Seed: [42, 37, 8, 67, 52]
Alpha Value: 0.1
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_1/
batch = 1
inside iterator
Iteration [  0  ]
Obj. val : 90.45228013338394, Avg. Ret : 41.9521554578538
Iteration [  1  ]
Obj. val : 110.52985428149589, Avg. Ret : 39.93402448814086
Iteration [  2  ]
Obj. val : 90.32368743267473, Avg. Ret : 40.23928641667604
Iteration [  3  ]
Obj. val : 84.61626411792716, Avg. Ret : 41.25171415537452
Iteration [  4  ]
Obj. val : 76.63358923834612, Avg. Ret : 41.987334932034045
Iteration [  5  ]
Obj. val : 89.63070434450601, Avg. Ret : 41.046810423444505
Iteration [  6  ]
Obj. val : 105.48499439475025, Avg. Ret : 37.80894343055647
Iteration [  7  ]
Obj. val : 69.64876712215406, Avg. Ret : 39.336990640212534
Iteration [  8  ]
Obj. val : 83.46513488611528, Avg. Ret : 41.74140234996814
Iteration [  9  ]
Obj. val : 85.7928638258826, Avg. Ret : 42.31054141427899
Iteration [  10  ]
Obj. val : 80.84375247046685, Avg. Ret : 39.8669208456021
Iteration [  11  ]
Obj. val : 84.46273555984087, Avg. Ret : 41.21330069170838
Iteration [  12  ]
Obj. val : 81.814397833615, Avg. Ret : 42.26394114286008
Iteration [  13  ]
Obj. val : 86.42088283970273, Avg. Ret : 43.30904084289078
Iteration [  14  ]
Obj. val : 110.85198352457037, Avg. Ret : 40.22061332451219
Iteration [  15  ]
Obj. val : 70.66700849741895, Avg. Ret : 42.02225260318797
Iteration [  16  ]
Obj. val : 75.75100797303044, Avg. Ret : 41.59159471173413
Iteration [  17  ]
Obj. val : 70.50831697610582, Avg. Ret : 36.97440652755074
Iteration [  18  ]
Obj. val : 68.91634845206858, Avg. Ret : 39.729857487007806
Iteration [  19  ]
Obj. val : 81.54039573895412, Avg. Ret : 38.65994927889072
Iteration [  20  ]
Obj. val : 68.71705904940616, Avg. Ret : 42.90166725482276
Iteration [  21  ]
Obj. val : 98.21499318447906, Avg. Ret : 41.895901580392916
Iteration [  22  ]
Obj. val : 67.43922838533577, Avg. Ret : 32.48787282668082
Iteration [  23  ]
Obj. val : 70.86362567580909, Avg. Ret : 33.51025198604823
Iteration [  24  ]
Obj. val : 83.03075339599678, Avg. Ret : 41.24327243752156
Iteration [  25  ]
Obj. val : 78.74391657809107, Avg. Ret : 35.59828029204903
Iteration [  26  ]
Obj. val : 77.73611195765884, Avg. Ret : 34.743805035910825
Iteration [  27  ]
Obj. val : 71.44649417821195, Avg. Ret : 54.204872534945004
Iteration [  28  ]
Obj. val : 69.73214687133725, Avg. Ret : 32.15037615838962
Iteration [  29  ]
Obj. val : 79.43239560941876, Avg. Ret : 42.234597677218865
Iteration [  30  ]
Obj. val : 78.1839821508319, Avg. Ret : 33.382122021124204
Iteration [  31  ]
Obj. val : 78.4609524047884, Avg. Ret : 54.42236518723867
Iteration [  32  ]
Obj. val : 82.40598562512423, Avg. Ret : 38.593481096244595
Iteration [  33  ]
Obj. val : 88.38001061708523, Avg. Ret : 41.96266257401947
Iteration [  34  ]
Obj. val : 93.298861190357, Avg. Ret : 49.52728605852204
Iteration [  35  ]
Obj. val : 72.40895629142852, Avg. Ret : 33.17989888883079
Iteration [  36  ]
Obj. val : 72.0063951071713, Avg. Ret : 44.183231124305884
Iteration [  37  ]
Obj. val : 68.5486479269277, Avg. Ret : 39.61962868345297
Iteration [  38  ]
Obj. val : 75.9727576817585, Avg. Ret : 36.9661882081452
Iteration [  39  ]
Obj. val : 82.30214049831079, Avg. Ret : 43.95090202988788
Iteration [  40  ]
Obj. val : 75.01023321928663, Avg. Ret : 42.299740615100546
Iteration [  41  ]
Obj. val : 70.06041778456887, Avg. Ret : 39.60599163155529
Iteration [  42  ]
Obj. val : 73.53964162551328, Avg. Ret : 45.649093293974765
Iteration [  43  ]
Obj. val : 78.85936534471675, Avg. Ret : 34.95549508926192
Iteration [  44  ]
Obj. val : 67.64300903085226, Avg. Ret : 51.27912586805421
Iteration [  45  ]
Obj. val : 82.73285752649997, Avg. Ret : 36.404917017784754
Iteration [  46  ]
Obj. val : 81.82265712253765, Avg. Ret : 43.99500131645941
Iteration [  47  ]
Obj. val : 82.85564255698095, Avg. Ret : 54.25847950395447
Iteration [  48  ]
Obj. val : 95.31433870541974, Avg. Ret : 40.67792049211357
Iteration [  49  ]
Obj. val : 76.44946889961078, Avg. Ret : 41.216487198490974
Iteration [  50  ]
Obj. val : 82.91618860626684, Avg. Ret : 51.8392213367751
Iteration [  51  ]
Obj. val : 73.70583530617762, Avg. Ret : 43.81758652258625
Iteration [  52  ]
Obj. val : 66.58735433702702, Avg. Ret : 42.33372429664817
Iteration [  53  ]
Obj. val : 66.53639322975309, Avg. Ret : 51.67743942833735
Iteration [  54  ]
Obj. val : 86.31520382152455, Avg. Ret : 41.06727014109728
Iteration [  55  ]
Obj. val : 81.66986184721856, Avg. Ret : 42.54529605054988
Iteration [  56  ]
Obj. val : 81.1598157629321, Avg. Ret : 48.53005676933146
Iteration [  57  ]
Obj. val : 68.72840288208538, Avg. Ret : 40.78078729732413
Iteration [  58  ]
Obj. val : 71.53828435805997, Avg. Ret : 43.82750151265344
Iteration [  59  ]
Obj. val : 76.10164109041723, Avg. Ret : 50.79048252369435
Iteration [  60  ]
Obj. val : 88.92015232516735, Avg. Ret : 44.01474120433198
Iteration [  61  ]
Obj. val : 63.74491661988057, Avg. Ret : 43.013442309550285
Iteration [  62  ]
Obj. val : 74.96578989125972, Avg. Ret : 51.851515640933464
Iteration [  63  ]
Obj. val : 75.96876492408292, Avg. Ret : 44.28233398899587
Iteration [  64  ]
Obj. val : 83.04254852100163, Avg. Ret : 42.138465451141876
Iteration [  65  ]
Obj. val : 70.57872902889856, Avg. Ret : 44.58967046075378
Iteration [  66  ]
Obj. val : 68.59017938566414, Avg. Ret : 41.83834423547232
Iteration [  67  ]
Obj. val : 88.61505690786878, Avg. Ret : 40.4961113453246
Iteration [  68  ]
Obj. val : 78.01766990062644, Avg. Ret : 47.0718627016727
Iteration [  69  ]
Obj. val : 70.59867552756609, Avg. Ret : 41.94565705724689
Iteration [  70  ]
Obj. val : 70.20974902581362, Avg. Ret : 43.37684057449623
Iteration [  71  ]
Obj. val : 109.38227156174244, Avg. Ret : 50.01434469479066
Iteration [  72  ]
Obj. val : 81.41306284952653, Avg. Ret : 44.73684205931388
Iteration [  73  ]
Obj. val : 84.79984315211318, Avg. Ret : 44.661356751182275
Iteration [  74  ]
Obj. val : 82.666067553321, Avg. Ret : 48.622354158121425
Iteration [  75  ]
Obj. val : 77.24796683228455, Avg. Ret : 41.38428029928488
Iteration [  76  ]
Obj. val : 83.36828930856386, Avg. Ret : 41.951582154395794
Iteration [  77  ]
Obj. val : 79.93331223187998, Avg. Ret : 48.53840937537404
Iteration [  78  ]
Obj. val : 82.0369806779605, Avg. Ret : 41.04378474970623
Iteration [  79  ]
Obj. val : 80.6338494263372, Avg. Ret : 45.264508252490074
Iteration [  80  ]
Obj. val : 93.27382991811967, Avg. Ret : 48.27175370495345
Iteration [  81  ]
Obj. val : 95.73889061555485, Avg. Ret : 44.85355762967404
Iteration [  82  ]
Obj. val : 84.23511946446305, Avg. Ret : 41.05079251774986
Iteration [  83  ]
Obj. val : 81.91348258090508, Avg. Ret : 46.48626018711579
Iteration [  84  ]
Obj. val : 88.26306114516703, Avg. Ret : 43.606697359415875
Iteration [  85  ]
Obj. val : 95.9151769000753, Avg. Ret : 43.251117888915424
Iteration [  86  ]
Obj. val : 92.96962640500553, Avg. Ret : 49.650112389444296
Iteration [  87  ]
Obj. val : 101.38545101120604, Avg. Ret : 43.445275813367154
Iteration [  88  ]
Obj. val : 69.79612999386275, Avg. Ret : 41.614007547756366
Iteration [  89  ]
Obj. val : 95.84371911268262, Avg. Ret : 47.28879074668813
Iteration [  90  ]
Obj. val : 91.61946471473796, Avg. Ret : 44.94080628377618
Iteration [  91  ]
Obj. val : 101.76785686125802, Avg. Ret : 44.08767668232634
Iteration [  92  ]
Obj. val : 87.76622338472046, Avg. Ret : 47.59124219440382
Iteration [  93  ]
Obj. val : 96.28277750979495, Avg. Ret : 47.12909167076743
Iteration [  94  ]
Obj. val : 87.18561845641074, Avg. Ret : 46.41213462942756
Iteration [  95  ]
Obj. val : 87.7181436660725, Avg. Ret : 47.725703900628
Iteration [  96  ]
Obj. val : 81.83360108495998, Avg. Ret : 43.78876013280877
Iteration [  97  ]
Obj. val : 82.7378118082138, Avg. Ret : 44.663823584193466
Iteration [  98  ]
Obj. val : 114.38757295552412, Avg. Ret : 44.22309508732453
Iteration [  99  ]
Obj. val : 84.552607521435, Avg. Ret : 43.79044878056743
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_1.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_1.csv
Iteration [  100  ]
Obj. val : 80.13999480137682, Avg. Ret : 45.64181980478431
Iteration [  101  ]
Obj. val : 123.82080518718035, Avg. Ret : 46.69080792094795
Iteration [  102  ]
Obj. val : 90.03549478849288, Avg. Ret : 44.3493216181808
Iteration [  103  ]
Obj. val : 87.46650587796148, Avg. Ret : 43.774057069417324
Iteration [  104  ]
Obj. val : 92.47461317267954, Avg. Ret : 43.66896254472388
Iteration [  105  ]
Obj. val : 106.974274334999, Avg. Ret : 42.46915566464558
Iteration [  106  ]
Obj. val : 113.5325612826933, Avg. Ret : 41.36442266185288
Iteration [  107  ]
Obj. val : 103.76797156517637, Avg. Ret : 45.365984025844675
Iteration [  108  ]
Obj. val : 71.54754205221379, Avg. Ret : 42.395228029099954
Iteration [  109  ]
Obj. val : 73.1424683288242, Avg. Ret : 43.99603971013757
Iteration [  110  ]
Obj. val : 83.14816699010433, Avg. Ret : 42.964157855566434
Iteration [  111  ]
Obj. val : 76.76754857245056, Avg. Ret : 46.78660519630661
Iteration [  112  ]
Obj. val : 91.40529011268912, Avg. Ret : 45.87627429722154
Iteration [  113  ]
Obj. val : 81.02217143425771, Avg. Ret : 45.73847700607442
Iteration [  114  ]
Obj. val : 77.64058375888744, Avg. Ret : 44.138383414577326
Iteration [  115  ]
Obj. val : 82.081466191553, Avg. Ret : 43.808870111771995
Iteration [  116  ]
Obj. val : 85.74424083527765, Avg. Ret : 45.938095559883074
Iteration [  117  ]
Obj. val : 98.62217050793998, Avg. Ret : 43.01227789026337
Iteration [  118  ]
Obj. val : 98.28826004650966, Avg. Ret : 41.925469987309405
Iteration [  119  ]
Obj. val : 118.8486389340948, Avg. Ret : 46.33591866053318
Iteration [  120  ]
Obj. val : 112.42805032662115, Avg. Ret : 43.29124151256619
Iteration [  121  ]
Obj. val : 94.42057805736883, Avg. Ret : 43.078552625570545
Iteration [  122  ]
Obj. val : 111.43185246467067, Avg. Ret : 43.0700348340461
Iteration [  123  ]
Obj. val : 85.33002485840987, Avg. Ret : 43.28070777184778
Iteration [  124  ]
Obj. val : 85.60389539381958, Avg. Ret : 43.046108288728455
Iteration [  125  ]
Obj. val : 94.45238704243529, Avg. Ret : 42.751914754652574
Iteration [  126  ]
Obj. val : 116.8153102354127, Avg. Ret : 45.4858686285495
Iteration [  127  ]
Obj. val : 87.90633837011016, Avg. Ret : 41.56797692349569
Iteration [  128  ]
Obj. val : 107.16928503625064, Avg. Ret : 43.23134406397757
Iteration [  129  ]
Obj. val : 113.86242900009518, Avg. Ret : 43.76582049513841
Iteration [  130  ]
Obj. val : 137.87539156747692, Avg. Ret : 42.94107087620967
Iteration [  131  ]
Obj. val : 86.14514690159011, Avg. Ret : 42.00610750901284
Iteration [  132  ]
Obj. val : 101.88748900857233, Avg. Ret : 44.90401939971891
Iteration [  133  ]
Obj. val : 94.86556993125414, Avg. Ret : 44.91978852745197
Iteration [  134  ]
Obj. val : 80.70757529825057, Avg. Ret : 46.45656003639061
Iteration [  135  ]
Obj. val : 91.8545380995806, Avg. Ret : 42.52775575090536
Iteration [  136  ]
Obj. val : 91.2204721486275, Avg. Ret : 51.763835643322324
Iteration [  137  ]
Obj. val : 95.12481273191378, Avg. Ret : 44.436543829161394
Iteration [  138  ]
Obj. val : 81.66789158588392, Avg. Ret : 44.38292744558401
Iteration [  139  ]
Obj. val : 90.98008271014046, Avg. Ret : 42.7063761129391
Iteration [  140  ]
Obj. val : 102.15217621634619, Avg. Ret : 44.622476507540306
Iteration [  141  ]
Obj. val : 88.2199274462852, Avg. Ret : 43.766556280848796
Iteration [  142  ]
Obj. val : 120.34532605234399, Avg. Ret : 42.66020085167449
Iteration [  143  ]
Obj. val : 94.27416368435144, Avg. Ret : 44.945168945190154
Iteration [  144  ]
Obj. val : 132.59849542872576, Avg. Ret : 45.290720814914586
Iteration [  145  ]
Obj. val : 81.78453131942265, Avg. Ret : 47.86059742583776
Iteration [  146  ]
Obj. val : 109.70782267585102, Avg. Ret : 45.16898675751012
Iteration [  147  ]
Obj. val : 95.74177578440539, Avg. Ret : 41.78244161478975
Iteration [  148  ]
Obj. val : 107.74440980342007, Avg. Ret : 44.11874442653994
Iteration [  149  ]
Obj. val : 112.20597060809615, Avg. Ret : 42.93317287909376
Iteration [  150  ]
Obj. val : 94.5964528019923, Avg. Ret : 46.06678734296985
Iteration [  151  ]
Obj. val : 98.19821572547545, Avg. Ret : 49.37378653546426
Iteration [  152  ]
Obj. val : 102.76231681853461, Avg. Ret : 47.99173800296136
Iteration [  153  ]
Obj. val : 91.39619598936058, Avg. Ret : 40.43891929379234
Iteration [  154  ]
Obj. val : 86.14066959495783, Avg. Ret : 44.72336416791246
Iteration [  155  ]
Obj. val : 111.5999167116248, Avg. Ret : 44.41973212832396
Iteration [  156  ]
Obj. val : 106.14204316776745, Avg. Ret : 46.80812245005577
Iteration [  157  ]
Obj. val : 81.89753786239898, Avg. Ret : 41.770927278313906
Iteration [  158  ]
Obj. val : 106.11621737354338, Avg. Ret : 44.1209848637453
Iteration [  159  ]
Obj. val : 91.17618987561627, Avg. Ret : 50.70542644165188
Iteration [  160  ]
Obj. val : 93.06719612245088, Avg. Ret : 46.56364530250039
Iteration [  161  ]
Obj. val : 108.24035628003122, Avg. Ret : 41.876826770635645
Iteration [  162  ]
Obj. val : 106.54493077805664, Avg. Ret : 42.32453912086699
Iteration [  163  ]
Obj. val : 89.24872444817368, Avg. Ret : 43.84981151321515
Iteration [  164  ]
Obj. val : 91.59816016113072, Avg. Ret : 44.03492121493684
Iteration [  165  ]
Obj. val : 111.591737598401, Avg. Ret : 46.42926042577353
Iteration [  166  ]
Obj. val : 92.75404718054432, Avg. Ret : 46.33585764503353
Iteration [  167  ]
Obj. val : 82.29086298014562, Avg. Ret : 44.02770469000767
Iteration [  168  ]
Obj. val : 97.39117094168563, Avg. Ret : 44.936980694356286
Iteration [  169  ]
Obj. val : 120.61063422122717, Avg. Ret : 46.94042121977795
Iteration [  170  ]
Obj. val : 124.19190201011303, Avg. Ret : 41.26930490065073
Iteration [  171  ]
Obj. val : 99.41538683148633, Avg. Ret : 43.82989332312861
Iteration [  172  ]
Obj. val : 101.81533661048474, Avg. Ret : 42.15392565675558
Iteration [  173  ]
Obj. val : 80.89768525702507, Avg. Ret : 42.032715460402414
Iteration [  174  ]
Obj. val : 101.74060981027013, Avg. Ret : 45.84587142621376
Iteration [  175  ]
Obj. val : 92.74867454844407, Avg. Ret : 44.716911670758925
Iteration [  176  ]
Obj. val : 97.55098711752197, Avg. Ret : 42.33343927308529
Iteration [  177  ]
Obj. val : 124.47561412071025, Avg. Ret : 46.89912257882766
Iteration [  178  ]
Obj. val : 106.1976706278232, Avg. Ret : 48.56579300900827
Iteration [  179  ]
Obj. val : 105.98340678814286, Avg. Ret : 45.153908948762556
Iteration [  180  ]
Obj. val : 101.20328751010821, Avg. Ret : 49.02423275603627
Iteration [  181  ]
Obj. val : 99.91657807509306, Avg. Ret : 43.45725842420577
Iteration [  182  ]
Obj. val : 93.46505615199878, Avg. Ret : 44.627563087660995
Iteration [  183  ]
Obj. val : 94.23698918379671, Avg. Ret : 45.814721845152164
Iteration [  184  ]
Obj. val : 137.71238009491717, Avg. Ret : 48.820392844126445
Iteration [  185  ]
Obj. val : 95.68765733540518, Avg. Ret : 47.90912910188137
Iteration [  186  ]
Obj. val : 102.89039896623161, Avg. Ret : 48.63440700475846
Iteration [  187  ]
Obj. val : 101.54485170461936, Avg. Ret : 44.521289827222766
Iteration [  188  ]
Obj. val : 112.57269889493824, Avg. Ret : 43.808236906054105
Iteration [  189  ]
Obj. val : 88.55988392238231, Avg. Ret : 42.08325983837192
Iteration [  190  ]
Obj. val : 105.91337978026637, Avg. Ret : 51.768923541455116
Iteration [  191  ]
Obj. val : 104.90249165639453, Avg. Ret : 45.886656571995644
Iteration [  192  ]
Obj. val : 102.83597258339542, Avg. Ret : 44.045039291292106
Iteration [  193  ]
Obj. val : 96.85798885085195, Avg. Ret : 47.712583800749684
Iteration [  194  ]
Obj. val : 92.48246620147378, Avg. Ret : 47.992368667711574
Iteration [  195  ]
Obj. val : 98.78839255492443, Avg. Ret : 46.595701126745325
Iteration [  196  ]
Obj. val : 85.7239837820195, Avg. Ret : 46.00943172671592
Iteration [  197  ]
Obj. val : 94.55741238895263, Avg. Ret : 43.63665810949855
Iteration [  198  ]
Obj. val : 82.43736557864112, Avg. Ret : 50.60492623176581
Iteration [  199  ]
Obj. val : 88.51905606779268, Avg. Ret : 45.298762866019906
checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_1.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_1.csv
Iteration [  200  ]
Obj. val : 102.64406130328041, Avg. Ret : 41.5850014456973
Iteration [  201  ]
Obj. val : 92.81442723535086, Avg. Ret : 47.537741275778856
Iteration [  202  ]
Obj. val : 109.996758332626, Avg. Ret : 49.75898638357026
Iteration [  203  ]
Obj. val : 94.19357709364608, Avg. Ret : 40.163566589976774
Iteration [  204  ]
Obj. val : 96.86203874278212, Avg. Ret : 50.89632941960285
Iteration [  205  ]
Obj. val : 100.74792840209285, Avg. Ret : 50.42904647724592
Iteration [  206  ]
Obj. val : 105.05585103806447, Avg. Ret : 41.085721883680115
Iteration [  207  ]
Obj. val : 95.13999061525702, Avg. Ret : 45.09180882856241
Iteration [  208  ]
Obj. val : 92.71140144396045, Avg. Ret : 46.616894048978054
Iteration [  209  ]
Obj. val : 101.7411253374385, Avg. Ret : 43.68973131594748
Iteration [  210  ]
Obj. val : 88.4631792263974, Avg. Ret : 46.43710352680809
Iteration [  211  ]
Obj. val : 90.30807796133372, Avg. Ret : 43.69032522510532
Iteration [  212  ]
Obj. val : 109.2537798061693, Avg. Ret : 43.102544047167285
Iteration [  213  ]
Obj. val : 106.51912236995905, Avg. Ret : 54.19877543858067
Iteration [  214  ]
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checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_1.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_1.csv
Iteration [  300  ]
Obj. val : 115.73940403695646, Avg. Ret : 49.4037888549123
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checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_1.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_1.csv
Iteration [  400  ]
Obj. val : 132.49787282345883, Avg. Ret : 52.7884548847848
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Iteration [  429  ]
Obj. val : 144.780418128912, Avg. Ret : 54.946035988414096
Iteration [  430  ]
Obj. val : 151.489542593089, Avg. Ret : 52.54550106382642
Iteration [  431  ]
Obj. val : 153.71714200940076, Avg. Ret : 54.262211828442005
Iteration [  432  ]
Obj. val : 99.76122770723869, Avg. Ret : 56.568458795690916
Iteration [  433  ]
Obj. val : 135.6578996916163, Avg. Ret : 53.934345725707246
Iteration [  434  ]
Obj. val : 143.10209060386558, Avg. Ret : 54.98702010551926
Iteration [  435  ]
Obj. val : 168.4719499518873, Avg. Ret : 54.583514440123636
Iteration [  436  ]
Obj. val : 186.69900157578923, Avg. Ret : 59.58669333146853
Iteration [  437  ]
Obj. val : 111.83819308661253, Avg. Ret : 53.81919683161021
Iteration [  438  ]
Obj. val : 156.081281500598, Avg. Ret : 61.47658396039875
Iteration [  439  ]
Obj. val : 152.91013093091738, Avg. Ret : 56.55829627326983
Iteration [  440  ]
Obj. val : 164.02066314291957, Avg. Ret : 54.66158557043621
Iteration [  441  ]
Obj. val : 209.89485137851148, Avg. Ret : 53.83436171262947
Iteration [  442  ]
Obj. val : 126.70639621336234, Avg. Ret : 57.9427264623766
Iteration [  443  ]
Obj. val : 179.964966805124, Avg. Ret : 52.202689094526804
Iteration [  444  ]
Obj. val : 153.88736943073724, Avg. Ret : 55.2871716762834
Iteration [  445  ]
Obj. val : 133.7368441351543, Avg. Ret : 53.268322405496434
Iteration [  446  ]
Obj. val : 146.57263702391356, Avg. Ret : 50.46308146376924
Iteration [  447  ]
Obj. val : 163.21672763784645, Avg. Ret : 55.1572566561521
Iteration [  448  ]
Obj. val : 164.26073480073185, Avg. Ret : 51.781714803584855
Iteration [  449  ]
Obj. val : 182.00636093239643, Avg. Ret : 51.9547813146469
Iteration [  450  ]
Obj. val : 168.9554596540006, Avg. Ret : 53.59567182615981
Iteration [  451  ]
Obj. val : 131.05116350624758, Avg. Ret : 47.88719679320441
Iteration [  452  ]
Obj. val : 137.87805276364955, Avg. Ret : 57.34506803347166
Iteration [  453  ]
Obj. val : 220.0783124386229, Avg. Ret : 50.25824919725077
Iteration [  454  ]
Obj. val : 127.98093073237219, Avg. Ret : 56.8150344189006
Iteration [  455  ]
Obj. val : 159.8867098107416, Avg. Ret : 52.12728653124914
Iteration [  456  ]
Obj. val : 185.5689399924612, Avg. Ret : 51.97058688241755
Iteration [  457  ]
Obj. val : 221.68436634097665, Avg. Ret : 53.89283564305979
Iteration [  458  ]
Obj. val : 147.96470804975644, Avg. Ret : 51.25580818007906
Iteration [  459  ]
Obj. val : 193.6320534645675, Avg. Ret : 55.58876836275665
Iteration [  460  ]
Obj. val : 148.40708169398846, Avg. Ret : 56.07984824532982
Iteration [  461  ]
Obj. val : 246.11069286169516, Avg. Ret : 52.48768683427981
Iteration [  462  ]
Obj. val : 200.9927809724872, Avg. Ret : 56.67184734377628
Iteration [  463  ]
Obj. val : 172.07959266962686, Avg. Ret : 52.49850850333944
Iteration [  464  ]
Obj. val : 186.44757424759024, Avg. Ret : 59.01951436368351
Iteration [  465  ]
Obj. val : 199.89356562896015, Avg. Ret : 56.407967291059485
Iteration [  466  ]
Obj. val : 142.40926369001187, Avg. Ret : 54.396647759268
Iteration [  467  ]
Obj. val : 179.09708823466553, Avg. Ret : 54.3604444635372
Iteration [  468  ]
Obj. val : 211.92944094425033, Avg. Ret : 52.488538357198166
Iteration [  469  ]
Obj. val : 157.43776446570587, Avg. Ret : 55.219532918230705
Iteration [  470  ]
Obj. val : 174.4847751301161, Avg. Ret : 57.74112325097813
Iteration [  471  ]
Obj. val : 213.4461367150584, Avg. Ret : 56.025674022723905
Iteration [  472  ]
Obj. val : 194.763756561971, Avg. Ret : 54.443377542035456
Iteration [  473  ]
Obj. val : 198.93438642172063, Avg. Ret : 53.039516480951164
Iteration [  474  ]
Obj. val : 173.5958210964663, Avg. Ret : 58.44980904079937
Iteration [  475  ]
Obj. val : 172.9922636491663, Avg. Ret : 58.27865134800583
Iteration [  476  ]
Obj. val : 209.8035936756467, Avg. Ret : 58.86923126847806
Iteration [  477  ]
Obj. val : 192.6610157467802, Avg. Ret : 56.81278981068307
Iteration [  478  ]
Obj. val : 168.38058172535284, Avg. Ret : 52.105322500380105
Iteration [  479  ]
Obj. val : 168.30901126946873, Avg. Ret : 53.21724716734812
Iteration [  480  ]
Obj. val : 213.7143279397112, Avg. Ret : 55.103672264989655
Iteration [  481  ]
Obj. val : 181.70190823031308, Avg. Ret : 56.569338071882385
Iteration [  482  ]
Obj. val : 246.9282954979956, Avg. Ret : 53.803920255192715
Iteration [  483  ]
Obj. val : 190.91804807293505, Avg. Ret : 56.242340538762484
Iteration [  484  ]
Obj. val : 213.76812942053814, Avg. Ret : 53.785907595621836
Iteration [  485  ]
Obj. val : 214.31254187499434, Avg. Ret : 54.553945640252216
Iteration [  486  ]
Obj. val : 218.31740029959593, Avg. Ret : 59.70743187165961
Iteration [  487  ]
Obj. val : 174.68986586400936, Avg. Ret : 56.0250773224776
Iteration [  488  ]
Obj. val : 241.84610864052502, Avg. Ret : 52.68054469241653
Iteration [  489  ]
Obj. val : 219.28706343806732, Avg. Ret : 51.567563814724096
Iteration [  490  ]
Obj. val : 266.31095799246674, Avg. Ret : 53.83800411141641
Iteration [  491  ]
Obj. val : 210.9461756549861, Avg. Ret : 52.91086512820724
Iteration [  492  ]
Obj. val : 223.29526342077105, Avg. Ret : 56.09563901631348
Iteration [  493  ]
Obj. val : 212.82605881535977, Avg. Ret : 51.44297788026291
Iteration [  494  ]
Obj. val : 207.18267024334153, Avg. Ret : 52.30853500291084
Iteration [  495  ]
Obj. val : 309.6452832923661, Avg. Ret : 53.61092009015403
Iteration [  496  ]
Obj. val : 250.28594669538518, Avg. Ret : 50.96174968646976
Iteration [  497  ]
Obj. val : 204.0196696357802, Avg. Ret : 54.20906619489179
Iteration [  498  ]
Obj. val : 289.53624092350697, Avg. Ret : 58.25562915566664
Iteration [  499  ]
Obj. val : 214.52011770194753, Avg. Ret : 52.94696521354743
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_1.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_1.csv
batch = 2
inside iterator
Iteration [  0  ]
Obj. val : 82.85764735444754, Avg. Ret : 36.62881170517024
Iteration [  1  ]
Obj. val : 96.28907303678622, Avg. Ret : 33.912612761307244
Iteration [  2  ]
Obj. val : 83.89084281463214, Avg. Ret : 34.27434162701516
Iteration [  3  ]
Obj. val : 76.76843945880087, Avg. Ret : 36.801157914136425
Iteration [  4  ]
Obj. val : 79.6903680025725, Avg. Ret : 36.42165399445247
Iteration [  5  ]
Obj. val : 85.3988571374494, Avg. Ret : 38.665104930499055
Iteration [  6  ]
Obj. val : 77.51952092675529, Avg. Ret : 35.91339125006903
Iteration [  7  ]
Obj. val : 80.7472656955632, Avg. Ret : 35.853201541512824
Iteration [  8  ]
Obj. val : 78.09346509588734, Avg. Ret : 36.764162248249136
Iteration [  9  ]
Obj. val : 110.6285662500678, Avg. Ret : 35.17677497273656
Iteration [  10  ]
Obj. val : 78.61983769573776, Avg. Ret : 32.64784586888336
Iteration [  11  ]
Obj. val : 75.08654280889857, Avg. Ret : 35.605296123918926
Iteration [  12  ]
Obj. val : 67.90887520863369, Avg. Ret : 37.38163596084289
Iteration [  13  ]
Obj. val : 72.81088739790492, Avg. Ret : 34.67612274783053
Iteration [  14  ]
Obj. val : 97.47396737412532, Avg. Ret : 38.68617892954727
Iteration [  15  ]
Obj. val : 79.8615404906386, Avg. Ret : 34.967698421089
Iteration [  16  ]
Obj. val : 82.72369166826962, Avg. Ret : 37.48831829218207
Iteration [  17  ]
Obj. val : 107.69644638059766, Avg. Ret : 35.92543798552373
Iteration [  18  ]
Obj. val : 76.75203113655195, Avg. Ret : 36.682942519044325
Iteration [  19  ]
Obj. val : 74.84841026026943, Avg. Ret : 35.205406286322024
Iteration [  20  ]
Obj. val : 83.35429684725224, Avg. Ret : 38.6965603572198
Iteration [  21  ]
Obj. val : 77.69637817975078, Avg. Ret : 35.15329165401266
Iteration [  22  ]
Obj. val : 67.44229646604241, Avg. Ret : 38.07068069725497
Iteration [  23  ]
Obj. val : 73.48989423979083, Avg. Ret : 46.53289604397588
Iteration [  24  ]
Obj. val : 83.25179422919108, Avg. Ret : 35.82116331756928
Iteration [  25  ]
Obj. val : 88.42071829561863, Avg. Ret : 40.09196413751414
Iteration [  26  ]
Obj. val : 85.3232584522499, Avg. Ret : 43.76192820840269
Iteration [  27  ]
Obj. val : 74.77736215351399, Avg. Ret : 36.917836068692644
Iteration [  28  ]
Obj. val : 108.00068228637627, Avg. Ret : 37.91907974516821
Iteration [  29  ]
Obj. val : 69.17836894517744, Avg. Ret : 54.37001620275382
Iteration [  30  ]
Obj. val : 54.57063296006847, Avg. Ret : 36.46696654613477
Iteration [  31  ]
Obj. val : 82.41872646709167, Avg. Ret : 33.92003556604153
Iteration [  32  ]
Obj. val : 75.51288930322914, Avg. Ret : 40.63312950067073
Iteration [  33  ]
Obj. val : 76.42416871483931, Avg. Ret : 36.197498628468914
Iteration [  34  ]
Obj. val : 77.53379862892501, Avg. Ret : 37.18742289105782
Iteration [  35  ]
Obj. val : 69.5088477186084, Avg. Ret : 37.55384264660594
Iteration [  36  ]
Obj. val : 67.78218371768222, Avg. Ret : 38.37832539421674
Iteration [  37  ]
Obj. val : 70.84169737294079, Avg. Ret : 37.8228348713426
Iteration [  38  ]
Obj. val : 74.53836330771958, Avg. Ret : 36.30938757135932
Iteration [  39  ]
Obj. val : 81.08027330169604, Avg. Ret : 37.07260754726283
Iteration [  40  ]
Obj. val : 76.22987488881067, Avg. Ret : 38.56808096983916
Iteration [  41  ]
Obj. val : 61.19980790862376, Avg. Ret : 35.15011902993435
Iteration [  42  ]
Obj. val : 107.3328771368503, Avg. Ret : 36.360037993848124
Iteration [  43  ]
Obj. val : 68.56546219139645, Avg. Ret : 38.0049844076842
Iteration [  44  ]
Obj. val : 82.0900486772183, Avg. Ret : 50.00005607057782
Iteration [  45  ]
Obj. val : 86.23921325776898, Avg. Ret : 37.04203458331196
Iteration [  46  ]
Obj. val : 78.63075889343366, Avg. Ret : 40.22261620488766
Iteration [  47  ]
Obj. val : 82.86896947315557, Avg. Ret : 51.81835481782484
Iteration [  48  ]
Obj. val : 76.53705312504945, Avg. Ret : 38.488726487644946
Iteration [  49  ]
Obj. val : 87.93663145996433, Avg. Ret : 36.481961553988015
Iteration [  50  ]
Obj. val : 83.96013112779465, Avg. Ret : 50.0231434121832
Iteration [  51  ]
Obj. val : 75.55746118484332, Avg. Ret : 36.47042933377004
Iteration [  52  ]
Obj. val : 80.49440928744113, Avg. Ret : 38.43060159850385
Iteration [  53  ]
Obj. val : 72.35008411592082, Avg. Ret : 49.0926481521537
Iteration [  54  ]
Obj. val : 84.89891557533915, Avg. Ret : 37.01966413759607
Iteration [  55  ]
Obj. val : 88.65305920490604, Avg. Ret : 43.600439629191094
Iteration [  56  ]
Obj. val : 94.99648557263455, Avg. Ret : 48.84483567127408
Iteration [  57  ]
Obj. val : 90.40850657281327, Avg. Ret : 35.47589843469898
Iteration [  58  ]
Obj. val : 83.28045633241187, Avg. Ret : 35.7734290855983
Iteration [  59  ]
Obj. val : 92.83514557044718, Avg. Ret : 50.45241304597298
Iteration [  60  ]
Obj. val : 83.20544055554205, Avg. Ret : 40.99213867192682
Iteration [  61  ]
Obj. val : 78.89313599878021, Avg. Ret : 38.43538093050597
Iteration [  62  ]
Obj. val : 84.50797287035954, Avg. Ret : 47.900386055437004
Iteration [  63  ]
Obj. val : 89.33735177211197, Avg. Ret : 35.34625818632089
Iteration [  64  ]
Obj. val : 83.37200417882269, Avg. Ret : 36.303099936280375
Iteration [  65  ]
Obj. val : 67.67941813567272, Avg. Ret : 48.289623466868214
Iteration [  66  ]
Obj. val : 77.44632313812416, Avg. Ret : 38.87648425513864
Iteration [  67  ]
Obj. val : 85.98392214426362, Avg. Ret : 34.29061126370435
Iteration [  68  ]
Obj. val : 97.47271059004792, Avg. Ret : 48.15510237178267
Iteration [  69  ]
Obj. val : 102.17785618834209, Avg. Ret : 36.41859711535888
Iteration [  70  ]
Obj. val : 76.7641757423571, Avg. Ret : 39.001145944692034
Iteration [  71  ]
Obj. val : 92.22658641366652, Avg. Ret : 49.46835065463973
Iteration [  72  ]
Obj. val : 91.81479879919395, Avg. Ret : 37.33979609190513
Iteration [  73  ]
Obj. val : 109.63291833667972, Avg. Ret : 36.51939135823969
Iteration [  74  ]
Obj. val : 78.875767037079, Avg. Ret : 45.94745842727733
Iteration [  75  ]
Obj. val : 101.36593712239231, Avg. Ret : 36.88563256733576
Iteration [  76  ]
Obj. val : 85.4393106406558, Avg. Ret : 39.17628989599641
Iteration [  77  ]
Obj. val : 84.77840641682866, Avg. Ret : 42.91687504592652
Iteration [  78  ]
Obj. val : 85.91706201036044, Avg. Ret : 42.86632418676748
Iteration [  79  ]
Obj. val : 87.08320599093233, Avg. Ret : 37.015406118121966
Iteration [  80  ]
Obj. val : 78.3105161182333, Avg. Ret : 43.334249616024316
Iteration [  81  ]
Obj. val : 100.91611574170072, Avg. Ret : 35.935354000503345
Iteration [  82  ]
Obj. val : 105.97695556573512, Avg. Ret : 38.533253073569526
Iteration [  83  ]
Obj. val : 86.50512203427333, Avg. Ret : 45.394821116287055
Iteration [  84  ]
Obj. val : 103.34300630316282, Avg. Ret : 36.47790355242765
Iteration [  85  ]
Obj. val : 91.05995971289126, Avg. Ret : 35.58667755067848
Iteration [  86  ]
Obj. val : 80.04520711716806, Avg. Ret : 47.14734017267733
Iteration [  87  ]
Obj. val : 77.68221600692885, Avg. Ret : 38.233326584952636
Iteration [  88  ]
Obj. val : 104.24429612265142, Avg. Ret : 37.13118942968737
Iteration [  89  ]
Obj. val : 77.01012611466564, Avg. Ret : 40.64852383093265
Iteration [  90  ]
Obj. val : 94.45002052629944, Avg. Ret : 34.01420293399718
Iteration [  91  ]
Obj. val : 104.01063394146826, Avg. Ret : 36.73376062570315
Iteration [  92  ]
Obj. val : 116.90543211510939, Avg. Ret : 43.67858497184759
Iteration [  93  ]
Obj. val : 114.71888355048368, Avg. Ret : 39.129376370258655
Iteration [  94  ]
Obj. val : 117.0416083058214, Avg. Ret : 35.320928273196266
Iteration [  95  ]
Obj. val : 107.87147679796585, Avg. Ret : 44.55051024458543
Iteration [  96  ]
Obj. val : 106.1597120934871, Avg. Ret : 36.47046391580699
Iteration [  97  ]
Obj. val : 84.21071918512486, Avg. Ret : 48.39890850439491
Iteration [  98  ]
Obj. val : 88.17164973654354, Avg. Ret : 45.90562481173118
Iteration [  99  ]
Obj. val : 87.49114694879755, Avg. Ret : 54.780097816000335
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_2.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_2.csv
Iteration [  100  ]
Obj. val : 105.00966306276943, Avg. Ret : 36.1053756333341
Iteration [  101  ]
Obj. val : 101.4467462811583, Avg. Ret : 43.79270006887743
Iteration [  102  ]
Obj. val : 113.7594257522731, Avg. Ret : 37.63313582793617
Iteration [  103  ]
Obj. val : 82.41511810643259, Avg. Ret : 41.0494639709523
Iteration [  104  ]
Obj. val : 101.93904081997206, Avg. Ret : 45.19788809217672
Iteration [  105  ]
Obj. val : 101.99890033854298, Avg. Ret : 36.98125943617232
Iteration [  106  ]
Obj. val : 99.00404711447699, Avg. Ret : 46.43807398624533
Iteration [  107  ]
Obj. val : 94.03297870244752, Avg. Ret : 46.30078015612539
Iteration [  108  ]
Obj. val : 86.41431673929407, Avg. Ret : 36.285093189096095
Iteration [  109  ]
Obj. val : 93.82560227450477, Avg. Ret : 41.16098820719621
Iteration [  110  ]
Obj. val : 99.55080583785683, Avg. Ret : 42.03281746788258
Iteration [  111  ]
Obj. val : 88.23470382010584, Avg. Ret : 40.61739921248194
Iteration [  112  ]
Obj. val : 99.17943087389878, Avg. Ret : 37.18035571525735
Iteration [  113  ]
Obj. val : 110.76335410902531, Avg. Ret : 42.741506870878744
Iteration [  114  ]
Obj. val : 100.96983990531439, Avg. Ret : 43.223844718175386
Iteration [  115  ]
Obj. val : 93.61133666535969, Avg. Ret : 35.48220555993676
Iteration [  116  ]
Obj. val : 105.41443104770076, Avg. Ret : 45.518066265043906
Iteration [  117  ]
Obj. val : 115.3109315202113, Avg. Ret : 43.79918786250954
Iteration [  118  ]
Obj. val : 87.35102152736037, Avg. Ret : 36.43684431959268
Iteration [  119  ]
Obj. val : 94.26711545839532, Avg. Ret : 47.55583417008697
Iteration [  120  ]
Obj. val : 127.83981526379382, Avg. Ret : 42.543251959273974
Iteration [  121  ]
Obj. val : 88.59728704269376, Avg. Ret : 39.52305254998786
Iteration [  122  ]
Obj. val : 97.31558701152419, Avg. Ret : 43.68080999725591
Iteration [  123  ]
Obj. val : 87.74583742158497, Avg. Ret : 43.59593547557412
Iteration [  124  ]
Obj. val : 112.1712483118603, Avg. Ret : 43.448527039768834
Iteration [  125  ]
Obj. val : 106.15042432298173, Avg. Ret : 41.59143820628764
Iteration [  126  ]
Obj. val : 93.55604065547686, Avg. Ret : 43.319884458127774
Iteration [  127  ]
Obj. val : 118.06365942488011, Avg. Ret : 39.55053270123548
Iteration [  128  ]
Obj. val : 131.19570377310367, Avg. Ret : 46.104138863260665
Iteration [  129  ]
Obj. val : 107.44806336440901, Avg. Ret : 35.018411226693175
Iteration [  130  ]
Obj. val : 97.1408974730365, Avg. Ret : 52.561150253111
Iteration [  131  ]
Obj. val : 87.83728520554452, Avg. Ret : 45.71730363903553
Iteration [  132  ]
Obj. val : 93.43850526720462, Avg. Ret : 43.53522701748656
Iteration [  133  ]
Obj. val : 106.55866343580377, Avg. Ret : 54.53220997053686
Iteration [  134  ]
Obj. val : 93.21757980485265, Avg. Ret : 40.156512708594256
Iteration [  135  ]
Obj. val : 88.27110395316615, Avg. Ret : 48.39794421583442
Iteration [  136  ]
Obj. val : 113.811876828164, Avg. Ret : 36.020513138380124
Iteration [  137  ]
Obj. val : 96.0133251495987, Avg. Ret : 42.18525973508142
Iteration [  138  ]
Obj. val : 84.45387543992742, Avg. Ret : 36.99199882578846
Iteration [  139  ]
Obj. val : 97.71711175938196, Avg. Ret : 51.20296870648126
Iteration [  140  ]
Obj. val : 118.73855276253448, Avg. Ret : 44.37152604283601
Iteration [  141  ]
Obj. val : 106.9792452596715, Avg. Ret : 44.56937182826283
Iteration [  142  ]
Obj. val : 105.39100985431017, Avg. Ret : 42.861308526952044
Iteration [  143  ]
Obj. val : 99.5646393555711, Avg. Ret : 44.62497738302721
Iteration [  144  ]
Obj. val : 110.06830013392671, Avg. Ret : 47.29036406206832
Iteration [  145  ]
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checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_2.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_2.csv
Iteration [  200  ]
Obj. val : 131.38234598457552, Avg. Ret : 49.24846964455
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checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_2.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_2.csv
Iteration [  300  ]
Obj. val : 134.991077342754, Avg. Ret : 60.67594902385365
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Obj. val : 188.10229131737213, Avg. Ret : 55.650346041223266
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Obj. val : 198.87304170256363, Avg. Ret : 55.98581952803817
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Obj. val : 161.20744228909572, Avg. Ret : 63.40954354273858
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Obj. val : 165.51037819394637, Avg. Ret : 55.709875154859894
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Obj. val : 186.97259848927843, Avg. Ret : 63.09094081814653
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Obj. val : 167.63755507798498, Avg. Ret : 59.03137588463881
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Obj. val : 140.3138082991233, Avg. Ret : 54.34298102048221
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Obj. val : 171.29221697872893, Avg. Ret : 64.78217839147587
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Obj. val : 185.07356413297515, Avg. Ret : 56.5715972820729
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Obj. val : 181.12730926042008, Avg. Ret : 56.40910250409574
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Obj. val : 142.3624192816823, Avg. Ret : 58.52918166835893
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Obj. val : 191.87656068525558, Avg. Ret : 59.930455548459996
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Obj. val : 188.7554895709921, Avg. Ret : 59.82829373412173
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Obj. val : 179.73552988676224, Avg. Ret : 61.184364017961535
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Obj. val : 164.21395756831328, Avg. Ret : 62.07164055880474
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Obj. val : 186.8228707776783, Avg. Ret : 56.43511633216994
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Obj. val : 166.98047502075661, Avg. Ret : 76.22547085607778
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Obj. val : 171.75193312006553, Avg. Ret : 54.72450518679482
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Obj. val : 175.15882675982851, Avg. Ret : 55.72742187272349
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Obj. val : 151.78989173007255, Avg. Ret : 60.3371776482239
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Obj. val : 145.88013584757758, Avg. Ret : 62.01337128464409
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Obj. val : 193.58530788344717, Avg. Ret : 55.83548329990368
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Obj. val : 226.43943689990618, Avg. Ret : 61.274963867190145
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Obj. val : 166.57500951527362, Avg. Ret : 54.86123549468145
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Obj. val : 161.537249697238, Avg. Ret : 58.41066792909893
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Obj. val : 176.3622730244317, Avg. Ret : 68.75370591554277
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Obj. val : 195.9224188535387, Avg. Ret : 61.60991702387138
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Obj. val : 182.87999465859193, Avg. Ret : 52.51947172558607
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Obj. val : 181.4727837177529, Avg. Ret : 72.43522603752507
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Obj. val : 167.55825511100764, Avg. Ret : 56.613110501038044
Iteration [  392  ]
Obj. val : 191.02227354094373, Avg. Ret : 55.497966653136174
Iteration [  393  ]
Obj. val : 157.36906711069372, Avg. Ret : 58.120367320386265
Iteration [  394  ]
Obj. val : 184.16321665151924, Avg. Ret : 61.807268397627084
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Obj. val : 193.45557291862735, Avg. Ret : 58.8507270603472
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Obj. val : 166.92085895157788, Avg. Ret : 69.66803088521345
Iteration [  397  ]
Obj. val : 202.01749546423997, Avg. Ret : 56.05209889748423
Iteration [  398  ]
Obj. val : 165.13857440994764, Avg. Ret : 53.05363048504812
Iteration [  399  ]
Obj. val : 183.62654136543082, Avg. Ret : 62.377208167538974
checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_2.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_2.csv
Iteration [  400  ]
Obj. val : 209.16642118072096, Avg. Ret : 68.27480299338316
Iteration [  401  ]
Obj. val : 174.4772932479945, Avg. Ret : 55.32615478385443
Iteration [  402  ]
Obj. val : 181.49581874732104, Avg. Ret : 59.25073870260445
Iteration [  403  ]
Obj. val : 156.63043976039654, Avg. Ret : 72.44900391516643
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Obj. val : 158.28521198365286, Avg. Ret : 61.668157903824
Iteration [  405  ]
Obj. val : 218.81698076228355, Avg. Ret : 63.423636240303466
Iteration [  406  ]
Obj. val : 140.13004683778593, Avg. Ret : 63.49767059673403
Iteration [  407  ]
Obj. val : 199.0423916070235, Avg. Ret : 57.66590102073867
Iteration [  408  ]
Obj. val : 179.10131107881284, Avg. Ret : 71.29813698560093
Iteration [  409  ]
Obj. val : 179.12349516229744, Avg. Ret : 56.56663297234231
Iteration [  410  ]
Obj. val : 194.44055873903747, Avg. Ret : 57.90766921616338
Iteration [  411  ]
Obj. val : 170.7019013358457, Avg. Ret : 61.43803918723344
Iteration [  412  ]
Obj. val : 175.4295070752923, Avg. Ret : 70.2139365738491
Iteration [  413  ]
Obj. val : 166.43251238253183, Avg. Ret : 53.61431175748007
Iteration [  414  ]
Obj. val : 194.9576499077939, Avg. Ret : 56.18818527260235
Iteration [  415  ]
Obj. val : 174.76033008980315, Avg. Ret : 61.38921287669847
Iteration [  416  ]
Obj. val : 200.46579672815346, Avg. Ret : 52.12972073857544
Iteration [  417  ]
Obj. val : 132.90870876576957, Avg. Ret : 55.32090735107444
Iteration [  418  ]
Obj. val : 243.66242970672192, Avg. Ret : 71.0996492008365
Iteration [  419  ]
Obj. val : 184.683671930034, Avg. Ret : 57.508854789959486
Iteration [  420  ]
Obj. val : 163.4723185727889, Avg. Ret : 73.0105204467774
Iteration [  421  ]
Obj. val : 196.67656438337443, Avg. Ret : 58.03631570472645
Iteration [  422  ]
Obj. val : 146.86074556268784, Avg. Ret : 59.39310502129551
Iteration [  423  ]
Obj. val : 169.17258972082433, Avg. Ret : 70.17936641931756
Iteration [  424  ]
Obj. val : 196.63927372479958, Avg. Ret : 57.01311381233469
Iteration [  425  ]
Obj. val : 161.50722130273317, Avg. Ret : 60.38477088199983
Iteration [  426  ]
Obj. val : 184.7656270574467, Avg. Ret : 68.23488488888736
Iteration [  427  ]
Obj. val : 202.18421747237596, Avg. Ret : 52.913339722583885
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Obj. val : 160.60340211419347, Avg. Ret : 55.883177892432016
Iteration [  429  ]
Obj. val : 216.61620937493274, Avg. Ret : 55.48697016602387
Iteration [  430  ]
Obj. val : 143.5709208746811, Avg. Ret : 56.807582595976335
Iteration [  431  ]
Obj. val : 164.3236551616721, Avg. Ret : 56.110843632999085
Iteration [  432  ]
Obj. val : 202.96615560054778, Avg. Ret : 49.828370404749364
Iteration [  433  ]
Obj. val : 181.18764394596022, Avg. Ret : 63.55696929299933
Iteration [  434  ]
Obj. val : 196.39226112825534, Avg. Ret : 54.99635603935856
Iteration [  435  ]
Obj. val : 182.67474970038907, Avg. Ret : 63.43561911434518
Iteration [  436  ]
Obj. val : 226.68945642954895, Avg. Ret : 71.12932598445434
Iteration [  437  ]
Obj. val : 154.63866721982527, Avg. Ret : 53.62783448856508
Iteration [  438  ]
Obj. val : 184.73258310034157, Avg. Ret : 63.325332939088305
Iteration [  439  ]
Obj. val : 197.6949572239066, Avg. Ret : 53.701700506775225
Iteration [  440  ]
Obj. val : 202.8596048863777, Avg. Ret : 59.17290960162106
Iteration [  441  ]
Obj. val : 226.2142960315128, Avg. Ret : 69.44959740349285
Iteration [  442  ]
Obj. val : 179.91662006870047, Avg. Ret : 68.88597915520289
Iteration [  443  ]
Obj. val : 195.64642611112325, Avg. Ret : 57.88002821456489
Iteration [  444  ]
Obj. val : 224.02714693418318, Avg. Ret : 64.2856995180469
Iteration [  445  ]
Obj. val : 208.1680620304141, Avg. Ret : 70.4486614029288
Iteration [  446  ]
Obj. val : 183.8328922887294, Avg. Ret : 55.8658255158758
Iteration [  447  ]
Obj. val : 190.67286947741013, Avg. Ret : 77.83285565090245
Iteration [  448  ]
Obj. val : 201.21995085581008, Avg. Ret : 62.508704335684854
Iteration [  449  ]
Obj. val : 177.06617735613324, Avg. Ret : 57.50071553774588
Iteration [  450  ]
Obj. val : 168.98392846185882, Avg. Ret : 56.747793555553464
Iteration [  451  ]
Obj. val : 211.40165833902853, Avg. Ret : 94.29496931880593
Iteration [  452  ]
Obj. val : 153.02184117860924, Avg. Ret : 61.21969268087332
Iteration [  453  ]
Obj. val : 208.2404371137778, Avg. Ret : 59.17391099455308
Iteration [  454  ]
Obj. val : 172.05924757364457, Avg. Ret : 69.0929308722308
Iteration [  455  ]
Obj. val : 216.43946996017945, Avg. Ret : 55.12062653503308
Iteration [  456  ]
Obj. val : 203.95051471954457, Avg. Ret : 63.12742056532955
Iteration [  457  ]
Obj. val : 163.67395205691628, Avg. Ret : 59.50772516178018
Iteration [  458  ]
Obj. val : 205.9481658043997, Avg. Ret : 57.69903375640795
Iteration [  459  ]
Obj. val : 196.4205171243249, Avg. Ret : 69.48323272144268
Iteration [  460  ]
Obj. val : 175.2182113634613, Avg. Ret : 61.939772268653385
Iteration [  461  ]
Obj. val : 178.53066786345804, Avg. Ret : 53.96905841297284
Iteration [  462  ]
Obj. val : 170.6596870627435, Avg. Ret : 74.93391205318437
Iteration [  463  ]
Obj. val : 198.4808601083804, Avg. Ret : 71.36550286383498
Iteration [  464  ]
Obj. val : 210.00021938430277, Avg. Ret : 59.05949394589648
Iteration [  465  ]
Obj. val : 187.28940591512497, Avg. Ret : 54.76644971701194
Iteration [  466  ]
Obj. val : 231.57265409496773, Avg. Ret : 59.19208767548726
Iteration [  467  ]
Obj. val : 192.19286596421352, Avg. Ret : 58.84183281091021
Iteration [  468  ]
Obj. val : 222.3175243787653, Avg. Ret : 56.609595568186315
Iteration [  469  ]
Obj. val : 198.1337757375287, Avg. Ret : 69.89072457712881
Iteration [  470  ]
Obj. val : 203.57892444459097, Avg. Ret : 62.63254602298186
Iteration [  471  ]
Obj. val : 183.48678309260094, Avg. Ret : 71.06716880289541
Iteration [  472  ]
Obj. val : 228.5899932226482, Avg. Ret : 66.25949478253351
Iteration [  473  ]
Obj. val : 206.23175590613243, Avg. Ret : 59.21676445598214
Iteration [  474  ]
Obj. val : 169.25154084279612, Avg. Ret : 71.70451668728177
Iteration [  475  ]
Obj. val : 211.9792210937136, Avg. Ret : 82.04507975424123
Iteration [  476  ]
Obj. val : 184.31118521497723, Avg. Ret : 58.6641667403685
Iteration [  477  ]
Obj. val : 151.18683148740192, Avg. Ret : 62.5452516890048
Iteration [  478  ]
Obj. val : 193.44795462830388, Avg. Ret : 84.08324331879223
Iteration [  479  ]
Obj. val : 219.26161859715293, Avg. Ret : 57.1524415773113
Iteration [  480  ]
Obj. val : 219.26245869836282, Avg. Ret : 65.0291489588668
Iteration [  481  ]
Obj. val : 194.1853889984354, Avg. Ret : 59.012083298522185
Iteration [  482  ]
Obj. val : 194.67785069745352, Avg. Ret : 54.90756779543092
Iteration [  483  ]
Obj. val : 191.1604551192267, Avg. Ret : 77.65257541006476
Iteration [  484  ]
Obj. val : 168.7889251244541, Avg. Ret : 73.49528225341423
Iteration [  485  ]
Obj. val : 194.0803460842707, Avg. Ret : 57.74471622587184
Iteration [  486  ]
Obj. val : 221.73470009583363, Avg. Ret : 73.42476993561442
Iteration [  487  ]
Obj. val : 201.2960477111928, Avg. Ret : 79.52556111436887
Iteration [  488  ]
Obj. val : 203.9277244841116, Avg. Ret : 59.59574204874963
Iteration [  489  ]
Obj. val : 197.88788222081968, Avg. Ret : 76.80026824261036
Iteration [  490  ]
Obj. val : 187.60606343203048, Avg. Ret : 73.82824626806466
Iteration [  491  ]
Obj. val : 164.27051671412374, Avg. Ret : 56.949663407793615
Iteration [  492  ]
Obj. val : 257.4425868702728, Avg. Ret : 62.18781212663739
Iteration [  493  ]
Obj. val : 198.8017619058209, Avg. Ret : 61.861403671109514
Iteration [  494  ]
Obj. val : 188.67499246565623, Avg. Ret : 55.437049637033375
Iteration [  495  ]
Obj. val : 212.66909379275756, Avg. Ret : 77.67220824154009
Iteration [  496  ]
Obj. val : 211.02834137112893, Avg. Ret : 88.20246772927456
Iteration [  497  ]
Obj. val : 210.42496878261875, Avg. Ret : 56.633851381920515
Iteration [  498  ]
Obj. val : 241.13990363232847, Avg. Ret : 79.04347526005155
Iteration [  499  ]
Obj. val : 206.27662043593082, Avg. Ret : 82.08231945678057
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_2.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_2.csv
batch = 3
inside iterator
Iteration [  0  ]
Obj. val : 93.77748044741915, Avg. Ret : 35.41348542038607
Iteration [  1  ]
Obj. val : 81.14913940872887, Avg. Ret : 35.06190072434745
Iteration [  2  ]
Obj. val : 104.17740566239874, Avg. Ret : 35.19809792388101
Iteration [  3  ]
Obj. val : 90.12919494524742, Avg. Ret : 37.94288424901724
Iteration [  4  ]
Obj. val : 79.2957951025223, Avg. Ret : 36.66846919375541
Iteration [  5  ]
Obj. val : 83.95507306036988, Avg. Ret : 34.87401495619087
Iteration [  6  ]
Obj. val : 83.46877219028079, Avg. Ret : 34.58746046047827
Iteration [  7  ]
Obj. val : 85.67901378356926, Avg. Ret : 35.184579358033986
Iteration [  8  ]
Obj. val : 91.97691475134945, Avg. Ret : 34.928931099973695
Iteration [  9  ]
Obj. val : 76.7885118234292, Avg. Ret : 34.68761579353648
Iteration [  10  ]
Obj. val : 81.96265719381677, Avg. Ret : 36.261909599917864
Iteration [  11  ]
Obj. val : 75.10843914203468, Avg. Ret : 36.984263080639344
Iteration [  12  ]
Obj. val : 79.9789755916352, Avg. Ret : 36.048600494867685
Iteration [  13  ]
Obj. val : 91.48364768484649, Avg. Ret : 35.175234255969265
Iteration [  14  ]
Obj. val : 82.79467012673486, Avg. Ret : 35.56047089736583
Iteration [  15  ]
Obj. val : 68.49720205441494, Avg. Ret : 33.9335587168857
Iteration [  16  ]
Obj. val : 107.92099451906931, Avg. Ret : 35.78481082959106
Iteration [  17  ]
Obj. val : 85.93240919846635, Avg. Ret : 36.77724681294869
Iteration [  18  ]
Obj. val : 71.60593550724322, Avg. Ret : 34.87654115556386
Iteration [  19  ]
Obj. val : 61.30793298998949, Avg. Ret : 34.63405204601203
Iteration [  20  ]
Obj. val : 81.47680995234779, Avg. Ret : 35.10824191295026
Iteration [  21  ]
Obj. val : 101.97130676200517, Avg. Ret : 35.53221463104037
Iteration [  22  ]
Obj. val : 90.63981207786708, Avg. Ret : 53.093185255289406
Iteration [  23  ]
Obj. val : 71.29366165882082, Avg. Ret : 36.90359192399528
Iteration [  24  ]
Obj. val : 69.26161385209106, Avg. Ret : 38.782497749294286
Iteration [  25  ]
Obj. val : 67.00752559088652, Avg. Ret : 41.51048453955652
Iteration [  26  ]
Obj. val : 74.24236271220114, Avg. Ret : 36.32892390002065
Iteration [  27  ]
Obj. val : 87.56014895188868, Avg. Ret : 36.579003552140094
Iteration [  28  ]
Obj. val : 67.35585457041387, Avg. Ret : 38.667739865231994
Iteration [  29  ]
Obj. val : 66.96965528703407, Avg. Ret : 37.827790837072236
Iteration [  30  ]
Obj. val : 77.22308792234257, Avg. Ret : 55.721642055200846
Iteration [  31  ]
Obj. val : 63.989761373023285, Avg. Ret : 34.492913720451725
Iteration [  32  ]
Obj. val : 85.36253276259393, Avg. Ret : 37.668821105161626
Iteration [  33  ]
Obj. val : 71.87058797272407, Avg. Ret : 36.81261978304411
Iteration [  34  ]
Obj. val : 61.399292737212626, Avg. Ret : 39.129049644943876
Iteration [  35  ]
Obj. val : 82.33443604782452, Avg. Ret : 34.214724246616406
Iteration [  36  ]
Obj. val : 62.42458835051793, Avg. Ret : 37.67892053476611
Iteration [  37  ]
Obj. val : 79.68281915506066, Avg. Ret : 37.78088321248743
Iteration [  38  ]
Obj. val : 67.00367974056464, Avg. Ret : 35.04223570810578
Iteration [  39  ]
Obj. val : 67.72064508292198, Avg. Ret : 41.83441349172823
Iteration [  40  ]
Obj. val : 54.35763119442204, Avg. Ret : 35.484504827305805
Iteration [  41  ]
Obj. val : 62.40960739587022, Avg. Ret : 35.749439439644995
Iteration [  42  ]
Obj. val : 63.53940813903241, Avg. Ret : 34.36333124867456
Iteration [  43  ]
Obj. val : 59.16940023666646, Avg. Ret : 34.66456601898883
Iteration [  44  ]
Obj. val : 63.336362258713685, Avg. Ret : 54.444361148928984
Iteration [  45  ]
Obj. val : 54.503443212675236, Avg. Ret : 36.101439757811534
Iteration [  46  ]
Obj. val : 101.12808773193657, Avg. Ret : 35.53745997133407
Iteration [  47  ]
Obj. val : 66.35878729075353, Avg. Ret : 52.82166436387325
Iteration [  48  ]
Obj. val : 76.19858652522679, Avg. Ret : 36.85079467614253
Iteration [  49  ]
Obj. val : 50.669350603979545, Avg. Ret : 35.01355539000368
Iteration [  50  ]
Obj. val : 58.687750116113904, Avg. Ret : 51.66516463666995
Iteration [  51  ]
Obj. val : 61.94158973317906, Avg. Ret : 35.3493142107058
Iteration [  52  ]
Obj. val : 76.02812550530321, Avg. Ret : 37.37727867797478
Iteration [  53  ]
Obj. val : 53.389968339518155, Avg. Ret : 49.995746462822744
Iteration [  54  ]
Obj. val : 65.75111664429431, Avg. Ret : 34.94736452782518
Iteration [  55  ]
Obj. val : 59.13953496309325, Avg. Ret : 35.22346447876601
Iteration [  56  ]
Obj. val : 70.99622889692375, Avg. Ret : 47.80121969684697
Iteration [  57  ]
Obj. val : 59.019283141441875, Avg. Ret : 36.07460528565708
Iteration [  58  ]
Obj. val : 72.51438416234829, Avg. Ret : 35.002744393138826
Iteration [  59  ]
Obj. val : 72.8658783848143, Avg. Ret : 47.75454855609959
Iteration [  60  ]
Obj. val : 68.54788793268975, Avg. Ret : 35.54228149828445
Iteration [  61  ]
Obj. val : 62.20924752306926, Avg. Ret : 38.15851993060867
Iteration [  62  ]
Obj. val : 58.17064357922207, Avg. Ret : 48.354908936390856
Iteration [  63  ]
Obj. val : 53.37708328945931, Avg. Ret : 37.43245905176272
Iteration [  64  ]
Obj. val : 71.1326443015285, Avg. Ret : 36.20518735064365
Iteration [  65  ]
Obj. val : 72.32576286837973, Avg. Ret : 50.22467985255445
Iteration [  66  ]
Obj. val : 59.47613170092721, Avg. Ret : 36.373803610182236
Iteration [  67  ]
Obj. val : 71.7678488613699, Avg. Ret : 37.82719943057591
Iteration [  68  ]
Obj. val : 62.327379925808515, Avg. Ret : 50.72834828099445
Iteration [  69  ]
Obj. val : 69.61047117656749, Avg. Ret : 35.76913821191157
Iteration [  70  ]
Obj. val : 63.28472136220888, Avg. Ret : 35.59572928859645
Iteration [  71  ]
Obj. val : 65.19052332739278, Avg. Ret : 46.302115545951686
Iteration [  72  ]
Obj. val : 59.11826194812452, Avg. Ret : 36.11113841255025
Iteration [  73  ]
Obj. val : 66.39931996964336, Avg. Ret : 35.57980483847563
Iteration [  74  ]
Obj. val : 76.94341803329901, Avg. Ret : 46.115886439305854
Iteration [  75  ]
Obj. val : 68.80083387728025, Avg. Ret : 34.26871669104768
Iteration [  76  ]
Obj. val : 66.30670595273983, Avg. Ret : 36.46162092374554
Iteration [  77  ]
Obj. val : 72.1469767095364, Avg. Ret : 44.64527646187989
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Obj. val : 60.045280742919886, Avg. Ret : 36.932235762585215
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Obj. val : 73.63016575760611, Avg. Ret : 43.5712113422522
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Obj. val : 67.00485037529074, Avg. Ret : 37.75670282881528
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_3.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_3.csv
Iteration [  100  ]
Obj. val : 71.444411997922, Avg. Ret : 35.21431793329688
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Obj. val : 80.73518305273386, Avg. Ret : 40.17423314501704
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Iteration [  199  ]
Obj. val : 102.67015709201144, Avg. Ret : 42.34580011459317
checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_3.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_3.csv
Iteration [  200  ]
Obj. val : 108.76779073025367, Avg. Ret : 42.66614431891327
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Obj. val : 101.49287324797699, Avg. Ret : 39.6292271557027
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Obj. val : 115.70514221155749, Avg. Ret : 45.1126433597226
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Obj. val : 130.86585642796342, Avg. Ret : 39.20480068958882
checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_3.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_3.csv
Iteration [  300  ]
Obj. val : 125.25321144082963, Avg. Ret : 40.27537729417642
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Obj. val : 146.13967801225942, Avg. Ret : 45.82368818862797
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Obj. val : 152.78536828615603, Avg. Ret : 46.78438098757169
checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_3.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_3.csv
Iteration [  400  ]
Obj. val : 190.3463365434223, Avg. Ret : 52.09214956326565
Iteration [  401  ]
Obj. val : 173.12049002787435, Avg. Ret : 43.881857232671074
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Obj. val : 139.9097290483549, Avg. Ret : 56.74446086292346
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Obj. val : 163.79651355120234, Avg. Ret : 44.221202939656926
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Obj. val : 247.50788418673366, Avg. Ret : 58.58645513326541
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Obj. val : 149.00278921855772, Avg. Ret : 41.942606066239996
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Obj. val : 189.92376754976254, Avg. Ret : 45.488500827892466
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Iteration [  484  ]
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Iteration [  490  ]
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Iteration [  491  ]
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Iteration [  492  ]
Obj. val : 217.80681896514804, Avg. Ret : 64.61590967012884
Iteration [  493  ]
Obj. val : 167.629015107423, Avg. Ret : 52.660085714129984
Iteration [  494  ]
Obj. val : 176.57763764776763, Avg. Ret : 44.168530259688595
Iteration [  495  ]
Obj. val : 199.3112813100909, Avg. Ret : 52.81320528058944
Iteration [  496  ]
Obj. val : 147.81815870632772, Avg. Ret : 53.814830074108094
Iteration [  497  ]
Obj. val : 175.55591910217132, Avg. Ret : 47.0768411559148
Iteration [  498  ]
Obj. val : 190.78349673559603, Avg. Ret : 56.52810983636002
Iteration [  499  ]
Obj. val : 141.17386127306952, Avg. Ret : 55.7634029871109
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_3.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_3.csv
batch = 4
inside iterator
Iteration [  0  ]
Obj. val : 98.1454221719398, Avg. Ret : 63.42302729658241
Iteration [  1  ]
Obj. val : 105.64867954549874, Avg. Ret : 59.749279302184696
Iteration [  2  ]
Obj. val : 85.22227542332278, Avg. Ret : 66.27164786500647
Iteration [  3  ]
Obj. val : 106.33545427883897, Avg. Ret : 60.71113954951346
Iteration [  4  ]
Obj. val : 92.72915409588167, Avg. Ret : 56.393541788719155
Iteration [  5  ]
Obj. val : 130.61795996200874, Avg. Ret : 62.158845737569216
Iteration [  6  ]
Obj. val : 113.12024059084757, Avg. Ret : 57.84066667272122
Iteration [  7  ]
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Obj. val : 113.71302281332731, Avg. Ret : 57.842319136940404
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Obj. val : 140.94478404862244, Avg. Ret : 68.69613041711693
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Obj. val : 143.75954773682577, Avg. Ret : 55.52651499231872
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Obj. val : 141.52537912133945, Avg. Ret : 68.17042068067654
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Obj. val : 134.70399393791993, Avg. Ret : 71.10214592379788
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Obj. val : 175.583255831773, Avg. Ret : 71.88474992002575
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Obj. val : 135.50142549765195, Avg. Ret : 70.20754474935364
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_4.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_4.csv
Iteration [  100  ]
Obj. val : 150.22742425574867, Avg. Ret : 75.6989159900358
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Obj. val : 144.12618670319443, Avg. Ret : 58.86182784153912
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Obj. val : 119.56849274991218, Avg. Ret : 69.25346099580092
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Obj. val : 124.49180988213112, Avg. Ret : 73.21336587214927
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Obj. val : 133.06576711469637, Avg. Ret : 59.115981900837305
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Obj. val : 196.9382815351858, Avg. Ret : 77.06699551835104
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Obj. val : 137.53444162648663, Avg. Ret : 80.98523222039641
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Obj. val : 167.403822084894, Avg. Ret : 60.48574556260046
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Obj. val : 160.36346281873483, Avg. Ret : 63.3514508621216
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Obj. val : 142.4628431769051, Avg. Ret : 59.23947740758406
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Obj. val : 135.19632993301389, Avg. Ret : 64.24743179634739
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Obj. val : 247.35621059913464, Avg. Ret : 84.86605867576243
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Obj. val : 202.88904816422522, Avg. Ret : 82.89760873541515
Iteration [  199  ]
Obj. val : 145.36435450285032, Avg. Ret : 82.96015134222279
checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_4.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_4.csv
Iteration [  200  ]
Obj. val : 206.49270877259127, Avg. Ret : 70.23128757092289
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Obj. val : 151.3098922437619, Avg. Ret : 85.0614860237203
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Obj. val : 159.52683326782957, Avg. Ret : 76.46673255520813
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Obj. val : 190.28033096936474, Avg. Ret : 80.68644128799784
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Obj. val : 176.2382615042908, Avg. Ret : 88.05971637582478
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Obj. val : 188.56610332036715, Avg. Ret : 76.89023630709914
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Obj. val : 170.71544010661853, Avg. Ret : 66.33702472265185
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Obj. val : 190.2303417035975, Avg. Ret : 81.70081347707037
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checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_4.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_4.csv
Iteration [  300  ]
Obj. val : 222.61354714502352, Avg. Ret : 84.44631561999364
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checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_4.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_4.csv
Iteration [  400  ]
Obj. val : 348.93516275225346, Avg. Ret : 86.63348460858742
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Obj. val : 333.48264807643386, Avg. Ret : 80.01145036741987
Iteration [  441  ]
Obj. val : 285.05612671937035, Avg. Ret : 76.08664175546242
Iteration [  442  ]
Obj. val : 361.092756475829, Avg. Ret : 69.25205896865677
Iteration [  443  ]
Obj. val : 300.5236027988385, Avg. Ret : 79.48671763231879
Iteration [  444  ]
Obj. val : 299.9579936758466, Avg. Ret : 93.87137758662274
Iteration [  445  ]
Obj. val : 272.21916585279945, Avg. Ret : 78.82641109231783
Iteration [  446  ]
Obj. val : 268.8017130959264, Avg. Ret : 89.52430482542518
Iteration [  447  ]
Obj. val : 313.0410765048139, Avg. Ret : 75.38528420763105
Iteration [  448  ]
Obj. val : 358.19277220358987, Avg. Ret : 92.22538374229687
Iteration [  449  ]
Obj. val : 282.91483949959155, Avg. Ret : 81.94063516423763
Iteration [  450  ]
Obj. val : 265.50835922895055, Avg. Ret : 87.06316727389736
Iteration [  451  ]
Obj. val : 320.0464891194249, Avg. Ret : 82.898098387926
Iteration [  452  ]
Obj. val : 305.2529059456738, Avg. Ret : 78.69768324765676
Iteration [  453  ]
Obj. val : 282.2151466019671, Avg. Ret : 77.31989522123969
Iteration [  454  ]
Obj. val : 361.8689246885459, Avg. Ret : 86.51842613185856
Iteration [  455  ]
Obj. val : 314.83566896129224, Avg. Ret : 80.83686259576035
Iteration [  456  ]
Obj. val : 291.39793286362607, Avg. Ret : 89.43470996187858
Iteration [  457  ]
Obj. val : 319.99031791179965, Avg. Ret : 83.8169800192136
Iteration [  458  ]
Obj. val : 362.3157120065362, Avg. Ret : 89.36966880540011
Iteration [  459  ]
Obj. val : 351.80380515498706, Avg. Ret : 73.84521970217958
Iteration [  460  ]
Obj. val : 279.0885001538685, Avg. Ret : 83.45179416997118
Iteration [  461  ]
Obj. val : 250.92390490502157, Avg. Ret : 82.27502816840186
Iteration [  462  ]
Obj. val : 294.5862887540766, Avg. Ret : 86.28364176225476
Iteration [  463  ]
Obj. val : 313.7522513458126, Avg. Ret : 71.12584366987946
Iteration [  464  ]
Obj. val : 334.0395976154497, Avg. Ret : 81.38812180778717
Iteration [  465  ]
Obj. val : 334.29328336321817, Avg. Ret : 78.94250869852051
Iteration [  466  ]
Obj. val : 342.53984689374806, Avg. Ret : 76.93267733838141
Iteration [  467  ]
Obj. val : 293.651394751996, Avg. Ret : 81.36904345054201
Iteration [  468  ]
Obj. val : 309.87879372219516, Avg. Ret : 79.88624670755769
Iteration [  469  ]
Obj. val : 299.52022150847586, Avg. Ret : 72.0755096671241
Iteration [  470  ]
Obj. val : 306.8763276704957, Avg. Ret : 87.3260963377272
Iteration [  471  ]
Obj. val : 261.0098011347154, Avg. Ret : 75.86230887258105
Iteration [  472  ]
Obj. val : 296.6494957393143, Avg. Ret : 73.50232196910459
Iteration [  473  ]
Obj. val : 355.34548739829086, Avg. Ret : 95.47457043664572
Iteration [  474  ]
Obj. val : 305.7752305876291, Avg. Ret : 83.71660380588526
Iteration [  475  ]
Obj. val : 304.2711168718843, Avg. Ret : 88.51750717719278
Iteration [  476  ]
Obj. val : 332.62417242962823, Avg. Ret : 81.92287075516217
Iteration [  477  ]
Obj. val : 328.55236903240973, Avg. Ret : 74.89270780621001
Iteration [  478  ]
Obj. val : 329.6811139399149, Avg. Ret : 78.37497469569622
Iteration [  479  ]
Obj. val : 298.2278310967133, Avg. Ret : 81.33688882895729
Iteration [  480  ]
Obj. val : 336.68507868026705, Avg. Ret : 73.92097463159885
Iteration [  481  ]
Obj. val : 286.8429228583657, Avg. Ret : 78.10598642143326
Iteration [  482  ]
Obj. val : 310.1988422221353, Avg. Ret : 88.84638053551355
Iteration [  483  ]
Obj. val : 321.60226056728436, Avg. Ret : 83.42517611006278
Iteration [  484  ]
Obj. val : 388.6733838998132, Avg. Ret : 73.52223112797341
Iteration [  485  ]
Obj. val : 356.9078080001725, Avg. Ret : 88.60882679976865
Iteration [  486  ]
Obj. val : 286.31346366553777, Avg. Ret : 90.99408943306186
Iteration [  487  ]
Obj. val : 327.9789188737597, Avg. Ret : 71.76872609057168
Iteration [  488  ]
Obj. val : 338.2140557083577, Avg. Ret : 83.010056861279
Iteration [  489  ]
Obj. val : 348.5943753647614, Avg. Ret : 79.10336405658805
Iteration [  490  ]
Obj. val : 325.0285533571998, Avg. Ret : 80.66332264448532
Iteration [  491  ]
Obj. val : 286.1225342848266, Avg. Ret : 81.5837725514601
Iteration [  492  ]
Obj. val : 315.43469062802757, Avg. Ret : 74.98411144330409
Iteration [  493  ]
Obj. val : 304.3870209050472, Avg. Ret : 82.53097729292698
Iteration [  494  ]
Obj. val : 313.91280839881745, Avg. Ret : 86.41744563298862
Iteration [  495  ]
Obj. val : 297.5557379617817, Avg. Ret : 88.35797265870232
Iteration [  496  ]
Obj. val : 334.7341453130867, Avg. Ret : 79.30162481444657
Iteration [  497  ]
Obj. val : 374.35849499487824, Avg. Ret : 80.98099816237372
Iteration [  498  ]
Obj. val : 282.17966862426323, Avg. Ret : 76.01132010806823
Iteration [  499  ]
Obj. val : 307.68077205891166, Avg. Ret : 80.14491461206968
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_4.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_4.csv
batch = 5
inside iterator
Iteration [  0  ]
Obj. val : 97.08353737303523, Avg. Ret : 41.567348159171985
Iteration [  1  ]
Obj. val : 94.51126381525503, Avg. Ret : 44.30143635562578
Iteration [  2  ]
Obj. val : 103.12799107133321, Avg. Ret : 45.46467889515651
Iteration [  3  ]
Obj. val : 117.38451466813228, Avg. Ret : 43.22887320321999
Iteration [  4  ]
Obj. val : 97.85206141126169, Avg. Ret : 39.35525756630676
Iteration [  5  ]
Obj. val : 110.86573823583501, Avg. Ret : 44.46109135594442
Iteration [  6  ]
Obj. val : 78.73715250086553, Avg. Ret : 45.0257013146145
Iteration [  7  ]
Obj. val : 91.7451645243084, Avg. Ret : 42.13184691220305
Iteration [  8  ]
Obj. val : 104.40528101493572, Avg. Ret : 42.05850111364378
Iteration [  9  ]
Obj. val : 91.38731243522724, Avg. Ret : 41.63086715805308
Iteration [  10  ]
Obj. val : 130.98676734344554, Avg. Ret : 44.30142776638188
Iteration [  11  ]
Obj. val : 80.8692872645441, Avg. Ret : 44.84121399662988
Iteration [  12  ]
Obj. val : 91.31314974793017, Avg. Ret : 46.35977329959561
Iteration [  13  ]
Obj. val : 84.68378676734302, Avg. Ret : 43.961828065661535
Iteration [  14  ]
Obj. val : 89.20124985724206, Avg. Ret : 42.54264911291966
Iteration [  15  ]
Obj. val : 82.31550141966781, Avg. Ret : 43.19698578239948
Iteration [  16  ]
Obj. val : 85.98050669297525, Avg. Ret : 40.84972919478339
Iteration [  17  ]
Obj. val : 70.4793880022739, Avg. Ret : 43.57409667824296
Iteration [  18  ]
Obj. val : 82.63991583706274, Avg. Ret : 41.03325003010339
Iteration [  19  ]
Obj. val : 90.22617173197699, Avg. Ret : 43.29699774422328
Iteration [  20  ]
Obj. val : 104.65925428664997, Avg. Ret : 41.74410515035198
Iteration [  21  ]
Obj. val : 92.95568377690068, Avg. Ret : 45.58504969636925
Iteration [  22  ]
Obj. val : 101.55770335931884, Avg. Ret : 43.22411414700907
Iteration [  23  ]
Obj. val : 101.27356218976317, Avg. Ret : 50.80034134454658
Iteration [  24  ]
Obj. val : 76.12372310681813, Avg. Ret : 35.28880775771802
Iteration [  25  ]
Obj. val : 95.96322806406737, Avg. Ret : 39.14683132110385
Iteration [  26  ]
Obj. val : 102.21042970332284, Avg. Ret : 38.89187726693811
Iteration [  27  ]
Obj. val : 78.06449860433108, Avg. Ret : 44.130923378919405
Iteration [  28  ]
Obj. val : 103.46520598264823, Avg. Ret : 38.62727883952623
Iteration [  29  ]
Obj. val : 94.68582201914826, Avg. Ret : 50.804727988778176
Iteration [  30  ]
Obj. val : 79.1979079164483, Avg. Ret : 40.87747030662501
Iteration [  31  ]
Obj. val : 81.96973800175047, Avg. Ret : 48.62760574443509
Iteration [  32  ]
Obj. val : 96.07362990274294, Avg. Ret : 53.6035557427905
Iteration [  33  ]
Obj. val : 84.1841789292895, Avg. Ret : 40.51197908923175
Iteration [  34  ]
Obj. val : 89.12763171307537, Avg. Ret : 43.02169792346723
Iteration [  35  ]
Obj. val : 103.73230467375767, Avg. Ret : 51.585862580253504
Iteration [  36  ]
Obj. val : 84.90109599699431, Avg. Ret : 45.538138943112926
Iteration [  37  ]
Obj. val : 80.829867407231, Avg. Ret : 53.563986749359074
Iteration [  38  ]
Obj. val : 78.68710018179567, Avg. Ret : 46.97186415278258
Iteration [  39  ]
Obj. val : 90.534082557875, Avg. Ret : 42.49313515844285
Iteration [  40  ]
Obj. val : 83.04008890919839, Avg. Ret : 45.574680958165146
Iteration [  41  ]
Obj. val : 103.55859476165321, Avg. Ret : 44.51282972584216
Iteration [  42  ]
Obj. val : 77.54191528496503, Avg. Ret : 44.511642430530316
Iteration [  43  ]
Obj. val : 98.21160181663926, Avg. Ret : 54.20744171873833
Iteration [  44  ]
Obj. val : 86.5367161156597, Avg. Ret : 57.87630620362373
Iteration [  45  ]
Obj. val : 75.7380747639033, Avg. Ret : 41.197888425260736
Iteration [  46  ]
Obj. val : 91.3525689904502, Avg. Ret : 49.24372705380756
Iteration [  47  ]
Obj. val : 97.56793875742495, Avg. Ret : 53.001764123041596
Iteration [  48  ]
Obj. val : 113.52858922377038, Avg. Ret : 47.089572470351044
Iteration [  49  ]
Obj. val : 85.29490873500214, Avg. Ret : 43.73059629040296
Iteration [  50  ]
Obj. val : 87.86911161855976, Avg. Ret : 52.587501040578125
Iteration [  51  ]
Obj. val : 76.31073965828386, Avg. Ret : 48.83404018548954
Iteration [  52  ]
Obj. val : 96.10955015259677, Avg. Ret : 46.228811892823394
Iteration [  53  ]
Obj. val : 85.24484971477062, Avg. Ret : 53.45932855060809
Iteration [  54  ]
Obj. val : 108.97814909789905, Avg. Ret : 49.06823086121566
Iteration [  55  ]
Obj. val : 86.0043701869211, Avg. Ret : 41.80295536214556
Iteration [  56  ]
Obj. val : 84.79772410018869, Avg. Ret : 51.1238636589395
Iteration [  57  ]
Obj. val : 102.82733233001363, Avg. Ret : 46.20874276248229
Iteration [  58  ]
Obj. val : 97.03469656649827, Avg. Ret : 46.13888632906943
Iteration [  59  ]
Obj. val : 93.24988463177282, Avg. Ret : 52.04335126736751
Iteration [  60  ]
Obj. val : 88.625724341857, Avg. Ret : 44.35340537295126
Iteration [  61  ]
Obj. val : 84.92426582814042, Avg. Ret : 42.71990224395911
Iteration [  62  ]
Obj. val : 80.88049287870692, Avg. Ret : 48.12073546897392
Iteration [  63  ]
Obj. val : 110.1153346496821, Avg. Ret : 46.06060819120252
Iteration [  64  ]
Obj. val : 102.73818117524968, Avg. Ret : 41.939995858744616
Iteration [  65  ]
Obj. val : 96.24997184381446, Avg. Ret : 50.92860537761482
Iteration [  66  ]
Obj. val : 90.97761092289677, Avg. Ret : 42.82147280782043
Iteration [  67  ]
Obj. val : 109.52519322502354, Avg. Ret : 46.37758790062393
Iteration [  68  ]
Obj. val : 122.04964519760236, Avg. Ret : 50.76859966465462
Iteration [  69  ]
Obj. val : 86.15039400663593, Avg. Ret : 48.67143873146294
Iteration [  70  ]
Obj. val : 99.27535734213427, Avg. Ret : 40.98836664604794
Iteration [  71  ]
Obj. val : 98.89013879072353, Avg. Ret : 47.6269842758613
Iteration [  72  ]
Obj. val : 100.35191646118248, Avg. Ret : 48.5034446596644
Iteration [  73  ]
Obj. val : 88.10794966096414, Avg. Ret : 40.61006128922666
Iteration [  74  ]
Obj. val : 86.3915592222894, Avg. Ret : 54.09555420880779
Iteration [  75  ]
Obj. val : 85.23030540823154, Avg. Ret : 42.067789334511424
Iteration [  76  ]
Obj. val : 87.79906640103027, Avg. Ret : 51.26952504049151
Iteration [  77  ]
Obj. val : 93.0645134632351, Avg. Ret : 49.37469912706946
Iteration [  78  ]
Obj. val : 79.14184393365838, Avg. Ret : 45.4164205181532
Iteration [  79  ]
Obj. val : 110.76566947907875, Avg. Ret : 46.81865359327975
Iteration [  80  ]
Obj. val : 92.67662114424341, Avg. Ret : 47.95575171295024
Iteration [  81  ]
Obj. val : 85.81664288669167, Avg. Ret : 48.587623356132575
Iteration [  82  ]
Obj. val : 81.90936018045656, Avg. Ret : 45.50815248318876
Iteration [  83  ]
Obj. val : 98.52835262040753, Avg. Ret : 51.46250813396809
Iteration [  84  ]
Obj. val : 107.30260205808361, Avg. Ret : 47.336090669766136
Iteration [  85  ]
Obj. val : 98.80149643269148, Avg. Ret : 47.50606496915573
Iteration [  86  ]
Obj. val : 99.25993855126491, Avg. Ret : 48.307125880286975
Iteration [  87  ]
Obj. val : 93.00502821013247, Avg. Ret : 48.493960587182926
Iteration [  88  ]
Obj. val : 97.21946080471697, Avg. Ret : 52.89341671694589
Iteration [  89  ]
Obj. val : 87.24822250232339, Avg. Ret : 51.85130206328463
Iteration [  90  ]
Obj. val : 90.14925883809833, Avg. Ret : 47.90164918899376
Iteration [  91  ]
Obj. val : 111.90098590002253, Avg. Ret : 48.07229460446315
Iteration [  92  ]
Obj. val : 141.60392838439083, Avg. Ret : 51.301695803132596
Iteration [  93  ]
Obj. val : 108.9780391398811, Avg. Ret : 49.1875691214147
Iteration [  94  ]
Obj. val : 86.51523799333424, Avg. Ret : 45.857712617792096
Iteration [  95  ]
Obj. val : 80.33218569526476, Avg. Ret : 48.32337756453389
Iteration [  96  ]
Obj. val : 112.28654933563286, Avg. Ret : 48.75579183006276
Iteration [  97  ]
Obj. val : 151.45847443540302, Avg. Ret : 45.120768834220804
Iteration [  98  ]
Obj. val : 124.25856808406999, Avg. Ret : 48.15650358005674
Iteration [  99  ]
Obj. val : 125.02252909561203, Avg. Ret : 49.82216502908291
checkpoint for objective values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_5.csv
checkpoint for avg return values, iteration: 100. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_5.csv
Iteration [  100  ]
Obj. val : 98.5575088497033, Avg. Ret : 47.9474899602483
Iteration [  101  ]
Obj. val : 125.2694283019025, Avg. Ret : 52.16203188574599
Iteration [  102  ]
Obj. val : 113.82214331895304, Avg. Ret : 44.735717385951915
Iteration [  103  ]
Obj. val : 119.65677575756102, Avg. Ret : 53.78475701125521
Iteration [  104  ]
Obj. val : 116.39553679115019, Avg. Ret : 52.025827436989594
Iteration [  105  ]
Obj. val : 96.33486262498548, Avg. Ret : 44.89034084455171
Iteration [  106  ]
Obj. val : 94.20650867568752, Avg. Ret : 50.13022134910968
Iteration [  107  ]
Obj. val : 87.69832565402486, Avg. Ret : 50.31713786587313
Iteration [  108  ]
Obj. val : 92.11141082431388, Avg. Ret : 51.73680443893798
Iteration [  109  ]
Obj. val : 102.06065474127787, Avg. Ret : 44.3906465269496
Iteration [  110  ]
Obj. val : 133.49718286303917, Avg. Ret : 47.57590357618371
Iteration [  111  ]
Obj. val : 106.49466090821419, Avg. Ret : 56.23094799154605
Iteration [  112  ]
Obj. val : 94.17167752775333, Avg. Ret : 50.21699833169127
Iteration [  113  ]
Obj. val : 118.23858668901245, Avg. Ret : 47.39111853911417
Iteration [  114  ]
Obj. val : 124.92737724308216, Avg. Ret : 53.02910092457683
Iteration [  115  ]
Obj. val : 100.61704051428568, Avg. Ret : 44.992483086766576
Iteration [  116  ]
Obj. val : 117.09725929645828, Avg. Ret : 45.520482610803384
Iteration [  117  ]
Obj. val : 88.41953644281288, Avg. Ret : 45.08132268507457
Iteration [  118  ]
Obj. val : 86.5922971405302, Avg. Ret : 51.09606389533607
Iteration [  119  ]
Obj. val : 105.44135350651837, Avg. Ret : 48.70798982902187
Iteration [  120  ]
Obj. val : 100.9300174191595, Avg. Ret : 52.72560024126287
Iteration [  121  ]
Obj. val : 160.70184547905646, Avg. Ret : 48.603612365809425
Iteration [  122  ]
Obj. val : 108.89308267307284, Avg. Ret : 49.39315591594268
Iteration [  123  ]
Obj. val : 133.4814797929281, Avg. Ret : 51.886838692229965
Iteration [  124  ]
Obj. val : 152.28910373838028, Avg. Ret : 43.43866609043749
Iteration [  125  ]
Obj. val : 88.98281888763998, Avg. Ret : 45.12310071620132
Iteration [  126  ]
Obj. val : 91.58934949570647, Avg. Ret : 50.34610172510301
Iteration [  127  ]
Obj. val : 159.777938143665, Avg. Ret : 50.32905095492638
Iteration [  128  ]
Obj. val : 104.80431048151581, Avg. Ret : 50.68121349539953
Iteration [  129  ]
Obj. val : 100.90345999405257, Avg. Ret : 47.48018934545672
Iteration [  130  ]
Obj. val : 126.95781781538177, Avg. Ret : 57.027871977819274
Iteration [  131  ]
Obj. val : 114.18405764326155, Avg. Ret : 47.69002755388416
Iteration [  132  ]
Obj. val : 88.71789628357442, Avg. Ret : 55.37511451814551
Iteration [  133  ]
Obj. val : 135.00705469115658, Avg. Ret : 44.18872701527025
Iteration [  134  ]
Obj. val : 119.08449077284172, Avg. Ret : 49.74934489031203
Iteration [  135  ]
Obj. val : 78.22192335858445, Avg. Ret : 45.84849216380254
Iteration [  136  ]
Obj. val : 114.67857164276913, Avg. Ret : 54.66445253367881
Iteration [  137  ]
Obj. val : 108.05511524203715, Avg. Ret : 49.8040011482743
Iteration [  138  ]
Obj. val : 140.75706070029815, Avg. Ret : 59.23501906584346
Iteration [  139  ]
Obj. val : 86.907659129076, Avg. Ret : 47.339470203047824
Iteration [  140  ]
Obj. val : 133.01574169133866, Avg. Ret : 48.891443351201104
Iteration [  141  ]
Obj. val : 95.98752950196122, Avg. Ret : 50.86780031505231
Iteration [  142  ]
Obj. val : 94.74781247747919, Avg. Ret : 47.65897078964216
Iteration [  143  ]
Obj. val : 88.73044484632634, Avg. Ret : 48.82898485499351
Iteration [  144  ]
Obj. val : 135.67309630716693, Avg. Ret : 47.911720188744894
Iteration [  145  ]
Obj. val : 94.74287197649322, Avg. Ret : 57.73077056729901
Iteration [  146  ]
Obj. val : 86.45589029204785, Avg. Ret : 47.19807124725554
Iteration [  147  ]
Obj. val : 106.55672414042215, Avg. Ret : 51.448695919597974
Iteration [  148  ]
Obj. val : 98.53321373073105, Avg. Ret : 50.45426195867607
Iteration [  149  ]
Obj. val : 112.16439352232156, Avg. Ret : 49.72532963953771
Iteration [  150  ]
Obj. val : 119.36551333438067, Avg. Ret : 48.20272405126668
Iteration [  151  ]
Obj. val : 99.42846820742639, Avg. Ret : 54.937271304882515
Iteration [  152  ]
Obj. val : 87.56301530585469, Avg. Ret : 47.734477610759
Iteration [  153  ]
Obj. val : 97.13833892936769, Avg. Ret : 59.89693858805007
Iteration [  154  ]
Obj. val : 101.1049094254876, Avg. Ret : 47.874520543966526
Iteration [  155  ]
Obj. val : 86.57407834356022, Avg. Ret : 48.29730942275115
Iteration [  156  ]
Obj. val : 119.41890509666973, Avg. Ret : 51.57646213222161
Iteration [  157  ]
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Obj. val : 125.41450871706745, Avg. Ret : 58.06946929483099
checkpoint for objective values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_5.csv
checkpoint for avg return values, iteration: 200. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_5.csv
Iteration [  200  ]
Obj. val : 96.44040128747734, Avg. Ret : 47.648089673728634
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checkpoint for objective values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_5.csv
checkpoint for avg return values, iteration: 300. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_5.csv
Iteration [  300  ]
Obj. val : 90.66279205950644, Avg. Ret : 57.95371876674505
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Obj. val : 88.389508491512, Avg. Ret : 62.54875039357645
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Obj. val : 89.93202002119769, Avg. Ret : 58.66984523607513
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Obj. val : 158.8930076316964, Avg. Ret : 59.29412776805952
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Obj. val : 93.82879805128009, Avg. Ret : 60.918823043914045
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Obj. val : 152.1035478912122, Avg. Ret : 58.070668614343504
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Obj. val : 100.49873286918705, Avg. Ret : 57.1601346969338
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Obj. val : 98.90688449928811, Avg. Ret : 56.235663698558646
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Obj. val : 86.87174413345518, Avg. Ret : 56.82988634879952
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Obj. val : 125.97652496758728, Avg. Ret : 54.73253879073056
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Obj. val : 103.9582295537515, Avg. Ret : 55.91411031839359
Iteration [  383  ]
Obj. val : 94.70751363612553, Avg. Ret : 58.666868943693835
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Obj. val : 110.31626535515349, Avg. Ret : 54.374842385266305
Iteration [  385  ]
Obj. val : 115.7098972948085, Avg. Ret : 58.12008477141814
Iteration [  386  ]
Obj. val : 133.4859672319716, Avg. Ret : 57.20782875807621
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Obj. val : 106.28272400277382, Avg. Ret : 60.329637539051376
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Obj. val : 87.05909866407553, Avg. Ret : 54.420233470062406
Iteration [  389  ]
Obj. val : 133.96018676341396, Avg. Ret : 56.10100089749423
Iteration [  390  ]
Obj. val : 96.52338048484181, Avg. Ret : 57.74190559737852
Iteration [  391  ]
Obj. val : 100.6458205879459, Avg. Ret : 55.51753097794163
Iteration [  392  ]
Obj. val : 102.17408866484068, Avg. Ret : 52.150815423181115
Iteration [  393  ]
Obj. val : 95.11172892579916, Avg. Ret : 62.217250470901455
Iteration [  394  ]
Obj. val : 100.32526533775537, Avg. Ret : 53.8864266342477
Iteration [  395  ]
Obj. val : 89.52657850683241, Avg. Ret : 55.64710645455904
Iteration [  396  ]
Obj. val : 105.36231821698729, Avg. Ret : 60.292653145651876
Iteration [  397  ]
Obj. val : 121.68153984311364, Avg. Ret : 43.467476734896415
Iteration [  398  ]
Obj. val : 100.62847814116195, Avg. Ret : 52.320053678408314
Iteration [  399  ]
Obj. val : 110.13682104245395, Avg. Ret : 57.0566101962693
checkpoint for objective values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_5.csv
checkpoint for avg return values, iteration: 400. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_5.csv
Iteration [  400  ]
Obj. val : 95.56446625623168, Avg. Ret : 63.384263066269156
Iteration [  401  ]
Obj. val : 109.63179330884185, Avg. Ret : 57.181123041532636
Iteration [  402  ]
Obj. val : 100.31015494507345, Avg. Ret : 53.99792845340943
Iteration [  403  ]
Obj. val : 119.79331866087507, Avg. Ret : 59.767098892770306
Iteration [  404  ]
Obj. val : 121.02731455158259, Avg. Ret : 56.91158064191787
Iteration [  405  ]
Obj. val : 101.08680341036471, Avg. Ret : 57.7148417111443
Iteration [  406  ]
Obj. val : 97.278293886048, Avg. Ret : 38.43917882343678
Iteration [  407  ]
Obj. val : 107.68350568941776, Avg. Ret : 57.73113225870898
Iteration [  408  ]
Obj. val : 105.9157199948933, Avg. Ret : 34.077447705545076
Iteration [  409  ]
Obj. val : 94.3626770624694, Avg. Ret : 54.01106475374663
Iteration [  410  ]
Obj. val : 110.78562198112638, Avg. Ret : 57.37469633884129
Iteration [  411  ]
Obj. val : 96.11941954537724, Avg. Ret : 57.36292145328408
Iteration [  412  ]
Obj. val : 90.20356155069905, Avg. Ret : 51.33464332088923
Iteration [  413  ]
Obj. val : 112.17365428546833, Avg. Ret : 60.99996059900886
Iteration [  414  ]
Obj. val : 86.37254506573825, Avg. Ret : 55.90458201903133
Iteration [  415  ]
Obj. val : 99.19629163432666, Avg. Ret : 52.72209368932903
Iteration [  416  ]
Obj. val : 95.040824359323, Avg. Ret : 61.37022477200648
Iteration [  417  ]
Obj. val : 102.09062681279192, Avg. Ret : 51.61397233006866
Iteration [  418  ]
Obj. val : 95.93984741166258, Avg. Ret : 56.685795773960464
Iteration [  419  ]
Obj. val : 108.44236663246038, Avg. Ret : 61.42180068912006
Iteration [  420  ]
Obj. val : 141.3772588241234, Avg. Ret : 62.52729883758236
Iteration [  421  ]
Obj. val : 90.4878734239246, Avg. Ret : 41.07673095945821
Iteration [  422  ]
Obj. val : 98.84567379784086, Avg. Ret : 59.59354239033891
Iteration [  423  ]
Obj. val : 93.4143464883562, Avg. Ret : 46.902275350889475
Iteration [  424  ]
Obj. val : 93.37190585154806, Avg. Ret : 53.09119691255387
Iteration [  425  ]
Obj. val : 96.44904777957115, Avg. Ret : 57.718056883278415
Iteration [  426  ]
Obj. val : 124.11849486516657, Avg. Ret : 54.58506131431828
Iteration [  427  ]
Obj. val : 114.43613873184671, Avg. Ret : 57.697134263213584
Iteration [  428  ]
Obj. val : 93.26193064221847, Avg. Ret : 57.1582437693143
Iteration [  429  ]
Obj. val : 91.16840210535153, Avg. Ret : 54.19225778148922
Iteration [  430  ]
Obj. val : 92.95966786587871, Avg. Ret : 42.344355212890015
Iteration [  431  ]
Obj. val : 92.91136820323668, Avg. Ret : 58.46356069938387
Iteration [  432  ]
Obj. val : 102.04032100835875, Avg. Ret : 45.2591177419562
Iteration [  433  ]
Obj. val : 92.99014508487734, Avg. Ret : 47.873509837638906
Iteration [  434  ]
Obj. val : 88.83042983428966, Avg. Ret : 56.939151001540495
Iteration [  435  ]
Obj. val : 114.66102626267727, Avg. Ret : 63.31761479195348
Iteration [  436  ]
Obj. val : 95.49439034535916, Avg. Ret : 40.04166443858164
Iteration [  437  ]
Obj. val : 99.02588057182115, Avg. Ret : 58.22262376759062
Iteration [  438  ]
Obj. val : 111.28145229332826, Avg. Ret : 60.553385877068806
Iteration [  439  ]
Obj. val : 96.11883979977385, Avg. Ret : 51.34074822458549
Iteration [  440  ]
Obj. val : 94.40868813669728, Avg. Ret : 54.56346830394275
Iteration [  441  ]
Obj. val : 119.85375550949068, Avg. Ret : 53.969524604859025
Iteration [  442  ]
Obj. val : 114.51332698156052, Avg. Ret : 43.013393401283736
Iteration [  443  ]
Obj. val : 78.33013055486211, Avg. Ret : 66.40803809057954
Iteration [  444  ]
Obj. val : 89.90734914217317, Avg. Ret : 53.16042435795443
Iteration [  445  ]
Obj. val : 93.90057904795692, Avg. Ret : 56.582855193972456
Iteration [  446  ]
Obj. val : 117.03755228492282, Avg. Ret : 57.3785638122153
Iteration [  447  ]
Obj. val : 148.00137963042397, Avg. Ret : 53.09172403182768
Iteration [  448  ]
Obj. val : 123.7227356715531, Avg. Ret : 47.104968762223805
Iteration [  449  ]
Obj. val : 86.79045251373942, Avg. Ret : 54.99110172917856
Iteration [  450  ]
Obj. val : 105.5805252395332, Avg. Ret : 53.65752193212071
Iteration [  451  ]
Obj. val : 98.59513384728194, Avg. Ret : 51.39400187023941
Iteration [  452  ]
Obj. val : 95.88843734479202, Avg. Ret : 58.65140455474786
Iteration [  453  ]
Obj. val : 103.71334643678702, Avg. Ret : 54.16159204063047
Iteration [  454  ]
Obj. val : 88.3627260371016, Avg. Ret : 56.613654751252845
Iteration [  455  ]
Obj. val : 88.91109773939512, Avg. Ret : 58.43380757430327
Iteration [  456  ]
Obj. val : 82.40034034602552, Avg. Ret : 52.336786100592256
Iteration [  457  ]
Obj. val : 123.95198249709432, Avg. Ret : 55.044650361067795
Iteration [  458  ]
Obj. val : 112.89609331520614, Avg. Ret : 62.73408118151005
Iteration [  459  ]
Obj. val : 123.14683301970761, Avg. Ret : 58.786221821938035
Iteration [  460  ]
Obj. val : 103.02000028589251, Avg. Ret : 39.64362950274145
Iteration [  461  ]
Obj. val : 96.43446178973963, Avg. Ret : 55.48152136502163
Iteration [  462  ]
Obj. val : 105.46400164166755, Avg. Ret : 52.588287427739196
Iteration [  463  ]
Obj. val : 88.87170030270543, Avg. Ret : 52.280350962971916
Iteration [  464  ]
Obj. val : 95.72253641873888, Avg. Ret : 62.60590852914623
Iteration [  465  ]
Obj. val : 106.14580798491608, Avg. Ret : 37.18971507117699
Iteration [  466  ]
Obj. val : 119.18365515446087, Avg. Ret : 56.245817748562175
Iteration [  467  ]
Obj. val : 100.58498957030267, Avg. Ret : 53.62351484518189
Iteration [  468  ]
Obj. val : 82.59691683976246, Avg. Ret : 50.13419975091742
Iteration [  469  ]
Obj. val : 140.9582905463785, Avg. Ret : 54.55088587526672
Iteration [  470  ]
Obj. val : 94.39668226437043, Avg. Ret : 57.72849796757759
Iteration [  471  ]
Obj. val : 100.5237510485888, Avg. Ret : 44.671278761237325
Iteration [  472  ]
Obj. val : 108.52229187564598, Avg. Ret : 54.6058514688681
Iteration [  473  ]
Obj. val : 94.19844651544362, Avg. Ret : 55.67818817239695
Iteration [  474  ]
Obj. val : 94.15944746749247, Avg. Ret : 45.09109678950668
Iteration [  475  ]
Obj. val : 121.14310099870615, Avg. Ret : 56.426487609517295
Iteration [  476  ]
Obj. val : 151.48949329541512, Avg. Ret : 58.98099733234004
Iteration [  477  ]
Obj. val : 99.53985680201386, Avg. Ret : 52.88737687432249
Iteration [  478  ]
Obj. val : 98.16596335882474, Avg. Ret : 56.437849126728864
Iteration [  479  ]
Obj. val : 97.20894188372449, Avg. Ret : 59.2138519261026
Iteration [  480  ]
Obj. val : 113.81544122356809, Avg. Ret : 61.6643848528115
Iteration [  481  ]
Obj. val : 101.81172789741024, Avg. Ret : 60.128709281700615
Iteration [  482  ]
Obj. val : 97.45358617078553, Avg. Ret : 52.526834242180485
Iteration [  483  ]
Obj. val : 121.42036543978051, Avg. Ret : 55.874418638058295
Iteration [  484  ]
Obj. val : 113.44191258703836, Avg. Ret : 53.438320317372806
Iteration [  485  ]
Obj. val : 119.36649738986708, Avg. Ret : 53.84917051260481
Iteration [  486  ]
Obj. val : 114.49608236366733, Avg. Ret : 57.32820482778266
Iteration [  487  ]
Obj. val : 107.40813158288556, Avg. Ret : 53.61433924422582
Iteration [  488  ]
Obj. val : 90.97170541536856, Avg. Ret : 57.76734978262893
Iteration [  489  ]
Obj. val : 125.87860083035596, Avg. Ret : 54.77389971532298
Iteration [  490  ]
Obj. val : 93.87664201777824, Avg. Ret : 55.65378000385629
Iteration [  491  ]
Obj. val : 94.53290453480331, Avg. Ret : 59.748543675487205
Iteration [  492  ]
Obj. val : 100.53774041475491, Avg. Ret : 55.694915959598454
Iteration [  493  ]
Obj. val : 125.55685499013566, Avg. Ret : 58.019217552926456
Iteration [  494  ]
Obj. val : 135.14242482012008, Avg. Ret : 56.065537674212926
Iteration [  495  ]
Obj. val : 88.5281846232415, Avg. Ret : 57.33084248581012
Iteration [  496  ]
Obj. val : 82.48582234324094, Avg. Ret : 55.526523150299575
Iteration [  497  ]
Obj. val : 142.38910633921515, Avg. Ret : 55.784161411641975
Iteration [  498  ]
Obj. val : 97.30102067026951, Avg. Ret : 56.9203475955643
Iteration [  499  ]
Obj. val : 126.00866641565281, Avg. Ret : 59.07567959853203
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_obj_5.csv
checkpoint for objective values, iteration: 500. Saved at  ./tests/invpenddouble/alpha_0_1/ evar_ret_5.csv
