817
Iteration [  186  ]
Obj. val : 112.64386781625608, Avg. Ret : 55.38774890651819
Iteration [  187  ]
Obj. val : 105.55553702825159, Avg. Ret : 53.11512993914253
Iteration [  188  ]
Obj. val : 103.1575334837818, Avg. Ret : 51.421217083659194
Iteration [  189  ]
Obj. val : 91.88698891305896, Avg. Ret : 54.76819232669907
Iteration [  190  ]
Obj. val : 103.37415192799784, Avg. Ret : 55.47026782151614
Iteration [  191  ]
Obj. val : 103.54087559453009, Avg. Ret : 57.01965774242882
Iteration [  192  ]
Obj. val : 105.39197329568248, Avg. Ret : 59.111354595706416
Iteration [  193  ]
Obj. val : 110.42503386058388, Avg. Ret : 53.89111339305
Iteration [  194  ]
Obj. val : 82.46507485467377, Avg. Ret : 53.68567193370142
Iteration [  195  ]
Obj. val : 96.51259493109963, Avg. Ret : 46.678042064183
Iteration [  196  ]
Obj. val : 80.2559839560546, Avg. Ret : 55.384634596260014
Iteration [  197  ]
Obj. val : 107.97399251469253, Avg. Ret : 50.684234820515776
Iteration [  198  ]
Obj. val : 94.31473303919839, Avg. Ret : 59.96715713473431
Iteration [  199  ]
Obj. val : 96.5342496410669, Avg. Ret : 52.99626650472103
checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_1.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_1.csv
Iteration [  200  ]
Obj. val : 105.68718217026839, Avg. Ret : 51.46046471026723
Iteration [  201  ]
Obj. val : 101.37827730557133, Avg. Ret : 53.29305083325081
Iteration [  202  ]
Obj. val : 98.5066611077174, Avg. Ret : 58.38872257197101
Iteration [  203  ]
Obj. val : 110.30354408264085, Avg. Ret : 58.338201084735864
Iteration [  204  ]
Obj. val : 105.64323081533153, Avg. Ret : 53.46833168263115
Iteration [  205  ]
Obj. val : 117.04830366512198, Avg. Ret : 55.29196772520803
Iteration [  206  ]
Obj. val : 112.887927542722, Avg. Ret : 52.750943892428474
Iteration [  207  ]
Obj. val : 105.76901917728132, Avg. Ret : 52.199012362749144
Iteration [  208  ]
Obj. val : 87.18562202814798, Avg. Ret : 54.9441486057419
Iteration [  209  ]
Obj. val : 100.84572920250986, Avg. Ret : 50.494589492748176
Iteration [  210  ]
Obj. val : 91.73378335716535, Avg. Ret : 56.7893986994432
Iteration [  211  ]
Obj. val : 107.9201615366193, Avg. Ret : 58.34926616790245
Iteration [  212  ]
Obj. val : 96.44754549051595, Avg. Ret : 51.95767192514473
Iteration [  213  ]
Obj. val : 87.30808224085612, Avg. Ret : 54.56235371962472
Iteration [  214  ]
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checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_1.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_1.csv
Iteration [  300  ]
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checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_1.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_1.csv
Iteration [  400  ]
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Obj. val : 181.5103581400703, Avg. Ret : 53.32916400291908
Iteration [  430  ]
Obj. val : 156.5077203071275, Avg. Ret : 63.1140679321357
Iteration [  431  ]
Obj. val : 168.3371434667162, Avg. Ret : 57.771621476199286
Iteration [  432  ]
Obj. val : 154.42069581921842, Avg. Ret : 58.496266071341545
Iteration [  433  ]
Obj. val : 182.03939766911768, Avg. Ret : 63.92430992843984
Iteration [  434  ]
Obj. val : 135.24081808638874, Avg. Ret : 56.22035365866451
Iteration [  435  ]
Obj. val : 140.54183163165345, Avg. Ret : 66.16365694257394
Iteration [  436  ]
Obj. val : 131.24455734687444, Avg. Ret : 63.16684926275522
Iteration [  437  ]
Obj. val : 138.33523955493564, Avg. Ret : 61.70106092805859
Iteration [  438  ]
Obj. val : 133.64917861630522, Avg. Ret : 57.886305469189466
Iteration [  439  ]
Obj. val : 150.16632001433533, Avg. Ret : 67.40392039675396
Iteration [  440  ]
Obj. val : 171.9480286888881, Avg. Ret : 54.52804849277875
Iteration [  441  ]
Obj. val : 170.89917359065262, Avg. Ret : 56.106613390456324
Iteration [  442  ]
Obj. val : 137.8981440682272, Avg. Ret : 64.83804417486513
Iteration [  443  ]
Obj. val : 144.89003669727646, Avg. Ret : 53.25064511727067
Iteration [  444  ]
Obj. val : 154.36230603808798, Avg. Ret : 60.282229925611816
Iteration [  445  ]
Obj. val : 140.93618059449415, Avg. Ret : 66.31542946843409
Iteration [  446  ]
Obj. val : 158.99967558673524, Avg. Ret : 59.264549714083785
Iteration [  447  ]
Obj. val : 172.91986282610435, Avg. Ret : 57.35418559941315
Iteration [  448  ]
Obj. val : 152.25805942257983, Avg. Ret : 60.03020115523567
Iteration [  449  ]
Obj. val : 156.46301267210225, Avg. Ret : 59.66186354887184
Iteration [  450  ]
Obj. val : 147.39842093374318, Avg. Ret : 60.36213043133342
Iteration [  451  ]
Obj. val : 163.455273849247, Avg. Ret : 58.32906340508086
Iteration [  452  ]
Obj. val : 162.49595067050498, Avg. Ret : 58.32239360554744
Iteration [  453  ]
Obj. val : 154.5939057890738, Avg. Ret : 65.95328738637699
Iteration [  454  ]
Obj. val : 142.48786089311213, Avg. Ret : 59.87962505153601
Iteration [  455  ]
Obj. val : 165.45492498209325, Avg. Ret : 61.90216359512462
Iteration [  456  ]
Obj. val : 162.74382662365414, Avg. Ret : 59.61037623738476
Iteration [  457  ]
Obj. val : 170.6320502173436, Avg. Ret : 61.87571264068265
Iteration [  458  ]
Obj. val : 154.53166870051672, Avg. Ret : 59.82712978706813
Iteration [  459  ]
Obj. val : 150.06100374580987, Avg. Ret : 59.748398973249785
Iteration [  460  ]
Obj. val : 144.98260266403864, Avg. Ret : 58.69975557466572
Iteration [  461  ]
Obj. val : 165.52242971706448, Avg. Ret : 53.644557258271654
Iteration [  462  ]
Obj. val : 138.33490370268973, Avg. Ret : 59.989328891243325
Iteration [  463  ]
Obj. val : 159.1107074690192, Avg. Ret : 62.07899886570567
Iteration [  464  ]
Obj. val : 183.90328044803778, Avg. Ret : 52.1849282430452
Iteration [  465  ]
Obj. val : 129.13396693497916, Avg. Ret : 52.978092634194354
Iteration [  466  ]
Obj. val : 145.0823959375925, Avg. Ret : 65.41227121810891
Iteration [  467  ]
Obj. val : 165.77312275748562, Avg. Ret : 57.42691137011451
Iteration [  468  ]
Obj. val : 161.5288240806385, Avg. Ret : 54.447183335617865
Iteration [  469  ]
Obj. val : 147.26978599293312, Avg. Ret : 61.86762511247349
Iteration [  470  ]
Obj. val : 163.29650468846674, Avg. Ret : 61.21503061992883
Iteration [  471  ]
Obj. val : 168.32839600623595, Avg. Ret : 62.035848340989396
Iteration [  472  ]
Obj. val : 140.8276191449354, Avg. Ret : 61.02354261879459
Iteration [  473  ]
Obj. val : 210.1594981250111, Avg. Ret : 52.98988595275303
Iteration [  474  ]
Obj. val : 152.00948752351087, Avg. Ret : 56.817349659520524
Iteration [  475  ]
Obj. val : 133.93076949016393, Avg. Ret : 60.22270366295854
Iteration [  476  ]
Obj. val : 175.03295142415072, Avg. Ret : 60.33204923003658
Iteration [  477  ]
Obj. val : 149.8016547823514, Avg. Ret : 59.06678965359758
Iteration [  478  ]
Obj. val : 149.98495740487803, Avg. Ret : 64.48869797661936
Iteration [  479  ]
Obj. val : 142.9831195440517, Avg. Ret : 56.473877393608085
Iteration [  480  ]
Obj. val : 154.28618681236546, Avg. Ret : 56.07648349574044
Iteration [  481  ]
Obj. val : 188.35705071016946, Avg. Ret : 63.538974540456074
Iteration [  482  ]
Obj. val : 140.0943048408082, Avg. Ret : 59.85746435074508
Iteration [  483  ]
Obj. val : 172.6359758327146, Avg. Ret : 51.00171412142945
Iteration [  484  ]
Obj. val : 140.82897820274513, Avg. Ret : 62.603823244468124
Iteration [  485  ]
Obj. val : 126.89365895263256, Avg. Ret : 55.555690254725576
Iteration [  486  ]
Obj. val : 204.9541306894016, Avg. Ret : 61.22391552749508
Iteration [  487  ]
Obj. val : 163.7954835822891, Avg. Ret : 68.57447661911175
Iteration [  488  ]
Obj. val : 161.81439200348487, Avg. Ret : 59.44932128826709
Iteration [  489  ]
Obj. val : 126.65225378303597, Avg. Ret : 58.456085719418034
Iteration [  490  ]
Obj. val : 207.15985748329072, Avg. Ret : 63.70637468093167
Iteration [  491  ]
Obj. val : 157.03407213290603, Avg. Ret : 60.76235452247237
Iteration [  492  ]
Obj. val : 156.8837630314713, Avg. Ret : 61.13511757151303
Iteration [  493  ]
Obj. val : 163.5488738751833, Avg. Ret : 54.62964612970025
Iteration [  494  ]
Obj. val : 186.39057532731, Avg. Ret : 60.73554981221987
Iteration [  495  ]
Obj. val : 145.10870619486985, Avg. Ret : 61.50905125653631
Iteration [  496  ]
Obj. val : 136.2128994449401, Avg. Ret : 61.83724374533182
Iteration [  497  ]
Obj. val : 152.30247028294508, Avg. Ret : 63.6697641041164
Iteration [  498  ]
Obj. val : 158.0989946535137, Avg. Ret : 61.06571569607092
Iteration [  499  ]
Obj. val : 152.44738683336175, Avg. Ret : 71.77631227811207
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_1.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_1.csv
batch = 2
inside iterator
Iteration [  0  ]
Obj. val : 73.1891322019247, Avg. Ret : 47.9151089020968
Iteration [  1  ]
Obj. val : 84.86910280376205, Avg. Ret : 46.44543451352447
Iteration [  2  ]
Obj. val : 91.71627455282149, Avg. Ret : 51.98405726927798
Iteration [  3  ]
Obj. val : 86.89049768283567, Avg. Ret : 46.992515778711095
Iteration [  4  ]
Obj. val : 89.30276929014485, Avg. Ret : 48.29727065809821
Iteration [  5  ]
Obj. val : 80.25216202058965, Avg. Ret : 50.52631292541142
Iteration [  6  ]
Obj. val : 75.58206566991672, Avg. Ret : 48.293098661020515
Iteration [  7  ]
Obj. val : 89.10630694162423, Avg. Ret : 50.32431273157542
Iteration [  8  ]
Obj. val : 84.54648893586491, Avg. Ret : 47.58149630797179
Iteration [  9  ]
Obj. val : 75.46761233305605, Avg. Ret : 50.13913026488021
Iteration [  10  ]
Obj. val : 84.57949646602214, Avg. Ret : 45.55115954324216
Iteration [  11  ]
Obj. val : 98.6144691568748, Avg. Ret : 49.677757968479426
Iteration [  12  ]
Obj. val : 80.20825256358877, Avg. Ret : 47.95639193955762
Iteration [  13  ]
Obj. val : 86.83147034235007, Avg. Ret : 51.97859029939011
Iteration [  14  ]
Obj. val : 87.39020622911758, Avg. Ret : 49.24490051791574
Iteration [  15  ]
Obj. val : 86.95364794479073, Avg. Ret : 52.358348363341726
Iteration [  16  ]
Obj. val : 91.88356670451103, Avg. Ret : 49.23227187124805
Iteration [  17  ]
Obj. val : 91.67418795036905, Avg. Ret : 46.6416401686766
Iteration [  18  ]
Obj. val : 77.66200140746015, Avg. Ret : 47.34701621894354
Iteration [  19  ]
Obj. val : 82.28422022328729, Avg. Ret : 47.88382460945193
Iteration [  20  ]
Obj. val : 101.10477250444632, Avg. Ret : 49.019662215636636
Iteration [  21  ]
Obj. val : 79.60727279571738, Avg. Ret : 47.69669420177108
Iteration [  22  ]
Obj. val : 82.48119012180767, Avg. Ret : 58.85323990544865
Iteration [  23  ]
Obj. val : 89.22924121250983, Avg. Ret : 45.8319868712233
Iteration [  24  ]
Obj. val : 93.72015435272057, Avg. Ret : 48.47477017298657
Iteration [  25  ]
Obj. val : 96.32281437461683, Avg. Ret : 43.56982493970989
Iteration [  26  ]
Obj. val : 87.12957898032656, Avg. Ret : 52.65353240258433
Iteration [  27  ]
Obj. val : 87.17631995186234, Avg. Ret : 45.89330251998405
Iteration [  28  ]
Obj. val : 93.74642055717729, Avg. Ret : 45.6199698988024
Iteration [  29  ]
Obj. val : 100.99554644829607, Avg. Ret : 55.89027885371918
Iteration [  30  ]
Obj. val : 87.03539768956989, Avg. Ret : 48.68083114499339
Iteration [  31  ]
Obj. val : 93.7395358841361, Avg. Ret : 45.47830448797281
Iteration [  32  ]
Obj. val : 95.94242802179761, Avg. Ret : 43.79671576521706
Iteration [  33  ]
Obj. val : 96.46172355629844, Avg. Ret : 59.42199692221754
Iteration [  34  ]
Obj. val : 96.40215262140691, Avg. Ret : 55.517666657043144
Iteration [  35  ]
Obj. val : 82.43095656232158, Avg. Ret : 41.45597656364903
Iteration [  36  ]
Obj. val : 91.68856403888773, Avg. Ret : 49.23720852615902
Iteration [  37  ]
Obj. val : 91.7555154593051, Avg. Ret : 44.171948748090834
Iteration [  38  ]
Obj. val : 82.2001518154789, Avg. Ret : 44.549616889866975
Iteration [  39  ]
Obj. val : 77.72723796476635, Avg. Ret : 57.54798530629441
Iteration [  40  ]
Obj. val : 86.88575577294878, Avg. Ret : 52.17199783862805
Iteration [  41  ]
Obj. val : 91.7882713838402, Avg. Ret : 45.29488072800834
Iteration [  42  ]
Obj. val : 100.5389877339343, Avg. Ret : 40.23668618203777
Iteration [  43  ]
Obj. val : 87.23991634055469, Avg. Ret : 54.59281306383254
Iteration [  44  ]
Obj. val : 79.90526656229147, Avg. Ret : 47.787199251996945
Iteration [  45  ]
Obj. val : 91.77116295160442, Avg. Ret : 55.81972709148304
Iteration [  46  ]
Obj. val : 84.67210490618942, Avg. Ret : 41.99592834265227
Iteration [  47  ]
Obj. val : 86.60672872669588, Avg. Ret : 49.094947404103905
Iteration [  48  ]
Obj. val : 95.8666138389331, Avg. Ret : 56.43222028237466
Iteration [  49  ]
Obj. val : 87.19969206966317, Avg. Ret : 46.47695340911371
Iteration [  50  ]
Obj. val : 84.89051809195922, Avg. Ret : 47.24093185403347
Iteration [  51  ]
Obj. val : 84.69658252612213, Avg. Ret : 45.137247046727836
Iteration [  52  ]
Obj. val : 93.89145478895824, Avg. Ret : 53.6435488793425
Iteration [  53  ]
Obj. val : 82.35481630971549, Avg. Ret : 53.421007882204584
Iteration [  54  ]
Obj. val : 107.75912025997538, Avg. Ret : 59.450931857729444
Iteration [  55  ]
Obj. val : 96.46174552009984, Avg. Ret : 53.528342887268266
Iteration [  56  ]
Obj. val : 96.37294233684547, Avg. Ret : 51.24889208912597
Iteration [  57  ]
Obj. val : 91.62990231192902, Avg. Ret : 52.923257743895
Iteration [  58  ]
Obj. val : 89.1158818614088, Avg. Ret : 54.52997120820552
Iteration [  59  ]
Obj. val : 89.29752976284588, Avg. Ret : 49.4364753724569
Iteration [  60  ]
Obj. val : 82.2278599959007, Avg. Ret : 53.79504506389695
Iteration [  61  ]
Obj. val : 86.82742804079628, Avg. Ret : 51.2419406965882
Iteration [  62  ]
Obj. val : 98.87808857486709, Avg. Ret : 47.94016454786862
Iteration [  63  ]
Obj. val : 98.53773671026627, Avg. Ret : 52.67055375074664
Iteration [  64  ]
Obj. val : 87.20366627560969, Avg. Ret : 48.11874583957106
Iteration [  65  ]
Obj. val : 75.54455030691602, Avg. Ret : 52.21150231281273
Iteration [  66  ]
Obj. val : 107.72459823009223, Avg. Ret : 46.38579225958174
Iteration [  67  ]
Obj. val : 93.8190528059343, Avg. Ret : 61.50210715582947
Iteration [  68  ]
Obj. val : 98.97844909373683, Avg. Ret : 51.29868128418341
Iteration [  69  ]
Obj. val : 119.25063789685288, Avg. Ret : 43.560793180705005
Iteration [  70  ]
Obj. val : 101.16074978073947, Avg. Ret : 60.70873656695913
Iteration [  71  ]
Obj. val : 96.20049148284996, Avg. Ret : 47.41390919880866
Iteration [  72  ]
Obj. val : 82.63922828140349, Avg. Ret : 53.96438850064162
Iteration [  73  ]
Obj. val : 107.74996800561229, Avg. Ret : 52.84441156033365
Iteration [  74  ]
Obj. val : 84.77087497264114, Avg. Ret : 50.39334611041697
Iteration [  75  ]
Obj. val : 82.59779316368255, Avg. Ret : 50.89950497534424
Iteration [  76  ]
Obj. val : 96.60402364301575, Avg. Ret : 53.240220011725185
Iteration [  77  ]
Obj. val : 89.61985241924918, Avg. Ret : 51.99425252651005
Iteration [  78  ]
Obj. val : 100.93363979117223, Avg. Ret : 52.864882208693636
Iteration [  79  ]
Obj. val : 112.78441069495216, Avg. Ret : 52.32128175107566
Iteration [  80  ]
Obj. val : 110.23251312062479, Avg. Ret : 49.09605668143637
Iteration [  81  ]
Obj. val : 87.0065699708486, Avg. Ret : 50.978437858115456
Iteration [  82  ]
Obj. val : 100.76023057541472, Avg. Ret : 57.59020112438199
Iteration [  83  ]
Obj. val : 98.39427902413135, Avg. Ret : 47.75544480656932
Iteration [  84  ]
Obj. val : 94.10665965160403, Avg. Ret : 53.0606948071615
Iteration [  85  ]
Obj. val : 98.57505182493095, Avg. Ret : 55.75115721954043
Iteration [  86  ]
Obj. val : 91.6801454258945, Avg. Ret : 51.875251877078426
Iteration [  87  ]
Obj. val : 94.1347400042199, Avg. Ret : 58.329796788604824
Iteration [  88  ]
Obj. val : 98.4626999907534, Avg. Ret : 60.511002896384134
Iteration [  89  ]
Obj. val : 89.39046403569947, Avg. Ret : 52.30726859783359
Iteration [  90  ]
Obj. val : 100.35742222967738, Avg. Ret : 53.171665593616495
Iteration [  91  ]
Obj. val : 89.68596059686972, Avg. Ret : 58.127571025880634
Iteration [  92  ]
Obj. val : 96.45710419516816, Avg. Ret : 52.60676361229569
Iteration [  93  ]
Obj. val : 84.52903853873431, Avg. Ret : 54.627248358576566
Iteration [  94  ]
Obj. val : 91.40148318259828, Avg. Ret : 59.854667415181936
Iteration [  95  ]
Obj. val : 96.21135971993688, Avg. Ret : 47.19432229855686
Iteration [  96  ]
Obj. val : 107.99324041686612, Avg. Ret : 58.16456167203308
Iteration [  97  ]
Obj. val : 109.97838450750365, Avg. Ret : 56.8281383641822
Iteration [  98  ]
Obj. val : 93.79504345502332, Avg. Ret : 49.42945263026711
Iteration [  99  ]
Obj. val : 89.55248742227603, Avg. Ret : 56.67135340073307
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_2.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_2.csv
Iteration [  100  ]
Obj. val : 103.39419713775459, Avg. Ret : 54.06847350245798
Iteration [  101  ]
Obj. val : 82.50309511313844, Avg. Ret : 50.27806837406949
Iteration [  102  ]
Obj. val : 115.04930835067299, Avg. Ret : 54.608808361590754
Iteration [  103  ]
Obj. val : 93.9837510966739, Avg. Ret : 58.47044730865868
Iteration [  104  ]
Obj. val : 93.95843913714633, Avg. Ret : 56.30491485725889
Iteration [  105  ]
Obj. val : 93.71691234531178, Avg. Ret : 57.71896802160102
Iteration [  106  ]
Obj. val : 108.03983109052731, Avg. Ret : 55.02445135895962
Iteration [  107  ]
Obj. val : 91.786076988895, Avg. Ret : 50.37727629970501
Iteration [  108  ]
Obj. val : 98.7970853873239, Avg. Ret : 53.476842076109115
Iteration [  109  ]
Obj. val : 96.45518974506645, Avg. Ret : 56.11996508784426
Iteration [  110  ]
Obj. val : 98.95234864140693, Avg. Ret : 48.43864924335918
Iteration [  111  ]
Obj. val : 110.24623885790048, Avg. Ret : 56.65841523250887
Iteration [  112  ]
Obj. val : 98.2234790918709, Avg. Ret : 55.17127052285748
Iteration [  113  ]
Obj. val : 87.31166892863362, Avg. Ret : 49.79011355659848
Iteration [  114  ]
Obj. val : 119.58758193323763, Avg. Ret : 57.04177841130344
Iteration [  115  ]
Obj. val : 98.44216985152966, Avg. Ret : 58.50051728637505
Iteration [  116  ]
Obj. val : 82.57248927242158, Avg. Ret : 51.245577934527816
Iteration [  117  ]
Obj. val : 98.84925445478467, Avg. Ret : 57.873654605795394
Iteration [  118  ]
Obj. val : 109.76006257326455, Avg. Ret : 53.12958045664468
Iteration [  119  ]
Obj. val : 101.18358967239084, Avg. Ret : 54.81789529663858
Iteration [  120  ]
Obj. val : 107.86539118948636, Avg. Ret : 55.21297307734556
Iteration [  121  ]
Obj. val : 94.02801112031891, Avg. Ret : 54.22255470155537
Iteration [  122  ]
Obj. val : 96.21333490281246, Avg. Ret : 50.882791828307234
Iteration [  123  ]
Obj. val : 114.65591822161619, Avg. Ret : 54.55138299140822
Iteration [  124  ]
Obj. val : 96.2626558074625, Avg. Ret : 62.70653613501093
Iteration [  125  ]
Obj. val : 98.71862088273662, Avg. Ret : 51.70632551952673
Iteration [  126  ]
Obj. val : 91.74980953897267, Avg. Ret : 54.8255429518557
Iteration [  127  ]
Obj. val : 105.64033168753762, Avg. Ret : 53.46944463071779
Iteration [  128  ]
Obj. val : 103.52851535121266, Avg. Ret : 50.37643689374688
Iteration [  129  ]
Obj. val : 86.96167990994029, Avg. Ret : 56.82407428006936
Iteration [  130  ]
Obj. val : 107.98127789408208, Avg. Ret : 53.29714738422962
Iteration [  131  ]
Obj. val : 96.31439777407047, Avg. Ret : 57.755296804038025
Iteration [  132  ]
Obj. val : 87.14168177755191, Avg. Ret : 58.152238099109155
Iteration [  133  ]
Obj. val : 89.29834754416183, Avg. Ret : 55.513486289582396
Iteration [  134  ]
Obj. val : 82.33779453305912, Avg. Ret : 55.8350546438518
Iteration [  135  ]
Obj. val : 82.47281749262594, Avg. Ret : 54.777869278933814
Iteration [  136  ]
Obj. val : 93.88616764625459, Avg. Ret : 58.83173797787311
Iteration [  137  ]
Obj. val : 96.53901912242326, Avg. Ret : 52.347472117665475
Iteration [  138  ]
Obj. val : 96.45744919241424, Avg. Ret : 55.759028996531185
Iteration [  139  ]
Obj. val : 92.02268218814041, Avg. Ret : 52.774981884068026
Iteration [  140  ]
Obj. val : 89.12917664378323, Avg. Ret : 56.59896515541708
Iteration [  141  ]
Obj. val : 96.67111000582338, Avg. Ret : 59.23560788470812
Iteration [  142  ]
Obj. val : 94.1426839699436, Avg. Ret : 58.91800930549587
Iteration [  143  ]
Obj. val : 140.20680696999554, Avg. Ret : 49.566892380627245
Iteration [  144  ]
Obj. val : 96.41229172145687, Avg. Ret : 54.05114589723481
Iteration [  145  ]
Obj. val : 103.49844308032993, Avg. Ret : 55.94845338265042
Iteration [  146  ]
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checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_2.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_2.csv
Iteration [  200  ]
Obj. val : 96.43189536786048, Avg. Ret : 57.37377292565491
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checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_2.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_2.csv
Iteration [  300  ]
Obj. val : 100.7572032238022, Avg. Ret : 61.4820074024007
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Obj. val : 114.91896740208156, Avg. Ret : 59.7728060350497
Iteration [  363  ]
Obj. val : 119.77955654002679, Avg. Ret : 55.66460878602927
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Obj. val : 100.91823304331902, Avg. Ret : 58.63899252034335
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Obj. val : 109.66325218568878, Avg. Ret : 56.20703819094942
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Obj. val : 96.28399648286572, Avg. Ret : 57.15100365551836
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Obj. val : 93.9952381026323, Avg. Ret : 54.229330089878275
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Obj. val : 96.38858634330484, Avg. Ret : 56.638994803297976
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Obj. val : 117.13533715945965, Avg. Ret : 60.02577150328123
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Obj. val : 105.78693147708258, Avg. Ret : 56.24673535889306
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Obj. val : 110.45336872951884, Avg. Ret : 55.36590245393704
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Obj. val : 105.79601597723698, Avg. Ret : 55.55649342953367
Iteration [  373  ]
Obj. val : 110.40770142698258, Avg. Ret : 58.88120135478095
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Obj. val : 101.18304268906914, Avg. Ret : 59.07270409239434
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Obj. val : 114.8750506505031, Avg. Ret : 55.170545083602065
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Obj. val : 105.86596293283047, Avg. Ret : 61.47331894968718
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Obj. val : 122.05154517179, Avg. Ret : 60.16182977231883
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Obj. val : 130.93142089173355, Avg. Ret : 53.647640666981125
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Obj. val : 96.59241065588306, Avg. Ret : 59.63302728096266
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Obj. val : 138.3072253131866, Avg. Ret : 59.82907141747442
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Obj. val : 107.95200317184003, Avg. Ret : 62.05499406741592
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Obj. val : 101.18022673244434, Avg. Ret : 59.93176615523663
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Obj. val : 96.54736510339272, Avg. Ret : 54.00822725957103
Iteration [  384  ]
Obj. val : 103.50453150650634, Avg. Ret : 54.669553026097994
Iteration [  385  ]
Obj. val : 126.65548849345637, Avg. Ret : 57.037258912452735
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Obj. val : 154.26492170028988, Avg. Ret : 63.575095463649426
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Obj. val : 133.99525832975917, Avg. Ret : 57.00708056754324
Iteration [  388  ]
Obj. val : 139.9957983911408, Avg. Ret : 53.70014738551199
Iteration [  389  ]
Obj. val : 110.202026800773, Avg. Ret : 58.75523950047681
Iteration [  390  ]
Obj. val : 101.18784045150683, Avg. Ret : 59.637435173148766
Iteration [  391  ]
Obj. val : 94.21215376511088, Avg. Ret : 60.851327335452744
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Obj. val : 133.496158343205, Avg. Ret : 54.0476461032807
Iteration [  393  ]
Obj. val : 117.19434540457931, Avg. Ret : 58.0267723038717
Iteration [  394  ]
Obj. val : 105.80449367315336, Avg. Ret : 53.07696580297274
Iteration [  395  ]
Obj. val : 112.69658865512687, Avg. Ret : 54.39845205677715
Iteration [  396  ]
Obj. val : 119.71945249089245, Avg. Ret : 52.99784175061262
Iteration [  397  ]
Obj. val : 119.46890043109576, Avg. Ret : 57.522069490947295
Iteration [  398  ]
Obj. val : 107.91706671431095, Avg. Ret : 63.74139482126934
Iteration [  399  ]
Obj. val : 101.10364371324049, Avg. Ret : 60.38613772587389
checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_2.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_2.csv
Iteration [  400  ]
Obj. val : 145.432935292517, Avg. Ret : 62.40434719800605
Iteration [  401  ]
Obj. val : 140.33312428942878, Avg. Ret : 64.80749973498304
Iteration [  402  ]
Obj. val : 108.10951673451477, Avg. Ret : 51.83539122369943
Iteration [  403  ]
Obj. val : 126.07198856482214, Avg. Ret : 53.30745345337075
Iteration [  404  ]
Obj. val : 124.13865256508912, Avg. Ret : 58.99784155778303
Iteration [  405  ]
Obj. val : 105.63301791272784, Avg. Ret : 59.04629570443677
Iteration [  406  ]
Obj. val : 126.29895690077252, Avg. Ret : 56.23759468049876
Iteration [  407  ]
Obj. val : 137.7145628662746, Avg. Ret : 56.42897610492452
Iteration [  408  ]
Obj. val : 136.254230142881, Avg. Ret : 56.51587270007886
Iteration [  409  ]
Obj. val : 108.44481497592238, Avg. Ret : 57.96789311795023
Iteration [  410  ]
Obj. val : 112.44002777160682, Avg. Ret : 56.07890991491341
Iteration [  411  ]
Obj. val : 138.19190255936738, Avg. Ret : 61.328042001131095
Iteration [  412  ]
Obj. val : 101.13249687941307, Avg. Ret : 62.16932266226798
Iteration [  413  ]
Obj. val : 94.3576549024611, Avg. Ret : 63.72207325809886
Iteration [  414  ]
Obj. val : 138.2528466837481, Avg. Ret : 57.38809825567266
Iteration [  415  ]
Obj. val : 112.46721362143978, Avg. Ret : 58.514331501600644
Iteration [  416  ]
Obj. val : 123.9116883562236, Avg. Ret : 56.275809309580765
Iteration [  417  ]
Obj. val : 133.49000764195907, Avg. Ret : 55.88927833446692
Iteration [  418  ]
Obj. val : 101.1133517430743, Avg. Ret : 58.58317929834981
Iteration [  419  ]
Obj. val : 121.55996818538048, Avg. Ret : 57.76119055080313
Iteration [  420  ]
Obj. val : 112.67196731960053, Avg. Ret : 58.88084242431657
Iteration [  421  ]
Obj. val : 133.6602979274399, Avg. Ret : 61.81909226144068
Iteration [  422  ]
Obj. val : 147.05286983426046, Avg. Ret : 58.773507284021626
Iteration [  423  ]
Obj. val : 131.2816807716305, Avg. Ret : 58.912098016656046
Iteration [  424  ]
Obj. val : 117.51700973577617, Avg. Ret : 58.12208543912504
Iteration [  425  ]
Obj. val : 158.3794456663264, Avg. Ret : 57.78010483842383
Iteration [  426  ]
Obj. val : 172.406404247945, Avg. Ret : 56.1364279286902
Iteration [  427  ]
Obj. val : 103.49700180424938, Avg. Ret : 60.41149264863179
Iteration [  428  ]
Obj. val : 115.0826780138296, Avg. Ret : 57.98872619738988
Iteration [  429  ]
Obj. val : 112.76615898336358, Avg. Ret : 55.13069031588381
Iteration [  430  ]
Obj. val : 122.0862338908691, Avg. Ret : 59.07270546163574
Iteration [  431  ]
Obj. val : 138.1937035537184, Avg. Ret : 57.33272123921363
Iteration [  432  ]
Obj. val : 138.0848134194038, Avg. Ret : 52.1542992756624
Iteration [  433  ]
Obj. val : 138.16681867931658, Avg. Ret : 58.18792816108075
Iteration [  434  ]
Obj. val : 142.45435929055475, Avg. Ret : 55.59856341303777
Iteration [  435  ]
Obj. val : 126.65607734836459, Avg. Ret : 61.338215590618255
Iteration [  436  ]
Obj. val : 126.48191675582584, Avg. Ret : 53.54584091492302
Iteration [  437  ]
Obj. val : 117.41518726003841, Avg. Ret : 57.778329704755045
Iteration [  438  ]
Obj. val : 131.21925529674252, Avg. Ret : 58.15574249193778
Iteration [  439  ]
Obj. val : 142.19890716554147, Avg. Ret : 55.38348229980577
Iteration [  440  ]
Obj. val : 140.28430860009843, Avg. Ret : 51.98834236132257
Iteration [  441  ]
Obj. val : 140.84248653993984, Avg. Ret : 58.73721406940695
Iteration [  442  ]
Obj. val : 126.71327062562398, Avg. Ret : 57.74191930677389
Iteration [  443  ]
Obj. val : 144.770551799512, Avg. Ret : 57.94981327329976
Iteration [  444  ]
Obj. val : 160.9879235801759, Avg. Ret : 54.79672403561406
Iteration [  445  ]
Obj. val : 117.58619591759037, Avg. Ret : 57.18507420332601
Iteration [  446  ]
Obj. val : 142.75914718055577, Avg. Ret : 51.41994446805965
Iteration [  447  ]
Obj. val : 142.09092445033713, Avg. Ret : 57.726455263583354
Iteration [  448  ]
Obj. val : 121.99719450933398, Avg. Ret : 54.425688752015255
Iteration [  449  ]
Obj. val : 133.56626785397867, Avg. Ret : 56.41353260043347
Iteration [  450  ]
Obj. val : 156.58198207788277, Avg. Ret : 54.6300381186709
Iteration [  451  ]
Obj. val : 142.64126464045762, Avg. Ret : 54.203233581039356
Iteration [  452  ]
Obj. val : 130.98530355667887, Avg. Ret : 56.12649673780367
Iteration [  453  ]
Obj. val : 126.66485079963044, Avg. Ret : 62.975560052487225
Iteration [  454  ]
Obj. val : 131.26505825377762, Avg. Ret : 54.02106221996883
Iteration [  455  ]
Obj. val : 133.63398114971517, Avg. Ret : 57.76502277117837
Iteration [  456  ]
Obj. val : 128.95395518131843, Avg. Ret : 56.418748941121045
Iteration [  457  ]
Obj. val : 133.57774300156206, Avg. Ret : 54.97348903658314
Iteration [  458  ]
Obj. val : 128.94123674608255, Avg. Ret : 59.58340970521602
Iteration [  459  ]
Obj. val : 181.85849010809224, Avg. Ret : 61.672568475315856
Iteration [  460  ]
Obj. val : 156.82715549490615, Avg. Ret : 58.13441770523966
Iteration [  461  ]
Obj. val : 122.15036842234394, Avg. Ret : 56.48419949170917
Iteration [  462  ]
Obj. val : 158.70203077621585, Avg. Ret : 57.78181037643507
Iteration [  463  ]
Obj. val : 154.4931624644268, Avg. Ret : 55.58002908607252
Iteration [  464  ]
Obj. val : 135.93398249885252, Avg. Ret : 58.077358380820996
Iteration [  465  ]
Obj. val : 145.22106990553058, Avg. Ret : 57.99687629255744
Iteration [  466  ]
Obj. val : 158.65847280599223, Avg. Ret : 61.88135497331892
Iteration [  467  ]
Obj. val : 131.2506177380196, Avg. Ret : 56.32142104400693
Iteration [  468  ]
Obj. val : 156.63624554800023, Avg. Ret : 54.38392184969509
Iteration [  469  ]
Obj. val : 149.72403535862304, Avg. Ret : 61.72513620902412
Iteration [  470  ]
Obj. val : 149.49010839071772, Avg. Ret : 53.31781071424309
Iteration [  471  ]
Obj. val : 188.59161080716706, Avg. Ret : 56.90642530386165
Iteration [  472  ]
Obj. val : 138.43442676300978, Avg. Ret : 51.26970965673304
Iteration [  473  ]
Obj. val : 131.31556672570798, Avg. Ret : 63.92544651381422
Iteration [  474  ]
Obj. val : 142.8108597538136, Avg. Ret : 63.41642704436009
Iteration [  475  ]
Obj. val : 149.6689419947013, Avg. Ret : 54.48313965774453
Iteration [  476  ]
Obj. val : 140.634641419597, Avg. Ret : 54.07070461190807
Iteration [  477  ]
Obj. val : 122.0041745210818, Avg. Ret : 50.75722930929092
Iteration [  478  ]
Obj. val : 133.92165723381095, Avg. Ret : 59.81035339946261
Iteration [  479  ]
Obj. val : 142.79602332925253, Avg. Ret : 60.60809345706286
Iteration [  480  ]
Obj. val : 136.21419402084734, Avg. Ret : 55.8789753979581
Iteration [  481  ]
Obj. val : 133.87476930676, Avg. Ret : 56.34145720093729
Iteration [  482  ]
Obj. val : 135.86877482953068, Avg. Ret : 52.922550681393325
Iteration [  483  ]
Obj. val : 131.02545922171353, Avg. Ret : 58.51911501197347
Iteration [  484  ]
Obj. val : 133.1091544833216, Avg. Ret : 61.51952991704423
Iteration [  485  ]
Obj. val : 197.88745425927016, Avg. Ret : 60.543701821783294
Iteration [  486  ]
Obj. val : 121.81767038227665, Avg. Ret : 59.062588934826984
Iteration [  487  ]
Obj. val : 135.9940549737222, Avg. Ret : 57.95113489628213
Iteration [  488  ]
Obj. val : 149.45594398492298, Avg. Ret : 58.611774489854376
Iteration [  489  ]
Obj. val : 179.48740330197145, Avg. Ret : 59.285001823324876
Iteration [  490  ]
Obj. val : 136.29051124850287, Avg. Ret : 56.52170435024757
Iteration [  491  ]
Obj. val : 144.99494712878385, Avg. Ret : 53.84880298260663
Iteration [  492  ]
Obj. val : 159.04928574447393, Avg. Ret : 55.89453858969852
Iteration [  493  ]
Obj. val : 128.9205102777821, Avg. Ret : 61.7589697094317
Iteration [  494  ]
Obj. val : 129.08531648692644, Avg. Ret : 56.61076896622248
Iteration [  495  ]
Obj. val : 140.10800627032134, Avg. Ret : 59.99514914830732
Iteration [  496  ]
Obj. val : 112.7586838795641, Avg. Ret : 52.13327746377654
Iteration [  497  ]
Obj. val : 157.62975520869375, Avg. Ret : 55.09176252448486
Iteration [  498  ]
Obj. val : 130.8105889680595, Avg. Ret : 59.23574404589437
Iteration [  499  ]
Obj. val : 147.18016241555222, Avg. Ret : 57.9259386177526
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_2.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_2.csv
batch = 3
inside iterator
Iteration [  0  ]
Obj. val : 77.69254909174566, Avg. Ret : 42.53656343172195
Iteration [  1  ]
Obj. val : 86.76764126441061, Avg. Ret : 41.014329617784014
Iteration [  2  ]
Obj. val : 91.50531244802798, Avg. Ret : 42.13691653694528
Iteration [  3  ]
Obj. val : 82.56232333717963, Avg. Ret : 42.80921697692766
Iteration [  4  ]
Obj. val : 80.08731720101093, Avg. Ret : 42.87619741393054
Iteration [  5  ]
Obj. val : 84.63278331746015, Avg. Ret : 42.52480670247997
Iteration [  6  ]
Obj. val : 82.47387901781191, Avg. Ret : 42.50043464726659
Iteration [  7  ]
Obj. val : 86.95629167869305, Avg. Ret : 42.24309301885211
Iteration [  8  ]
Obj. val : 77.75247999057922, Avg. Ret : 38.861801576924634
Iteration [  9  ]
Obj. val : 91.4035592239548, Avg. Ret : 39.94441727499151
Iteration [  10  ]
Obj. val : 80.18291570851586, Avg. Ret : 44.96458735238629
Iteration [  11  ]
Obj. val : 73.26485075566958, Avg. Ret : 43.4552624482004
Iteration [  12  ]
Obj. val : 84.85984158408979, Avg. Ret : 40.01501387646054
Iteration [  13  ]
Obj. val : 91.88315908700795, Avg. Ret : 42.72747493157597
Iteration [  14  ]
Obj. val : 80.12642760774406, Avg. Ret : 43.04292714400906
Iteration [  15  ]
Obj. val : 91.63980942770931, Avg. Ret : 41.57059673320137
Iteration [  16  ]
Obj. val : 86.75789242548036, Avg. Ret : 43.10084338472982
Iteration [  17  ]
Obj. val : 87.0140038468014, Avg. Ret : 41.13750796540009
Iteration [  18  ]
Obj. val : 75.49512286894247, Avg. Ret : 42.80896364469667
Iteration [  19  ]
Obj. val : 70.56030294453092, Avg. Ret : 41.09476394152228
Iteration [  20  ]
Obj. val : 75.44930564268394, Avg. Ret : 42.563719081842194
Iteration [  21  ]
Obj. val : 84.46753659710026, Avg. Ret : 41.60025294453914
Iteration [  22  ]
Obj. val : 77.60211197472053, Avg. Ret : 41.63891530235109
Iteration [  23  ]
Obj. val : 70.78115533701329, Avg. Ret : 56.81927198627156
Iteration [  24  ]
Obj. val : 80.26162380103278, Avg. Ret : 44.74955923306874
Iteration [  25  ]
Obj. val : 87.22701439952195, Avg. Ret : 40.05496756912739
Iteration [  26  ]
Obj. val : 82.3110099430677, Avg. Ret : 42.935260776393434
Iteration [  27  ]
Obj. val : 82.25785328430625, Avg. Ret : 52.02321712992429
Iteration [  28  ]
Obj. val : 73.19827312947217, Avg. Ret : 42.484726128309624
Iteration [  29  ]
Obj. val : 68.2050643942736, Avg. Ret : 56.78341490266147
Iteration [  30  ]
Obj. val : 82.39215456808458, Avg. Ret : 44.461538032306464
Iteration [  31  ]
Obj. val : 70.82255058717169, Avg. Ret : 45.62230375429635
Iteration [  32  ]
Obj. val : 73.06695512355361, Avg. Ret : 39.95421273898391
Iteration [  33  ]
Obj. val : 72.73845545408155, Avg. Ret : 53.09042233583153
Iteration [  34  ]
Obj. val : 80.07754282642816, Avg. Ret : 49.80493657372342
Iteration [  35  ]
Obj. val : 75.37594970294957, Avg. Ret : 37.68987475824797
Iteration [  36  ]
Obj. val : 91.43951202902775, Avg. Ret : 44.00995333122095
Iteration [  37  ]
Obj. val : 84.51761569470962, Avg. Ret : 41.382137090162644
Iteration [  38  ]
Obj. val : 94.03364498420228, Avg. Ret : 42.50044574407756
Iteration [  39  ]
Obj. val : 91.06239278686897, Avg. Ret : 45.12493826459335
Iteration [  40  ]
Obj. val : 86.7286420839562, Avg. Ret : 41.55266042936943
Iteration [  41  ]
Obj. val : 103.05742161121063, Avg. Ret : 52.98575392488608
Iteration [  42  ]
Obj. val : 94.1553302207139, Avg. Ret : 38.52256515201711
Iteration [  43  ]
Obj. val : 73.01527609408294, Avg. Ret : 46.60835134948551
Iteration [  44  ]
Obj. val : 82.42316738448648, Avg. Ret : 52.55764189393086
Iteration [  45  ]
Obj. val : 80.09623218681917, Avg. Ret : 38.84459560714924
Iteration [  46  ]
Obj. val : 84.56033543574264, Avg. Ret : 47.52690189566266
Iteration [  47  ]
Obj. val : 68.33298158868135, Avg. Ret : 51.109213530151344
Iteration [  48  ]
Obj. val : 91.68059337143731, Avg. Ret : 41.97374908539281
Iteration [  49  ]
Obj. val : 77.68801240221295, Avg. Ret : 41.02867578071869
Iteration [  50  ]
Obj. val : 73.1997858719466, Avg. Ret : 50.37124499118661
Iteration [  51  ]
Obj. val : 77.95501479361334, Avg. Ret : 42.08518839760236
Iteration [  52  ]
Obj. val : 89.01681453114801, Avg. Ret : 44.15339169340047
Iteration [  53  ]
Obj. val : 77.58955529840892, Avg. Ret : 50.359868091806945
Iteration [  54  ]
Obj. val : 80.03957869760869, Avg. Ret : 43.81978234870132
Iteration [  55  ]
Obj. val : 82.22546350394322, Avg. Ret : 42.352988670292625
Iteration [  56  ]
Obj. val : 80.13120635081903, Avg. Ret : 48.45459791705523
Iteration [  57  ]
Obj. val : 77.83057298133747, Avg. Ret : 47.40251964459207
Iteration [  58  ]
Obj. val : 98.34769790768021, Avg. Ret : 46.49416724416042
Iteration [  59  ]
Obj. val : 87.03270151202527, Avg. Ret : 50.53387992281564
Iteration [  60  ]
Obj. val : 80.05962647343682, Avg. Ret : 43.67307994671972
Iteration [  61  ]
Obj. val : 91.59455916157361, Avg. Ret : 51.975914080688625
Iteration [  62  ]
Obj. val : 84.72093452538397, Avg. Ret : 51.1027075184743
Iteration [  63  ]
Obj. val : 84.61386094850837, Avg. Ret : 42.8752238507863
Iteration [  64  ]
Obj. val : 84.81615973060124, Avg. Ret : 43.90659332887626
Iteration [  65  ]
Obj. val : 110.03534204619731, Avg. Ret : 49.797031580281526
Iteration [  66  ]
Obj. val : 137.84804968925818, Avg. Ret : 52.41362248708538
Iteration [  67  ]
Obj. val : 87.31868529832913, Avg. Ret : 43.630927922137616
Iteration [  68  ]
Obj. val : 77.39066522134567, Avg. Ret : 47.147439568467455
Iteration [  69  ]
Obj. val : 75.6082006112768, Avg. Ret : 47.41012090000935
Iteration [  70  ]
Obj. val : 80.2832724399262, Avg. Ret : 42.35913366484858
Iteration [  71  ]
Obj. val : 84.92661182939955, Avg. Ret : 52.516162614570206
Iteration [  72  ]
Obj. val : 82.38702239518672, Avg. Ret : 46.390802798873764
Iteration [  73  ]
Obj. val : 84.65603135536348, Avg. Ret : 46.113925664078906
Iteration [  74  ]
Obj. val : 80.01175082871107, Avg. Ret : 47.54272261254375
Iteration [  75  ]
Obj. val : 84.90381839377358, Avg. Ret : 48.63165061456172
Iteration [  76  ]
Obj. val : 73.09467882432708, Avg. Ret : 45.50585093106305
Iteration [  77  ]
Obj. val : 94.01608551132509, Avg. Ret : 47.22917706527063
Iteration [  78  ]
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Obj. val : 100.86886590819859, Avg. Ret : 48.79818416383664
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Obj. val : 84.55517417661582, Avg. Ret : 50.51950245335651
Iteration [  99  ]
Obj. val : 82.51940943764436, Avg. Ret : 44.92410795031517
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_3.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_3.csv
Iteration [  100  ]
Obj. val : 93.85141751543274, Avg. Ret : 43.296930514947526
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Obj. val : 89.54545284361313, Avg. Ret : 48.87316709260735
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Obj. val : 94.0694634484083, Avg. Ret : 44.49425458653845
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Obj. val : 98.55979694991319, Avg. Ret : 49.546550635565055
checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_3.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_3.csv
Iteration [  200  ]
Obj. val : 98.74515583717582, Avg. Ret : 49.0380773098827
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Obj. val : 96.39368865989229, Avg. Ret : 47.9300492419749
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Obj. val : 98.6466463923715, Avg. Ret : 50.525029383129166
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Iteration [  299  ]
Obj. val : 82.13774561659024, Avg. Ret : 47.71174446701089
checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_3.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_3.csv
Iteration [  300  ]
Obj. val : 105.44279232271269, Avg. Ret : 54.995333479996916
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Obj. val : 105.65449202211232, Avg. Ret : 54.86414997557458
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Obj. val : 91.4602392741735, Avg. Ret : 46.44327477641437
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Obj. val : 96.40745992778727, Avg. Ret : 53.615185938749455
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Obj. val : 93.6544164345704, Avg. Ret : 60.577272142979794
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Obj. val : 112.33964277135044, Avg. Ret : 53.369599139027486
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Obj. val : 87.21266764434071, Avg. Ret : 50.87570829026097
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Obj. val : 107.92987540995502, Avg. Ret : 48.253109856462636
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Obj. val : 91.78876604537447, Avg. Ret : 51.68439229910322
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Obj. val : 94.20008396466234, Avg. Ret : 56.33924050506327
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Obj. val : 98.61261069016032, Avg. Ret : 54.03021258503685
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Obj. val : 96.34145567241015, Avg. Ret : 50.88147884188102
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Obj. val : 103.18217676826384, Avg. Ret : 53.812952394544446
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Obj. val : 82.52946614253942, Avg. Ret : 52.95382608709415
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Obj. val : 91.66056877546166, Avg. Ret : 53.64247147364897
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Obj. val : 93.88781395473522, Avg. Ret : 56.63171583960596
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Obj. val : 91.92969922948834, Avg. Ret : 50.44176616120773
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Obj. val : 119.71536397250375, Avg. Ret : 53.692948120929984
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Obj. val : 82.644263005962, Avg. Ret : 58.11781830630223
Iteration [  395  ]
Obj. val : 108.10568668646988, Avg. Ret : 49.39806024759901
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Obj. val : 89.5448247042494, Avg. Ret : 54.33817795188551
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Obj. val : 117.15443911948715, Avg. Ret : 54.5956077662376
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Obj. val : 89.43963641340818, Avg. Ret : 50.548592025771896
Iteration [  399  ]
Obj. val : 89.40372696645579, Avg. Ret : 56.828919298832574
checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_3.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_3.csv
Iteration [  400  ]
Obj. val : 108.03316401699716, Avg. Ret : 54.06516007340718
Iteration [  401  ]
Obj. val : 96.40536420599135, Avg. Ret : 54.97488419027238
Iteration [  402  ]
Obj. val : 98.5032781817485, Avg. Ret : 56.99248031637144
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Obj. val : 95.9288801488988, Avg. Ret : 54.22176707037986
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Obj. val : 107.8033010158416, Avg. Ret : 50.302819697078384
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Obj. val : 105.57997520851481, Avg. Ret : 56.828223180772774
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Obj. val : 98.76480724701341, Avg. Ret : 54.0524053647832
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Obj. val : 98.60846517696777, Avg. Ret : 51.83834595298172
Iteration [  408  ]
Obj. val : 103.40444062098143, Avg. Ret : 54.02103647836781
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Obj. val : 98.76837760488748, Avg. Ret : 53.269933432765065
Iteration [  410  ]
Obj. val : 87.17979076020991, Avg. Ret : 53.996956222570425
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Obj. val : 107.93128188319363, Avg. Ret : 53.046308907690374
Iteration [  412  ]
Obj. val : 110.07007742184103, Avg. Ret : 56.85215054364481
Iteration [  413  ]
Obj. val : 93.9441743363932, Avg. Ret : 48.74592120685821
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Obj. val : 98.84842664849756, Avg. Ret : 54.991576949155316
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Obj. val : 105.7464726366388, Avg. Ret : 54.39010504773633
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Obj. val : 94.25397746424916, Avg. Ret : 50.14823014538713
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Obj. val : 98.6654545436913, Avg. Ret : 54.41602012438964
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Obj. val : 105.33247729699697, Avg. Ret : 55.013992382367725
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Obj. val : 114.83105031988575, Avg. Ret : 52.14225300992121
Iteration [  421  ]
Obj. val : 94.15342693203648, Avg. Ret : 57.60050156813911
Iteration [  422  ]
Obj. val : 96.14354453904843, Avg. Ret : 58.41642045592263
Iteration [  423  ]
Obj. val : 84.81720480671227, Avg. Ret : 51.29617993919319
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Obj. val : 89.57555464883569, Avg. Ret : 56.42933436572233
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Obj. val : 110.36805797057454, Avg. Ret : 52.75126710440365
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Obj. val : 96.42015184503589, Avg. Ret : 55.31684423096105
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Iteration [  442  ]
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Iteration [  445  ]
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Iteration [  451  ]
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Iteration [  455  ]
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Iteration [  458  ]
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Iteration [  460  ]
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Iteration [  461  ]
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Iteration [  462  ]
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Iteration [  463  ]
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Iteration [  466  ]
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Iteration [  467  ]
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Iteration [  469  ]
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Iteration [  473  ]
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Iteration [  475  ]
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Iteration [  477  ]
Obj. val : 105.64815130454019, Avg. Ret : 52.015536313664455
Iteration [  478  ]
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Iteration [  479  ]
Obj. val : 103.16084150850281, Avg. Ret : 58.75068402294333
Iteration [  480  ]
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Iteration [  481  ]
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Iteration [  482  ]
Obj. val : 105.5992562229244, Avg. Ret : 57.31869505486495
Iteration [  483  ]
Obj. val : 89.60419812017379, Avg. Ret : 56.435865483351655
Iteration [  484  ]
Obj. val : 86.78587518585812, Avg. Ret : 51.07592892055193
Iteration [  485  ]
Obj. val : 100.35485258588031, Avg. Ret : 49.72298318087123
Iteration [  486  ]
Obj. val : 94.13534155302456, Avg. Ret : 60.34212486463999
Iteration [  487  ]
Obj. val : 110.46396871902238, Avg. Ret : 49.250701380460086
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Obj. val : 89.1615399303429, Avg. Ret : 53.3786739746863
Iteration [  489  ]
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Iteration [  490  ]
Obj. val : 84.64393920792084, Avg. Ret : 52.593254675399486
Iteration [  491  ]
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Iteration [  492  ]
Obj. val : 103.30939745776567, Avg. Ret : 56.664524208209265
Iteration [  493  ]
Obj. val : 96.47541644721558, Avg. Ret : 57.62683149158916
Iteration [  494  ]
Obj. val : 87.2525366746934, Avg. Ret : 56.1909950906644
Iteration [  495  ]
Obj. val : 98.50895501934528, Avg. Ret : 54.38292908970736
Iteration [  496  ]
Obj. val : 103.25552938762033, Avg. Ret : 56.25190458364673
Iteration [  497  ]
Obj. val : 94.1562240564509, Avg. Ret : 53.61000542411626
Iteration [  498  ]
Obj. val : 93.82898854817297, Avg. Ret : 55.56155385306195
Iteration [  499  ]
Obj. val : 96.39738874892427, Avg. Ret : 53.68401509269384
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_3.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_3.csv
batch = 4
inside iterator
Iteration [  0  ]
Obj. val : 82.406854733383, Avg. Ret : 55.34095098136196
Iteration [  1  ]
Obj. val : 98.30804055906768, Avg. Ret : 56.69191553392595
Iteration [  2  ]
Obj. val : 89.37969752605166, Avg. Ret : 50.500560349034046
Iteration [  3  ]
Obj. val : 98.46332699216924, Avg. Ret : 59.273213047112975
Iteration [  4  ]
Obj. val : 91.74491746821643, Avg. Ret : 59.238895650869324
Iteration [  5  ]
Obj. val : 77.7120078847222, Avg. Ret : 54.82085015624497
Iteration [  6  ]
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checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_4.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_4.csv
Iteration [  100  ]
Obj. val : 98.63630401357995, Avg. Ret : 52.94865239367667
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Obj. val : 82.54259478323519, Avg. Ret : 50.48641509375015
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Iteration [  199  ]
Obj. val : 112.69514331450543, Avg. Ret : 52.043955940982904
checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_4.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_4.csv
Iteration [  200  ]
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Obj. val : 115.24250886468079, Avg. Ret : 63.168830657488726
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Obj. val : 131.52260832850865, Avg. Ret : 59.78344368436437
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Obj. val : 105.75501161868989, Avg. Ret : 64.14488968625012
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Obj. val : 122.19499894595381, Avg. Ret : 60.556211518996115
checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_4.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_4.csv
Iteration [  300  ]
Obj. val : 112.84605736079945, Avg. Ret : 60.36964610750923
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Obj. val : 114.90723208828388, Avg. Ret : 58.297162697990295
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Obj. val : 138.29035666610224, Avg. Ret : 54.79271089508623
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Obj. val : 133.56247124338154, Avg. Ret : 60.63224421326136
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Obj. val : 154.48138848256465, Avg. Ret : 65.56194410019022
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Obj. val : 126.50803444003924, Avg. Ret : 55.77857559546618
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Obj. val : 115.07299785646869, Avg. Ret : 62.60412898928864
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Obj. val : 142.85979576628222, Avg. Ret : 62.86132030695005
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Obj. val : 98.88464637205868, Avg. Ret : 58.82877568944056
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Obj. val : 128.86752562266025, Avg. Ret : 62.557245540776684
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Iteration [  399  ]
Obj. val : 108.14913555431032, Avg. Ret : 62.988344141441196
checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_4.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_4.csv
Iteration [  400  ]
Obj. val : 154.45012367309255, Avg. Ret : 62.77447912134029
Iteration [  401  ]
Obj. val : 154.55332310203394, Avg. Ret : 56.489649078380225
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Obj. val : 170.17501592231775, Avg. Ret : 69.70924666095794
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Obj. val : 156.17309862243889, Avg. Ret : 62.270788381420886
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Obj. val : 126.49541594327393, Avg. Ret : 72.61595919729751
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Obj. val : 138.03019765691226, Avg. Ret : 68.7651856094171
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Obj. val : 177.10810269383498, Avg. Ret : 58.32093511234033
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Obj. val : 112.47877437593009, Avg. Ret : 54.42869849002002
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Obj. val : 159.08594317666243, Avg. Ret : 61.12036595772763
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Iteration [  416  ]
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Obj. val : 142.97826272255955, Avg. Ret : 62.815079584115566
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Obj. val : 124.00898584911377, Avg. Ret : 62.35747420502684
Iteration [  439  ]
Obj. val : 136.03163451854795, Avg. Ret : 63.06873361585299
Iteration [  440  ]
Obj. val : 112.67917061964009, Avg. Ret : 59.275495066366105
Iteration [  441  ]
Obj. val : 117.39629218441057, Avg. Ret : 61.67107005421265
Iteration [  442  ]
Obj. val : 131.46227612586358, Avg. Ret : 59.08368322499826
Iteration [  443  ]
Obj. val : 119.75990439492895, Avg. Ret : 57.2630291414027
Iteration [  444  ]
Obj. val : 124.56111034037296, Avg. Ret : 65.42319291061173
Iteration [  445  ]
Obj. val : 138.12110364436347, Avg. Ret : 66.6830331040246
Iteration [  446  ]
Obj. val : 150.12399943100817, Avg. Ret : 63.150710342218034
Iteration [  447  ]
Obj. val : 117.5603637600008, Avg. Ret : 68.39871710933363
Iteration [  448  ]
Obj. val : 151.96101682659852, Avg. Ret : 71.85872916381179
Iteration [  449  ]
Obj. val : 103.41115789169847, Avg. Ret : 58.72307217760685
Iteration [  450  ]
Obj. val : 128.87545428258872, Avg. Ret : 69.24015127770181
Iteration [  451  ]
Obj. val : 119.97465266268779, Avg. Ret : 62.52393855743483
Iteration [  452  ]
Obj. val : 142.78536775013174, Avg. Ret : 61.462707425718854
Iteration [  453  ]
Obj. val : 110.50343922051663, Avg. Ret : 69.42383628243941
Iteration [  454  ]
Obj. val : 142.71142060286527, Avg. Ret : 68.245118150341
Iteration [  455  ]
Obj. val : 138.38952119044876, Avg. Ret : 61.89181882911635
Iteration [  456  ]
Obj. val : 147.21110081925679, Avg. Ret : 65.95971477681773
Iteration [  457  ]
Obj. val : 105.83680548855595, Avg. Ret : 64.61635096301478
Iteration [  458  ]
Obj. val : 145.23742049764004, Avg. Ret : 57.760441461873725
Iteration [  459  ]
Obj. val : 142.93776939671184, Avg. Ret : 67.45957496252065
Iteration [  460  ]
Obj. val : 122.0057002397198, Avg. Ret : 65.01212393522236
Iteration [  461  ]
Obj. val : 140.4476975719403, Avg. Ret : 60.2339380078677
Iteration [  462  ]
Obj. val : 129.3641514883635, Avg. Ret : 67.77762422030399
Iteration [  463  ]
Obj. val : 122.10472989513437, Avg. Ret : 64.86088411952663
Iteration [  464  ]
Obj. val : 154.0805900502889, Avg. Ret : 57.423378745185644
Iteration [  465  ]
Obj. val : 164.02584986753604, Avg. Ret : 64.75749324293868
Iteration [  466  ]
Obj. val : 128.68796370207087, Avg. Ret : 67.11287594060973
Iteration [  467  ]
Obj. val : 142.7438606248211, Avg. Ret : 66.31159072864413
Iteration [  468  ]
Obj. val : 149.86434596739952, Avg. Ret : 66.92395965031358
Iteration [  469  ]
Obj. val : 117.23852853410185, Avg. Ret : 72.33627311352558
Iteration [  470  ]
Obj. val : 101.14045984516405, Avg. Ret : 62.11480490945096
Iteration [  471  ]
Obj. val : 119.47361698616587, Avg. Ret : 63.169291268542274
Iteration [  472  ]
Obj. val : 150.0185262459656, Avg. Ret : 72.3069975702077
Iteration [  473  ]
Obj. val : 145.14121506429814, Avg. Ret : 60.57909776455903
Iteration [  474  ]
Obj. val : 124.3081630562033, Avg. Ret : 68.54710124311718
Iteration [  475  ]
Obj. val : 138.2415540148156, Avg. Ret : 68.18003332971885
Iteration [  476  ]
Obj. val : 124.24480168393427, Avg. Ret : 60.03383584134317
Iteration [  477  ]
Obj. val : 138.14348570873472, Avg. Ret : 71.16359417689256
Iteration [  478  ]
Obj. val : 115.12323373116718, Avg. Ret : 71.23320321931415
Iteration [  479  ]
Obj. val : 138.31884340058656, Avg. Ret : 61.976844428025814
Iteration [  480  ]
Obj. val : 122.02614273477958, Avg. Ret : 70.58073877359014
Iteration [  481  ]
Obj. val : 149.45873628204123, Avg. Ret : 65.41589262688878
Iteration [  482  ]
Obj. val : 145.13271716235118, Avg. Ret : 62.03912512969882
Iteration [  483  ]
Obj. val : 124.30233359467705, Avg. Ret : 64.0873129855112
Iteration [  484  ]
Obj. val : 143.1037370401315, Avg. Ret : 72.13278976777056
Iteration [  485  ]
Obj. val : 144.84421151556802, Avg. Ret : 65.18309276879526
Iteration [  486  ]
Obj. val : 144.68311419922964, Avg. Ret : 73.89221882480008
Iteration [  487  ]
Obj. val : 135.64410190274668, Avg. Ret : 66.3598176317263
Iteration [  488  ]
Obj. val : 128.94215874895764, Avg. Ret : 65.17735068040298
Iteration [  489  ]
Obj. val : 135.71486242168288, Avg. Ret : 66.16267421830858
Iteration [  490  ]
Obj. val : 170.18798776308296, Avg. Ret : 60.0732390998958
Iteration [  491  ]
Obj. val : 130.8868884000699, Avg. Ret : 62.21798590053065
Iteration [  492  ]
Obj. val : 138.47871998512565, Avg. Ret : 70.94739652421319
Iteration [  493  ]
Obj. val : 133.6329768989952, Avg. Ret : 68.15118352823443
Iteration [  494  ]
Obj. val : 119.65136393115992, Avg. Ret : 58.83609865403512
Iteration [  495  ]
Obj. val : 133.36077739172146, Avg. Ret : 61.880575326568334
Iteration [  496  ]
Obj. val : 163.25616722601603, Avg. Ret : 66.1197834713008
Iteration [  497  ]
Obj. val : 124.26648954959818, Avg. Ret : 57.220902509381546
Iteration [  498  ]
Obj. val : 147.53012727118283, Avg. Ret : 62.80185077802662
Iteration [  499  ]
Obj. val : 117.21070995698224, Avg. Ret : 67.22480114368116
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_4.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_4.csv
batch = 5
inside iterator
Iteration [  0  ]
Obj. val : 82.53342162729228, Avg. Ret : 52.33503819560934
Iteration [  1  ]
Obj. val : 86.85997616831261, Avg. Ret : 48.073080512530176
Iteration [  2  ]
Obj. val : 77.73086308743655, Avg. Ret : 44.79931934074358
Iteration [  3  ]
Obj. val : 91.71680723768128, Avg. Ret : 46.80497288563445
Iteration [  4  ]
Obj. val : 86.84122636580665, Avg. Ret : 43.44529470226699
Iteration [  5  ]
Obj. val : 89.56906078619326, Avg. Ret : 45.854925001686226
Iteration [  6  ]
Obj. val : 77.62508798599141, Avg. Ret : 48.50747762778198
Iteration [  7  ]
Obj. val : 91.67621641660051, Avg. Ret : 44.82033063092806
Iteration [  8  ]
Obj. val : 89.50357041356106, Avg. Ret : 48.0796470486636
Iteration [  9  ]
Obj. val : 91.74689583350536, Avg. Ret : 46.086709562948585
Iteration [  10  ]
Obj. val : 85.05845526279131, Avg. Ret : 46.55564665282568
Iteration [  11  ]
Obj. val : 87.16200909066477, Avg. Ret : 46.441625177564354
Iteration [  12  ]
Obj. val : 94.24758514205834, Avg. Ret : 46.773327079309766
Iteration [  13  ]
Obj. val : 89.50709421128724, Avg. Ret : 46.948089463111636
Iteration [  14  ]
Obj. val : 87.0830531661427, Avg. Ret : 46.324111760723426
Iteration [  15  ]
Obj. val : 75.37537073388057, Avg. Ret : 49.40094585170666
Iteration [  16  ]
Obj. val : 100.87194698305038, Avg. Ret : 48.57029872048708
Iteration [  17  ]
Obj. val : 96.28063529078632, Avg. Ret : 49.10683249671026
Iteration [  18  ]
Obj. val : 89.39321067597098, Avg. Ret : 46.246779638276806
Iteration [  19  ]
Obj. val : 86.68132402413204, Avg. Ret : 44.59437452654055
Iteration [  20  ]
Obj. val : 89.30610993191641, Avg. Ret : 45.15116042010151
Iteration [  21  ]
Obj. val : 82.05746436776509, Avg. Ret : 46.062728854949235
Iteration [  22  ]
Obj. val : 80.0122786493635, Avg. Ret : 63.31256446920077
Iteration [  23  ]
Obj. val : 103.2739941536407, Avg. Ret : 39.17835372235547
Iteration [  24  ]
Obj. val : 96.48704132558876, Avg. Ret : 47.00424893023974
Iteration [  25  ]
Obj. val : 80.11347500004763, Avg. Ret : 55.316233323509465
Iteration [  26  ]
Obj. val : 89.56578032015858, Avg. Ret : 40.84259809820815
Iteration [  27  ]
Obj. val : 82.46714877896349, Avg. Ret : 62.6836803932668
Iteration [  28  ]
Obj. val : 87.2061783987695, Avg. Ret : 43.93698349022867
Iteration [  29  ]
Obj. val : 91.67328386020458, Avg. Ret : 48.674139034176214
Iteration [  30  ]
Obj. val : 91.67764038264139, Avg. Ret : 46.22749261742928
Iteration [  31  ]
Obj. val : 91.74257663678577, Avg. Ret : 61.24548703699691
Iteration [  32  ]
Obj. val : 89.49945547801941, Avg. Ret : 53.264970706294065
Iteration [  33  ]
Obj. val : 75.4214973481003, Avg. Ret : 39.58918482261201
Iteration [  34  ]
Obj. val : 91.57397745143233, Avg. Ret : 39.74635760080497
Iteration [  35  ]
Obj. val : 89.39851828655702, Avg. Ret : 46.58284442459948
Iteration [  36  ]
Obj. val : 68.74857478726491, Avg. Ret : 41.525869183428746
Iteration [  37  ]
Obj. val : 96.42777457334921, Avg. Ret : 57.38482804949591
Iteration [  38  ]
Obj. val : 100.56912709865477, Avg. Ret : 43.742748389830986
Iteration [  39  ]
Obj. val : 89.51523865544806, Avg. Ret : 57.96257232165011
Iteration [  40  ]
Obj. val : 94.08657047623483, Avg. Ret : 41.96240778895239
Iteration [  41  ]
Obj. val : 82.47051763784732, Avg. Ret : 52.15757025705976
Iteration [  42  ]
Obj. val : 80.11391170569544, Avg. Ret : 51.4828156358361
Iteration [  43  ]
Obj. val : 80.15646522077114, Avg. Ret : 42.71859556166405
Iteration [  44  ]
Obj. val : 87.15694102303068, Avg. Ret : 48.125911626951165
Iteration [  45  ]
Obj. val : 91.33331985151486, Avg. Ret : 50.506035823855626
Iteration [  46  ]
Obj. val : 89.50361581802403, Avg. Ret : 48.2396741632597
Iteration [  47  ]
Obj. val : 77.60628200020767, Avg. Ret : 51.2729109887546
Iteration [  48  ]
Obj. val : 89.0150205059097, Avg. Ret : 45.89777159873506
Iteration [  49  ]
Obj. val : 87.16118750384356, Avg. Ret : 47.568348318324404
Iteration [  50  ]
Obj. val : 93.9352438099746, Avg. Ret : 48.828631883305974
Iteration [  51  ]
Obj. val : 87.13917336737214, Avg. Ret : 46.13404080277324
Iteration [  52  ]
Obj. val : 82.47141764197198, Avg. Ret : 47.56352476364856
Iteration [  53  ]
Obj. val : 75.53862177958887, Avg. Ret : 51.84393537573329
Iteration [  54  ]
Obj. val : 82.14168025342858, Avg. Ret : 48.055335849688
Iteration [  55  ]
Obj. val : 84.7917554424793, Avg. Ret : 45.01709121260739
Iteration [  56  ]
Obj. val : 101.06390335971457, Avg. Ret : 48.45584906998482
Iteration [  57  ]
Obj. val : 87.24494907848278, Avg. Ret : 49.206375939942994
Iteration [  58  ]
Obj. val : 94.04579052624982, Avg. Ret : 45.822502999220085
Iteration [  59  ]
Obj. val : 77.61467841679487, Avg. Ret : 54.093637349503105
Iteration [  60  ]
Obj. val : 80.03545966425627, Avg. Ret : 50.83306512182933
Iteration [  61  ]
Obj. val : 82.62486911879061, Avg. Ret : 48.806906210352345
Iteration [  62  ]
Obj. val : 80.15042339339087, Avg. Ret : 49.42320995072977
Iteration [  63  ]
Obj. val : 82.19976555552718, Avg. Ret : 51.06311587357083
Iteration [  64  ]
Obj. val : 82.23914404554901, Avg. Ret : 46.15549829409588
Iteration [  65  ]
Obj. val : 108.00498291680816, Avg. Ret : 52.5299594105662
Iteration [  66  ]
Obj. val : 93.98460775774636, Avg. Ret : 48.980365528472994
Iteration [  67  ]
Obj. val : 91.79433642819839, Avg. Ret : 49.57491158357909
Iteration [  68  ]
Obj. val : 119.13455018526707, Avg. Ret : 52.40492594946535
Iteration [  69  ]
Obj. val : 100.91054299364612, Avg. Ret : 46.8251781613333
Iteration [  70  ]
Obj. val : 104.66850568274832, Avg. Ret : 50.14588007618692
Iteration [  71  ]
Obj. val : 77.82213399526967, Avg. Ret : 52.792358550679744
Iteration [  72  ]
Obj. val : 84.45780411263024, Avg. Ret : 46.73430336857668
Iteration [  73  ]
Obj. val : 98.60494690187807, Avg. Ret : 53.43242256970147
Iteration [  74  ]
Obj. val : 86.78547288501358, Avg. Ret : 52.08834742451012
Iteration [  75  ]
Obj. val : 84.76366859868162, Avg. Ret : 45.04042662143053
Iteration [  76  ]
Obj. val : 98.13136468623046, Avg. Ret : 51.58105335695059
Iteration [  77  ]
Obj. val : 77.91963132578915, Avg. Ret : 51.890392911718735
Iteration [  78  ]
Obj. val : 91.53621192633288, Avg. Ret : 49.568022213727346
Iteration [  79  ]
Obj. val : 82.31946181238266, Avg. Ret : 51.64845852933395
Iteration [  80  ]
Obj. val : 84.69322217726204, Avg. Ret : 49.841076914891154
Iteration [  81  ]
Obj. val : 107.88092579800553, Avg. Ret : 47.72768134921489
Iteration [  82  ]
Obj. val : 80.18327883922626, Avg. Ret : 51.69722715116842
Iteration [  83  ]
Obj. val : 84.70449330431327, Avg. Ret : 51.29133183392605
Iteration [  84  ]
Obj. val : 84.87891015587228, Avg. Ret : 46.44965335082948
Iteration [  85  ]
Obj. val : 87.17851371280585, Avg. Ret : 47.71061744789108
Iteration [  86  ]
Obj. val : 110.36011815250083, Avg. Ret : 50.73085968840282
Iteration [  87  ]
Obj. val : 82.8434702972408, Avg. Ret : 44.53385862735928
Iteration [  88  ]
Obj. val : 84.74009758005295, Avg. Ret : 54.00902336198772
Iteration [  89  ]
Obj. val : 82.40236381852331, Avg. Ret : 49.76700869564141
Iteration [  90  ]
Obj. val : 89.55060968205528, Avg. Ret : 50.52751111980082
Iteration [  91  ]
Obj. val : 103.27165737927808, Avg. Ret : 45.9397243706317
Iteration [  92  ]
Obj. val : 98.85160895797918, Avg. Ret : 53.112675757500654
Iteration [  93  ]
Obj. val : 96.4983841095217, Avg. Ret : 55.57816562996177
Iteration [  94  ]
Obj. val : 87.19220455735456, Avg. Ret : 54.24021800954081
Iteration [  95  ]
Obj. val : 77.6281426439032, Avg. Ret : 52.16843007284459
Iteration [  96  ]
Obj. val : 77.69137967176538, Avg. Ret : 52.099645898128344
Iteration [  97  ]
Obj. val : 77.69577176498288, Avg. Ret : 48.088636983831584
Iteration [  98  ]
Obj. val : 86.99052117189828, Avg. Ret : 51.44574223857552
Iteration [  99  ]
Obj. val : 95.94009472982698, Avg. Ret : 45.739525691810975
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_5.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_5.csv
Iteration [  100  ]
Obj. val : 88.88465112719737, Avg. Ret : 48.31222892200907
Iteration [  101  ]
Obj. val : 87.11315560537295, Avg. Ret : 51.76479627592028
Iteration [  102  ]
Obj. val : 96.52444420473557, Avg. Ret : 46.693086611890614
Iteration [  103  ]
Obj. val : 82.34112969504783, Avg. Ret : 51.539997280593695
Iteration [  104  ]
Obj. val : 75.56020069364627, Avg. Ret : 51.305261139986094
Iteration [  105  ]
Obj. val : 103.37119560111897, Avg. Ret : 53.58948369846357
Iteration [  106  ]
Obj. val : 101.12872048935557, Avg. Ret : 51.44467709159116
Iteration [  107  ]
Obj. val : 84.73377907401152, Avg. Ret : 51.94308170447367
Iteration [  108  ]
Obj. val : 98.86311742858341, Avg. Ret : 54.93060111506926
Iteration [  109  ]
Obj. val : 86.79573245660393, Avg. Ret : 54.97510637647731
Iteration [  110  ]
Obj. val : 84.4488826747393, Avg. Ret : 49.96826012140427
Iteration [  111  ]
Obj. val : 91.41472646852418, Avg. Ret : 54.42559621887133
Iteration [  112  ]
Obj. val : 94.04860507044637, Avg. Ret : 53.485928441653904
Iteration [  113  ]
Obj. val : 117.2509102507347, Avg. Ret : 51.07934007174461
Iteration [  114  ]
Obj. val : 94.06936406115491, Avg. Ret : 54.730352711786644
Iteration [  115  ]
Obj. val : 87.20264516966377, Avg. Ret : 54.441607859772056
Iteration [  116  ]
Obj. val : 91.71591527622975, Avg. Ret : 49.76526334578514
Iteration [  117  ]
Obj. val : 98.4045630304995, Avg. Ret : 47.71580780679801
Iteration [  118  ]
Obj. val : 103.3439825384783, Avg. Ret : 53.88734823881712
Iteration [  119  ]
Obj. val : 96.24872862738, Avg. Ret : 51.07477240428758
Iteration [  120  ]
Obj. val : 114.83705703742297, Avg. Ret : 50.09594616032196
Iteration [  121  ]
Obj. val : 98.68998370751336, Avg. Ret : 47.02570043530262
Iteration [  122  ]
Obj. val : 80.07542195660695, Avg. Ret : 48.33429874967459
Iteration [  123  ]
Obj. val : 93.70239461206417, Avg. Ret : 49.377682096381974
Iteration [  124  ]
Obj. val : 98.81190531051828, Avg. Ret : 47.35895519406526
Iteration [  125  ]
Obj. val : 108.03876894548344, Avg. Ret : 47.130018067380085
Iteration [  126  ]
Obj. val : 117.02794611591365, Avg. Ret : 49.760712565261464
Iteration [  127  ]
Obj. val : 103.29510971326349, Avg. Ret : 54.39826079877546
Iteration [  128  ]
Obj. val : 84.62850332131616, Avg. Ret : 51.33765291030159
Iteration [  129  ]
Obj. val : 111.93842890958473, Avg. Ret : 52.92335463318338
Iteration [  130  ]
Obj. val : 103.17299355015466, Avg. Ret : 48.430735009008465
Iteration [  131  ]
Obj. val : 100.91103785208253, Avg. Ret : 51.292888272217134
Iteration [  132  ]
Obj. val : 100.85016069161492, Avg. Ret : 53.530861483322084
Iteration [  133  ]
Obj. val : 96.4701737203599, Avg. Ret : 44.77157716773649
Iteration [  134  ]
Obj. val : 89.57823762121103, Avg. Ret : 48.661466012486216
Iteration [  135  ]
Obj. val : 121.58982418298831, Avg. Ret : 54.02983176897446
Iteration [  136  ]
Obj. val : 94.17755172949722, Avg. Ret : 47.83952365263465
Iteration [  137  ]
Obj. val : 86.93856174608581, Avg. Ret : 53.49785253046546
Iteration [  138  ]
Obj. val : 110.04047341742479, Avg. Ret : 52.14005267393311
Iteration [  139  ]
Obj. val : 103.16903305830468, Avg. Ret : 49.13041710960702
Iteration [  140  ]
Obj. val : 80.22506428443833, Avg. Ret : 50.69951017360234
Iteration [  141  ]
Obj. val : 94.16078519721447, Avg. Ret : 48.05659177037178
Iteration [  142  ]
Obj. val : 91.72229748167693, Avg. Ret : 48.853079995835266
Iteration [  143  ]
Obj. val : 91.41150477568645, Avg. Ret : 47.58435326688559
Iteration [  144  ]
Obj. val : 96.3666550277247, Avg. Ret : 54.70922360652616
Iteration [  145  ]
Obj. val : 98.7688046155242, Avg. Ret : 47.59162902872562
Iteration [  146  ]
Obj. val : 114.88157831293323, Avg. Ret : 52.561139187415534
Iteration [  147  ]
Obj. val : 87.35258907146135, Avg. Ret : 56.09726251512905
Iteration [  148  ]
Obj. val : 133.51271359092112, Avg. Ret : 49.08364155140622
Iteration [  149  ]
Obj. val : 101.12429359356953, Avg. Ret : 51.41572574326129
Iteration [  150  ]
Obj. val : 91.79438320430009, Avg. Ret : 49.91316867789592
Iteration [  151  ]
Obj. val : 89.64429280624846, Avg. Ret : 58.320731094786495
Iteration [  152  ]
Obj. val : 110.40334474736258, Avg. Ret : 47.03402991205322
Iteration [  153  ]
Obj. val : 98.77631743563205, Avg. Ret : 53.09445635461591
Iteration [  154  ]
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Obj. val : 128.25437191861383, Avg. Ret : 55.508016266699855
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Obj. val : 108.02425585008444, Avg. Ret : 56.86495492123758
checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_5.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_5.csv
Iteration [  200  ]
Obj. val : 96.70180766580825, Avg. Ret : 49.1912489981754
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Obj. val : 107.92056316848816, Avg. Ret : 51.075595709664206
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Iteration [  299  ]
Obj. val : 133.79989612597672, Avg. Ret : 53.3277669308009
checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_5.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_5.csv
Iteration [  300  ]
Obj. val : 156.329710839364, Avg. Ret : 62.574694208134844
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Obj. val : 136.11208598421172, Avg. Ret : 56.524232929551864
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Obj. val : 115.25451510990717, Avg. Ret : 56.42886216379412
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Obj. val : 137.94592460864231, Avg. Ret : 63.30442542050501
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Obj. val : 147.81488664174555, Avg. Ret : 53.84205015427307
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Obj. val : 133.53395854953277, Avg. Ret : 60.714971754439006
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Obj. val : 119.65772147656025, Avg. Ret : 64.99490632653107
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Obj. val : 121.93483753789857, Avg. Ret : 52.11118548353713
Iteration [  375  ]
Obj. val : 122.08641883653621, Avg. Ret : 58.525207367544844
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Obj. val : 135.7277255771357, Avg. Ret : 62.23319885839696
Iteration [  377  ]
Obj. val : 147.48778923180032, Avg. Ret : 53.61311168801349
Iteration [  378  ]
Obj. val : 160.90748731357218, Avg. Ret : 64.3529830765262
Iteration [  379  ]
Obj. val : 152.06046397452747, Avg. Ret : 56.14583169397175
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Obj. val : 131.3823359415304, Avg. Ret : 55.49396539762651
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Obj. val : 146.8177791592538, Avg. Ret : 60.41016811737814
Iteration [  382  ]
Obj. val : 140.8389928966915, Avg. Ret : 64.39973787560508
Iteration [  383  ]
Obj. val : 154.7481511560704, Avg. Ret : 60.11419192754631
Iteration [  384  ]
Obj. val : 189.34698866360912, Avg. Ret : 64.10553869499142
Iteration [  385  ]
Obj. val : 122.02244532684088, Avg. Ret : 58.04092872534562
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Obj. val : 161.15607918939122, Avg. Ret : 55.2184235223607
Iteration [  387  ]
Obj. val : 147.38707252339768, Avg. Ret : 63.77507334432561
Iteration [  388  ]
Obj. val : 167.62457312358575, Avg. Ret : 63.20071052428431
Iteration [  389  ]
Obj. val : 161.56457932591996, Avg. Ret : 53.281675659514605
Iteration [  390  ]
Obj. val : 145.00313329468835, Avg. Ret : 61.03345952057404
Iteration [  391  ]
Obj. val : 182.7071832132898, Avg. Ret : 57.36119217771278
Iteration [  392  ]
Obj. val : 170.81039492704636, Avg. Ret : 55.52993172140447
Iteration [  393  ]
Obj. val : 147.66270409472313, Avg. Ret : 68.3592150877407
Iteration [  394  ]
Obj. val : 147.44965431777752, Avg. Ret : 64.28808401487241
Iteration [  395  ]
Obj. val : 140.53546839835553, Avg. Ret : 56.65188910288504
Iteration [  396  ]
Obj. val : 149.68346977257517, Avg. Ret : 62.849757563753656
Iteration [  397  ]
Obj. val : 158.79183390035107, Avg. Ret : 56.99190594048667
Iteration [  398  ]
Obj. val : 126.62168987453778, Avg. Ret : 59.684007266150644
Iteration [  399  ]
Obj. val : 148.04280363064223, Avg. Ret : 62.44734985669493
checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_5.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_5.csv
Iteration [  400  ]
Obj. val : 158.98673584390318, Avg. Ret : 64.25872774815544
Iteration [  401  ]
Obj. val : 143.16975190830368, Avg. Ret : 53.670139872530584
Iteration [  402  ]
Obj. val : 164.06823509028607, Avg. Ret : 69.42508270793859
Iteration [  403  ]
Obj. val : 147.30240858745327, Avg. Ret : 63.906746110460844
Iteration [  404  ]
Obj. val : 161.26370968448015, Avg. Ret : 60.98570872735186
Iteration [  405  ]
Obj. val : 156.43734482334824, Avg. Ret : 60.507469646358565
Iteration [  406  ]
Obj. val : 147.44240610219333, Avg. Ret : 68.77899855185551
Iteration [  407  ]
Obj. val : 140.73414403010662, Avg. Ret : 56.098305773141256
Iteration [  408  ]
Obj. val : 154.5298290656761, Avg. Ret : 61.18268588375239
Iteration [  409  ]
Obj. val : 181.75696482827667, Avg. Ret : 59.66460507783005
Iteration [  410  ]
Obj. val : 163.81068830920117, Avg. Ret : 54.409309721657756
Iteration [  411  ]
Obj. val : 172.6720399524334, Avg. Ret : 63.51260477250291
Iteration [  412  ]
Obj. val : 177.92618963132216, Avg. Ret : 69.27226730309842
Iteration [  413  ]
Obj. val : 128.79235257766356, Avg. Ret : 55.624401727576604
Iteration [  414  ]
Obj. val : 133.57509954441437, Avg. Ret : 57.96422558297555
Iteration [  415  ]
Obj. val : 152.181867198815, Avg. Ret : 63.68699960574674
Iteration [  416  ]
Obj. val : 154.88626638265978, Avg. Ret : 60.17024998843253
Iteration [  417  ]
Obj. val : 142.6290671834276, Avg. Ret : 65.24949399351478
Iteration [  418  ]
Obj. val : 154.03296128048075, Avg. Ret : 62.63957904982464
Iteration [  419  ]
Obj. val : 147.68573715596946, Avg. Ret : 58.68823365723477
Iteration [  420  ]
Obj. val : 145.27592710682143, Avg. Ret : 68.42853483609423
Iteration [  421  ]
Obj. val : 168.3561851490236, Avg. Ret : 63.4086594187158
Iteration [  422  ]
Obj. val : 140.84248909891244, Avg. Ret : 64.46804792527332
Iteration [  423  ]
Obj. val : 135.8440039181757, Avg. Ret : 60.00096152032266
Iteration [  424  ]
Obj. val : 116.9586642992187, Avg. Ret : 65.02441321354989
Iteration [  425  ]
Obj. val : 149.82400253427463, Avg. Ret : 58.17920434106807
Iteration [  426  ]
Obj. val : 163.7237745862205, Avg. Ret : 63.00103654919838
Iteration [  427  ]
Obj. val : 142.69674065427412, Avg. Ret : 71.04158532497132
Iteration [  428  ]
Obj. val : 166.00457086416142, Avg. Ret : 55.13319903918211
Iteration [  429  ]
Obj. val : 133.48422997693976, Avg. Ret : 60.53109862738675
Iteration [  430  ]
Obj. val : 154.5753846113743, Avg. Ret : 62.06699325845371
Iteration [  431  ]
Obj. val : 145.34574947131074, Avg. Ret : 62.353314575109025
Iteration [  432  ]
Obj. val : 165.28468760086054, Avg. Ret : 61.690580245040834
Iteration [  433  ]
Obj. val : 133.73101717510113, Avg. Ret : 62.40285760836524
Iteration [  434  ]
Obj. val : 145.5383494346102, Avg. Ret : 56.06484278932011
Iteration [  435  ]
Obj. val : 138.52582841404666, Avg. Ret : 73.68971016755877
Iteration [  436  ]
Obj. val : 151.74479002216214, Avg. Ret : 58.88043465253993
Iteration [  437  ]
Obj. val : 126.61119806417875, Avg. Ret : 59.483448230251
Iteration [  438  ]
Obj. val : 149.92090006694292, Avg. Ret : 71.12190092159841
Iteration [  439  ]
Obj. val : 165.8570590258222, Avg. Ret : 68.37874491636447
Iteration [  440  ]
Obj. val : 133.64722043378006, Avg. Ret : 57.01115645733107
Iteration [  441  ]
Obj. val : 173.00055702163365, Avg. Ret : 58.10669992163869
Iteration [  442  ]
Obj. val : 136.37339643322048, Avg. Ret : 76.94694437074322
Iteration [  443  ]
Obj. val : 137.9840335061409, Avg. Ret : 59.00317065575542
Iteration [  444  ]
Obj. val : 131.45214058366724, Avg. Ret : 65.24602274210856
Iteration [  445  ]
Obj. val : 179.98092025396892, Avg. Ret : 64.3567978572578
Iteration [  446  ]
Obj. val : 167.8809851389823, Avg. Ret : 58.68245669131115
Iteration [  447  ]
Obj. val : 133.68421110840487, Avg. Ret : 59.451131791357966
Iteration [  448  ]
Obj. val : 179.81562587630287, Avg. Ret : 64.10039220495094
Iteration [  449  ]
Obj. val : 142.75130929819755, Avg. Ret : 59.76785220905536
Iteration [  450  ]
Obj. val : 184.07234489429098, Avg. Ret : 72.56156931292459
Iteration [  451  ]
Obj. val : 126.5683469241342, Avg. Ret : 61.8633048810387
Iteration [  452  ]
Obj. val : 179.2881828094287, Avg. Ret : 54.217081525814
Iteration [  453  ]
Obj. val : 149.39969684073182, Avg. Ret : 69.73911562107956
Iteration [  454  ]
Obj. val : 156.9450193789513, Avg. Ret : 58.57213878566598
Iteration [  455  ]
Obj. val : 150.04620146023686, Avg. Ret : 54.05016330194082
Iteration [  456  ]
Obj. val : 172.40294572363072, Avg. Ret : 55.3982527735343
Iteration [  457  ]
Obj. val : 150.10158565739619, Avg. Ret : 76.75703769268233
Iteration [  458  ]
Obj. val : 140.77158490944083, Avg. Ret : 56.02089164040978
Iteration [  459  ]
Obj. val : 202.76097609087003, Avg. Ret : 76.28194505483111
Iteration [  460  ]
Obj. val : 138.2794015754591, Avg. Ret : 66.14751685328947
Iteration [  461  ]
Obj. val : 137.8821680148846, Avg. Ret : 57.78742361362916
Iteration [  462  ]
Obj. val : 146.99505937640455, Avg. Ret : 70.45484103371288
Iteration [  463  ]
Obj. val : 145.42536704954512, Avg. Ret : 81.08829352394861
Iteration [  464  ]
Obj. val : 131.25269756774037, Avg. Ret : 54.43849300555679
Iteration [  465  ]
Obj. val : 154.78308342660742, Avg. Ret : 68.17900069750505
Iteration [  466  ]
Obj. val : 168.0002787691198, Avg. Ret : 67.46359705015838
Iteration [  467  ]
Obj. val : 131.28742114660074, Avg. Ret : 54.96413998465586
Iteration [  468  ]
Obj. val : 159.32377314593705, Avg. Ret : 62.5738134945081
Iteration [  469  ]
Obj. val : 147.25455077655533, Avg. Ret : 58.38645265713918
Iteration [  470  ]
Obj. val : 212.4760832789478, Avg. Ret : 60.6715664022302
Iteration [  471  ]
Obj. val : 160.43456620643644, Avg. Ret : 73.29335591833456
Iteration [  472  ]
Obj. val : 172.90461909446708, Avg. Ret : 78.33986007032657
Iteration [  473  ]
Obj. val : 165.40019821232522, Avg. Ret : 55.90838442714405
Iteration [  474  ]
Obj. val : 145.49522107350896, Avg. Ret : 63.778037726915784
Iteration [  475  ]
Obj. val : 158.7940104823045, Avg. Ret : 72.85519123874181
Iteration [  476  ]
Obj. val : 152.17159416703868, Avg. Ret : 56.79537027350151
Iteration [  477  ]
Obj. val : 154.0838165412403, Avg. Ret : 79.61428276906754
Iteration [  478  ]
Obj. val : 177.38460282176675, Avg. Ret : 74.3561678262608
Iteration [  479  ]
Obj. val : 179.84977701399703, Avg. Ret : 64.37244452485453
Iteration [  480  ]
Obj. val : 161.05009986129994, Avg. Ret : 74.7850396890462
Iteration [  481  ]
Obj. val : 161.72189953244072, Avg. Ret : 73.89111536395102
Iteration [  482  ]
Obj. val : 162.95059259465972, Avg. Ret : 59.76927989261198
Iteration [  483  ]
Obj. val : 157.063805483846, Avg. Ret : 72.55202862982308
Iteration [  484  ]
Obj. val : 124.53991346001101, Avg. Ret : 70.6975378629912
Iteration [  485  ]
Obj. val : 146.96776146127607, Avg. Ret : 53.66049608012288
Iteration [  486  ]
Obj. val : 170.41330335303638, Avg. Ret : 74.33307603435637
Iteration [  487  ]
Obj. val : 151.89419914163045, Avg. Ret : 74.19188688212716
Iteration [  488  ]
Obj. val : 144.53498717144322, Avg. Ret : 67.59899212895638
Iteration [  489  ]
Obj. val : 136.09215248285, Avg. Ret : 75.87155708066024
Iteration [  490  ]
Obj. val : 177.4900380056922, Avg. Ret : 76.86838055345434
Iteration [  491  ]
Obj. val : 152.10081509764757, Avg. Ret : 64.14795407945398
Iteration [  492  ]
Obj. val : 179.22939240447528, Avg. Ret : 76.20421467747806
Iteration [  493  ]
Obj. val : 149.5833553040749, Avg. Ret : 75.78028499851526
Iteration [  494  ]
Obj. val : 147.52157023271627, Avg. Ret : 58.12088032527872
Iteration [  495  ]
Obj. val : 146.96073577979703, Avg. Ret : 76.48766140487928
Iteration [  496  ]
Obj. val : 161.5025313610938, Avg. Ret : 68.17593015527126
Iteration [  497  ]
Obj. val : 168.53413002584728, Avg. Ret : 60.24425611197346
Iteration [  498  ]
Obj. val : 161.05524108702105, Avg. Ret : 75.2992087912166
Iteration [  499  ]
Obj. val : 165.7938556482227, Avg. Ret : 72.63436922997838
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_obj_5.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_9/ cvar_ret_5.csv
