Seed: 42
Alpha Value: 0.1
Learning Rate: [0.01, 0.1, 0.2, 0.5]
Discount Factor: 0.9
Number of Episodes: 50
Max Iterations: 500
Number of Batches: 4
Directory Path ./tests/invpenddouble/alpha_0_1/
batch = 1
inside iterator
Iteration [  0  ]
Obj. val : 126.26828269772224, Avg. Ret : 51.80615551834981
Iteration [  1  ]
Obj. val : 98.10929654173653, Avg. Ret : 50.63966845246074
Iteration [  2  ]
Obj. val : 104.71243055962657, Avg. Ret : 54.718778638678465
Iteration [  3  ]
Obj. val : 106.68886446905839, Avg. Ret : 56.587940595340015
Iteration [  4  ]
Obj. val : 82.63966290141342, Avg. Ret : 53.25555701997781
Iteration [  5  ]
Obj. val : 84.33407610733443, Avg. Ret : 54.912784940651065
Iteration [  6  ]
Obj. val : 124.67661267785437, Avg. Ret : 51.24609515725238
Iteration [  7  ]
Obj. val : 103.08762513519979, Avg. Ret : 52.46528264012213
Iteration [  8  ]
Obj. val : 81.96187629670344, Avg. Ret : 55.13371194829535
Iteration [  9  ]
Obj. val : 80.10598603226023, Avg. Ret : 55.71548065214861
Iteration [  10  ]
Obj. val : 102.37717310734686, Avg. Ret : 54.76250420999662
Iteration [  11  ]
Obj. val : 102.15424901397722, Avg. Ret : 51.736730959009876
Iteration [  12  ]
Obj. val : 106.50453007411555, Avg. Ret : 54.75189952285621
Iteration [  13  ]
Obj. val : 103.5683142565721, Avg. Ret : 51.06730205809336
Iteration [  14  ]
Obj. val : 98.05527800456632, Avg. Ret : 54.38334503113605
Iteration [  15  ]
Obj. val : 112.72114502946603, Avg. Ret : 54.059361169549575
Iteration [  16  ]
Obj. val : 107.96991124450945, Avg. Ret : 57.507412352092416
Iteration [  17  ]
Obj. val : 92.73750630645475, Avg. Ret : 54.428880388501675
Iteration [  18  ]
Obj. val : 95.15449827935333, Avg. Ret : 59.309919482400836
Iteration [  19  ]
Obj. val : 111.78181241048613, Avg. Ret : 50.88513620665844
Iteration [  20  ]
Obj. val : 119.77829574254815, Avg. Ret : 50.96803305545105
Iteration [  21  ]
Obj. val : 109.06894350328562, Avg. Ret : 52.95082095369077
Iteration [  22  ]
Obj. val : 85.8437970568271, Avg. Ret : 47.439060281317545
Iteration [  23  ]
Obj. val : 111.67731876516076, Avg. Ret : 44.765587540943905
Iteration [  24  ]
Obj. val : 112.80596482089805, Avg. Ret : 32.30858184315554
Iteration [  25  ]
Obj. val : 105.39048502062897, Avg. Ret : 58.90428172586758
Iteration [  26  ]
Obj. val : 94.67905710847164, Avg. Ret : 61.65375366938528
Iteration [  27  ]
Obj. val : 104.038790002134, Avg. Ret : 46.581533574987944
Iteration [  28  ]
Obj. val : 103.04466030676326, Avg. Ret : 67.59333138387032
Iteration [  29  ]
Obj. val : 95.50152164722414, Avg. Ret : 44.8461522914358
Iteration [  30  ]
Obj. val : 123.46042576460934, Avg. Ret : 58.30041783483206
Iteration [  31  ]
Obj. val : 112.54687690762375, Avg. Ret : 37.61678788086883
Iteration [  32  ]
Obj. val : 118.15736776892537, Avg. Ret : 64.19553916933685
Iteration [  33  ]
Obj. val : 107.22858413242786, Avg. Ret : 45.532420529676216
Iteration [  34  ]
Obj. val : 97.72736525622636, Avg. Ret : 51.650305672798716
Iteration [  35  ]
Obj. val : 115.83912375556525, Avg. Ret : 60.36557822648271
Iteration [  36  ]
Obj. val : 92.47142614816272, Avg. Ret : 39.21991413917722
Iteration [  37  ]
Obj. val : 95.31616061175134, Avg. Ret : 86.11717669053891
Iteration [  38  ]
Obj. val : 107.49596417380674, Avg. Ret : 47.132689234919184
Iteration [  39  ]
Obj. val : 129.81499137809953, Avg. Ret : 64.51368937694328
Iteration [  40  ]
Obj. val : 97.29622024096187, Avg. Ret : 68.38754160373841
Iteration [  41  ]
Obj. val : 103.47297627106173, Avg. Ret : 45.2315075847976
Iteration [  42  ]
Obj. val : 104.67238855707708, Avg. Ret : 42.38394870972625
Iteration [  43  ]
Obj. val : 138.36285370833443, Avg. Ret : 67.82022971903817
Iteration [  44  ]
Obj. val : 102.5521071764764, Avg. Ret : 57.09414850919241
Iteration [  45  ]
Obj. val : 136.82462975095763, Avg. Ret : 50.91801018993423
Iteration [  46  ]
Obj. val : 116.01679278170292, Avg. Ret : 59.1471447807259
Iteration [  47  ]
Obj. val : 112.89821057137578, Avg. Ret : 52.7901528610558
Iteration [  48  ]
Obj. val : 147.0854644996904, Avg. Ret : 65.67870329716546
Iteration [  49  ]
Obj. val : 139.11673213427005, Avg. Ret : 52.55017913590038
Iteration [  50  ]
Obj. val : 97.27965073049327, Avg. Ret : 55.22588357000405
Iteration [  51  ]
Obj. val : 139.72439323764888, Avg. Ret : 60.147740355380684
Iteration [  52  ]
Obj. val : 106.95654734264197, Avg. Ret : 55.662840889348466
Iteration [  53  ]
Obj. val : 110.31197603057578, Avg. Ret : 55.7538879422357
Iteration [  54  ]
Obj. val : 109.32813310470102, Avg. Ret : 59.74181904174914
Iteration [  55  ]
Obj. val : 105.06167526057871, Avg. Ret : 60.35614595304537
Iteration [  56  ]
Obj. val : 119.38183051751791, Avg. Ret : 54.085987897690494
Iteration [  57  ]
Obj. val : 107.83381807441293, Avg. Ret : 64.92459888651469
Iteration [  58  ]
Obj. val : 122.3391040886896, Avg. Ret : 64.24439145955765
Iteration [  59  ]
Obj. val : 111.44844460428475, Avg. Ret : 49.81464586464239
Iteration [  60  ]
Obj. val : 111.95762832426286, Avg. Ret : 64.38688041051108
Iteration [  61  ]
Obj. val : 114.89045279293188, Avg. Ret : 63.537918322726725
Iteration [  62  ]
Obj. val : 134.99873074917426, Avg. Ret : 55.57291828080447
Iteration [  63  ]
Obj. val : 118.6246303864148, Avg. Ret : 57.05070313813128
Iteration [  64  ]
Obj. val : 122.35017121322373, Avg. Ret : 67.92485058489592
Iteration [  65  ]
Obj. val : 116.87008516390233, Avg. Ret : 51.527934140083524
Iteration [  66  ]
Obj. val : 119.65106843699023, Avg. Ret : 69.06650517180951
Iteration [  67  ]
Obj. val : 129.47808541654192, Avg. Ret : 64.41510286588831
Iteration [  68  ]
Obj. val : 107.639331628096, Avg. Ret : 52.23266197627201
Iteration [  69  ]
Obj. val : 133.10864701784402, Avg. Ret : 63.562680462288284
Iteration [  70  ]
Obj. val : 111.46307018859315, Avg. Ret : 65.70410850648491
Iteration [  71  ]
Obj. val : 112.76022236866817, Avg. Ret : 54.664425309191465
Iteration [  72  ]
Obj. val : 96.91556717806422, Avg. Ret : 67.03233927723429
Iteration [  73  ]
Obj. val : 142.33739047841976, Avg. Ret : 67.21853027263205
Iteration [  74  ]
Obj. val : 132.62590092894817, Avg. Ret : 56.32063789563913
Iteration [  75  ]
Obj. val : 104.81333165406404, Avg. Ret : 70.55198005900988
Iteration [  76  ]
Obj. val : 125.71719264845298, Avg. Ret : 66.63932396849368
Iteration [  77  ]
Obj. val : 130.09156594357742, Avg. Ret : 54.58604138721878
Iteration [  78  ]
Obj. val : 125.42903035540292, Avg. Ret : 74.62863362518537
Iteration [  79  ]
Obj. val : 135.7426473758722, Avg. Ret : 69.1647394585667
Iteration [  80  ]
Obj. val : 152.12186376399524, Avg. Ret : 56.46828947687608
Iteration [  81  ]
Obj. val : 143.26357722632548, Avg. Ret : 67.45615830507673
Iteration [  82  ]
Obj. val : 108.36844811656024, Avg. Ret : 71.48968415420144
Iteration [  83  ]
Obj. val : 128.38572914455185, Avg. Ret : 60.73575175522205
Iteration [  84  ]
Obj. val : 125.46678837603733, Avg. Ret : 70.12048411880106
Iteration [  85  ]
Obj. val : 136.2431060952562, Avg. Ret : 73.72687326721541
Iteration [  86  ]
Obj. val : 142.77487623550257, Avg. Ret : 52.197978944289076
Iteration [  87  ]
Obj. val : 139.00645172640915, Avg. Ret : 71.04216207406049
Iteration [  88  ]
Obj. val : 131.59067053946006, Avg. Ret : 65.89123139922397
Iteration [  89  ]
Obj. val : 118.58404550674248, Avg. Ret : 55.29741162942455
Iteration [  90  ]
Obj. val : 110.89526389729873, Avg. Ret : 74.52115491063893
Iteration [  91  ]
Obj. val : 124.78726249087485, Avg. Ret : 69.39458963676702
Iteration [  92  ]
Obj. val : 132.95092457017014, Avg. Ret : 55.9129183337242
Iteration [  93  ]
Obj. val : 124.57120044487277, Avg. Ret : 68.42052776399123
Iteration [  94  ]
Obj. val : 135.6892945449079, Avg. Ret : 71.10621018114003
Iteration [  95  ]
Obj. val : 147.48326397220495, Avg. Ret : 55.80360156631185
Iteration [  96  ]
Obj. val : 121.40033757619999, Avg. Ret : 72.5450126391036
Iteration [  97  ]
Obj. val : 155.1039961789356, Avg. Ret : 70.55272914840822
Iteration [  98  ]
Obj. val : 101.26214249112466, Avg. Ret : 58.343929641586676
Iteration [  99  ]
Obj. val : 129.37155550394394, Avg. Ret : 70.18928584620258
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 : 158.94322896590813, Avg. Ret : 74.03942743131732
Iteration [  101  ]
Obj. val : 138.65332578173522, Avg. Ret : 61.16768193612188
Iteration [  102  ]
Obj. val : 113.14580981445297, Avg. Ret : 72.8187135647917
Iteration [  103  ]
Obj. val : 107.37841159370221, Avg. Ret : 71.00043545633855
Iteration [  104  ]
Obj. val : 135.13722584062893, Avg. Ret : 61.51351697517355
Iteration [  105  ]
Obj. val : 136.7112256610524, Avg. Ret : 70.2400653043883
Iteration [  106  ]
Obj. val : 152.15127991775836, Avg. Ret : 74.7386311480119
Iteration [  107  ]
Obj. val : 147.92411046924647, Avg. Ret : 61.13479176046757
Iteration [  108  ]
Obj. val : 135.80777540448457, Avg. Ret : 72.98828567028437
Iteration [  109  ]
Obj. val : 123.97543327567111, Avg. Ret : 72.55124342834365
Iteration [  110  ]
Obj. val : 125.98008170443124, Avg. Ret : 54.28702699135084
Iteration [  111  ]
Obj. val : 194.90698852198508, Avg. Ret : 71.35823357097536
Iteration [  112  ]
Obj. val : 139.99574398231658, Avg. Ret : 74.69913709762572
Iteration [  113  ]
Obj. val : 158.34405233841557, Avg. Ret : 58.91929140721799
Iteration [  114  ]
Obj. val : 151.53666506728774, Avg. Ret : 72.10633461458005
Iteration [  115  ]
Obj. val : 145.9437535803213, Avg. Ret : 73.57508347098005
Iteration [  116  ]
Obj. val : 152.5876128690579, Avg. Ret : 63.765046820537584
Iteration [  117  ]
Obj. val : 156.08641840405693, Avg. Ret : 77.69347122230668
Iteration [  118  ]
Obj. val : 130.54309014748773, Avg. Ret : 79.92998386949667
Iteration [  119  ]
Obj. val : 189.06320782762424, Avg. Ret : 56.52252136649609
Iteration [  120  ]
Obj. val : 127.04104930680967, Avg. Ret : 77.73136717725852
Iteration [  121  ]
Obj. val : 149.64057054819347, Avg. Ret : 70.37342495995026
Iteration [  122  ]
Obj. val : 115.98071837979302, Avg. Ret : 56.189587385770636
Iteration [  123  ]
Obj. val : 159.06183357616553, Avg. Ret : 73.42513778006789
Iteration [  124  ]
Obj. val : 119.05513490249608, Avg. Ret : 76.9940421997501
Iteration [  125  ]
Obj. val : 141.8471150421896, Avg. Ret : 59.56838336575298
Iteration [  126  ]
Obj. val : 132.11167884253763, Avg. Ret : 76.77118208037507
Iteration [  127  ]
Obj. val : 140.58786978355718, Avg. Ret : 76.97311031607285
Iteration [  128  ]
Obj. val : 137.8793081782553, Avg. Ret : 59.801691514625844
Iteration [  129  ]
Obj. val : 138.23562699871084, Avg. Ret : 75.61885157419523
Iteration [  130  ]
Obj. val : 138.58134140647886, Avg. Ret : 71.02352672190368
Iteration [  131  ]
Obj. val : 123.0145815002295, Avg. Ret : 60.73987192166321
Iteration [  132  ]
Obj. val : 164.1817313801127, Avg. Ret : 75.92653452609255
Iteration [  133  ]
Obj. val : 142.55065068463142, Avg. Ret : 70.26235339324246
Iteration [  134  ]
Obj. val : 170.1292933743968, Avg. Ret : 61.08298392355202
Iteration [  135  ]
Obj. val : 203.31713330814688, Avg. Ret : 75.13791878108213
Iteration [  136  ]
Obj. val : 154.02615946431942, Avg. Ret : 71.43353743016442
Iteration [  137  ]
Obj. val : 141.0203446397932, Avg. Ret : 62.75056945172565
Iteration [  138  ]
Obj. val : 132.39829758522887, Avg. Ret : 72.17953906488547
Iteration [  139  ]
Obj. val : 187.4572470027365, Avg. Ret : 72.82697544884313
Iteration [  140  ]
Obj. val : 189.22886758965728, Avg. Ret : 65.81009588707754
Iteration [  141  ]
Obj. val : 195.14032589001891, Avg. Ret : 72.03710338197625
Iteration [  142  ]
Obj. val : 126.69350269023712, Avg. Ret : 70.87426367004939
Iteration [  143  ]
Obj. val : 157.9269484020501, Avg. Ret : 64.26506211999157
Iteration [  144  ]
Obj. val : 131.73088262532815, Avg. Ret : 74.51218938445969
Iteration [  145  ]
Obj. val : 173.01541788343138, Avg. Ret : 75.25969369522971
Iteration [  146  ]
Obj. val : 153.4354031514921, Avg. Ret : 61.52165498427368
Iteration [  147  ]
Obj. val : 175.26759881950358, Avg. Ret : 76.91834492612827
Iteration [  148  ]
Obj. val : 176.71257789234073, Avg. Ret : 71.35911156243745
Iteration [  149  ]
Obj. val : 142.03346096312717, Avg. Ret : 63.34992783001696
Iteration [  150  ]
Obj. val : 187.40239120942272, Avg. Ret : 74.33025044707621
Iteration [  151  ]
Obj. val : 166.66575308526225, Avg. Ret : 68.58790718867702
Iteration [  152  ]
Obj. val : 152.28286824302862, Avg. Ret : 56.076115252787474
Iteration [  153  ]
Obj. val : 163.998457452004, Avg. Ret : 71.95371666597512
Iteration [  154  ]
Obj. val : 118.94583225171321, Avg. Ret : 73.06931716920515
Iteration [  155  ]
Obj. val : 129.4712249737319, Avg. Ret : 62.362021515556805
Iteration [  156  ]
Obj. val : 193.11392202314457, Avg. Ret : 67.86933817187078
Iteration [  157  ]
Obj. val : 167.5237712537218, Avg. Ret : 75.65726365112042
Iteration [  158  ]
Obj. val : 143.64705228064744, Avg. Ret : 63.78126144257957
Iteration [  159  ]
Obj. val : 178.21311523249264, Avg. Ret : 69.75074668994256
Iteration [  160  ]
Obj. val : 217.9367017645597, Avg. Ret : 74.14071364982118
Iteration [  161  ]
Obj. val : 148.48971072654012, Avg. Ret : 60.71711358004857
Iteration [  162  ]
Obj. val : 206.57519882613332, Avg. Ret : 72.5179318383995
Iteration [  163  ]
Obj. val : 168.22774810975704, Avg. Ret : 70.73096094574149
Iteration [  164  ]
Obj. val : 237.69430401854297, Avg. Ret : 61.30905198105465
Iteration [  165  ]
Obj. val : 150.48511920068628, Avg. Ret : 66.3601879152012
Iteration [  166  ]
Obj. val : 168.5630815325607, Avg. Ret : 70.68683810436943
Iteration [  167  ]
Obj. val : 162.85781716338846, Avg. Ret : 59.62215172512149
Iteration [  168  ]
Obj. val : 198.34966065229924, Avg. Ret : 77.31332413447188
Iteration [  169  ]
Obj. val : 168.14255106388399, Avg. Ret : 62.312664626062215
Iteration [  170  ]
Obj. val : 156.54093060712503, Avg. Ret : 59.44854442801618
Iteration [  171  ]
Obj. val : 167.6986995620534, Avg. Ret : 76.6032347594048
Iteration [  172  ]
Obj. val : 193.38071874471208, Avg. Ret : 63.01089856634391
Iteration [  173  ]
Obj. val : 180.13580804068314, Avg. Ret : 64.84046407596107
Iteration [  174  ]
Obj. val : 153.42016873263847, Avg. Ret : 77.15936876531322
Iteration [  175  ]
Obj. val : 176.45747563318292, Avg. Ret : 74.40658580956287
Iteration [  176  ]
Obj. val : 154.30461142603502, Avg. Ret : 62.99460770423826
Iteration [  177  ]
Obj. val : 155.0078127746185, Avg. Ret : 67.44770170758974
Iteration [  178  ]
Obj. val : 174.80502741502787, Avg. Ret : 71.90602044191618
Iteration [  179  ]
Obj. val : 195.34413957471722, Avg. Ret : 70.79129096197707
Iteration [  180  ]
Obj. val : 164.54458637390655, Avg. Ret : 67.81030051149278
Iteration [  181  ]
Obj. val : 176.3008984155135, Avg. Ret : 65.11161939813375
Iteration [  182  ]
Obj. val : 235.42915488314435, Avg. Ret : 61.50775604365361
Iteration [  183  ]
Obj. val : 287.1474548401926, Avg. Ret : 74.8430686920362
Iteration [  184  ]
Obj. val : 199.48952573853737, Avg. Ret : 65.59878171943325
Iteration [  185  ]
Obj. val : 182.2628428863898, Avg. Ret : 67.04017945652406
Iteration [  186  ]
Obj. val : 234.34498680263937, Avg. Ret : 75.95308197869042
Iteration [  187  ]
Obj. val : 231.3442387609817, Avg. Ret : 64.3501093436045
Iteration [  188  ]
Obj. val : 203.75765699552642, Avg. Ret : 64.28943618848218
Iteration [  189  ]
Obj. val : 196.8217661978888, Avg. Ret : 70.32040223232576
Iteration [  190  ]
Obj. val : 194.64155621190076, Avg. Ret : 68.85056103130616
Iteration [  191  ]
Obj. val : 229.47183880187654, Avg. Ret : 71.3091226068952
Iteration [  192  ]
Obj. val : 235.66436557385848, Avg. Ret : 66.72794965024721
Iteration [  193  ]
Obj. val : 198.92679265811654, Avg. Ret : 70.43202494869695
Iteration [  194  ]
Obj. val : 224.38713716046814, Avg. Ret : 61.98984506827291
Iteration [  195  ]
Obj. val : 244.7952745894201, Avg. Ret : 67.22025260837368
Iteration [  196  ]
Obj. val : 187.00693895636437, Avg. Ret : 77.34353067444492
Iteration [  197  ]
Obj. val : 184.9306150249411, Avg. Ret : 62.548845198424836
Iteration [  198  ]
Obj. val : 180.43438493060893, Avg. Ret : 75.9277147173252
Iteration [  199  ]
Obj. val : 233.04239229083856, Avg. Ret : 63.68987835930338
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 : 229.8952248974807, Avg. Ret : 67.17681455228923
Iteration [  201  ]
Obj. val : 234.49536996109822, Avg. Ret : 71.32213473281966
Iteration [  202  ]
Obj. val : 189.83065639238862, Avg. Ret : 72.99608398950564
Iteration [  203  ]
Obj. val : 168.68180485932655, Avg. Ret : 63.71110068741239
Iteration [  204  ]
Obj. val : 216.52483536734968, Avg. Ret : 66.59243666248562
Iteration [  205  ]
Obj. val : 194.0757963345861, Avg. Ret : 72.2166373603944
Iteration [  206  ]
Obj. val : 227.9461552384519, Avg. Ret : 64.82822989440622
Iteration [  207  ]
Obj. val : 212.21596243814957, Avg. Ret : 63.012668047462704
Iteration [  208  ]
Obj. val : 213.37813767130888, Avg. Ret : 90.41550801546248
Iteration [  209  ]
Obj. val : 199.22492013724892, Avg. Ret : 65.38800732246546
Iteration [  210  ]
Obj. val : 214.4698772796055, Avg. Ret : 64.16958117730722
Iteration [  211  ]
Obj. val : 253.40547040286668, Avg. Ret : 78.64476728178808
Iteration [  212  ]
Obj. val : 199.8247069772253, Avg. Ret : 64.11651522814284
Iteration [  213  ]
Obj. val : 157.14062627042082, Avg. Ret : 73.07118314800553
Iteration [  214  ]
Obj. val : 204.69783865453635, Avg. Ret : 81.2480318068526
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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
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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  ]
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Obj. val : 350.98202034936105, Avg. Ret : 80.391541659577
Iteration [  432  ]
Obj. val : 342.4076314885194, Avg. Ret : 95.4455002922287
Iteration [  433  ]
Obj. val : 254.55336802010646, Avg. Ret : 87.41189519941211
Iteration [  434  ]
Obj. val : 334.53618473818324, Avg. Ret : 79.79411890173166
Iteration [  435  ]
Obj. val : 272.40217551071044, Avg. Ret : 102.0561448937206
Iteration [  436  ]
Obj. val : 307.0907887740122, Avg. Ret : 103.69605446485939
Iteration [  437  ]
Obj. val : 294.1784239412379, Avg. Ret : 74.19810377056714
Iteration [  438  ]
Obj. val : 326.89197866467543, Avg. Ret : 102.51898126665179
Iteration [  439  ]
Obj. val : 320.4448026522151, Avg. Ret : 94.63737789282082
Iteration [  440  ]
Obj. val : 269.19627964483755, Avg. Ret : 86.9385454949706
Iteration [  441  ]
Obj. val : 359.2234956715632, Avg. Ret : 105.46988290611976
Iteration [  442  ]
Obj. val : 358.33378950167946, Avg. Ret : 90.0099007917589
Iteration [  443  ]
Obj. val : 339.00016588441093, Avg. Ret : 87.46747861057347
Iteration [  444  ]
Obj. val : 313.09104885896437, Avg. Ret : 113.5775303682893
Iteration [  445  ]
Obj. val : 286.3018561054473, Avg. Ret : 91.6622265314772
Iteration [  446  ]
Obj. val : 282.15625050748207, Avg. Ret : 90.67456071468335
Iteration [  447  ]
Obj. val : 347.23896356671634, Avg. Ret : 106.21446017187074
Iteration [  448  ]
Obj. val : 300.10509164096544, Avg. Ret : 91.48858462822372
Iteration [  449  ]
Obj. val : 414.1363198609451, Avg. Ret : 91.1420228566174
Iteration [  450  ]
Obj. val : 280.8241160878895, Avg. Ret : 85.73024681052257
Iteration [  451  ]
Obj. val : 319.47204115428934, Avg. Ret : 109.62662127068346
Iteration [  452  ]
Obj. val : 282.54592059895504, Avg. Ret : 83.39953871416766
Iteration [  453  ]
Obj. val : 337.75171630516064, Avg. Ret : 113.99220248263933
Iteration [  454  ]
Obj. val : 412.10551420747817, Avg. Ret : 93.3327364131888
Iteration [  455  ]
Obj. val : 331.7909824718049, Avg. Ret : 83.61683330537434
Iteration [  456  ]
Obj. val : 376.0927252413521, Avg. Ret : 96.3946790824889
Iteration [  457  ]
Obj. val : 342.41645413560803, Avg. Ret : 94.36205938232587
Iteration [  458  ]
Obj. val : 319.46109127625715, Avg. Ret : 76.24908566250818
Iteration [  459  ]
Obj. val : 335.98491656201946, Avg. Ret : 90.06531750235771
Iteration [  460  ]
Obj. val : 297.13458972025666, Avg. Ret : 110.53658833194204
Iteration [  461  ]
Obj. val : 317.57427760400975, Avg. Ret : 86.12527132406129
Iteration [  462  ]
Obj. val : 347.25495311648103, Avg. Ret : 114.03108494880638
Iteration [  463  ]
Obj. val : 341.5285810652793, Avg. Ret : 93.26259526362642
Iteration [  464  ]
Obj. val : 273.05638878280513, Avg. Ret : 91.23056820924971
Iteration [  465  ]
Obj. val : 258.9360327682302, Avg. Ret : 96.19013898912586
Iteration [  466  ]
Obj. val : 367.7651374446052, Avg. Ret : 118.96115744731149
Iteration [  467  ]
Obj. val : 320.7524172415649, Avg. Ret : 92.89283964448822
Iteration [  468  ]
Obj. val : 369.7698087065831, Avg. Ret : 100.47830763049701
Iteration [  469  ]
Obj. val : 303.75964017171657, Avg. Ret : 98.43618501704765
Iteration [  470  ]
Obj. val : 300.4853278218805, Avg. Ret : 79.65425698730435
Iteration [  471  ]
Obj. val : 320.35466991086605, Avg. Ret : 104.85171911128963
Iteration [  472  ]
Obj. val : 293.10498149565, Avg. Ret : 105.52805960681685
Iteration [  473  ]
Obj. val : 321.31807291775254, Avg. Ret : 83.54446126974717
Iteration [  474  ]
Obj. val : 330.61007551104586, Avg. Ret : 110.32231065665115
Iteration [  475  ]
Obj. val : 401.84754825976484, Avg. Ret : 103.10162327915344
Iteration [  476  ]
Obj. val : 265.0999926277671, Avg. Ret : 79.06486967369976
Iteration [  477  ]
Obj. val : 325.43682309352715, Avg. Ret : 115.72170519443398
Iteration [  478  ]
Obj. val : 331.55678792707306, Avg. Ret : 104.08719900599148
Iteration [  479  ]
Obj. val : 367.5471471427608, Avg. Ret : 88.09766942468988
Iteration [  480  ]
Obj. val : 297.32115102250634, Avg. Ret : 122.31007733805929
Iteration [  481  ]
Obj. val : 272.12139393331506, Avg. Ret : 102.39818297046803
Iteration [  482  ]
Obj. val : 297.8373977924432, Avg. Ret : 84.9306396232159
Iteration [  483  ]
Obj. val : 340.31575199658744, Avg. Ret : 87.15820862966228
Iteration [  484  ]
Obj. val : 355.89406371598045, Avg. Ret : 118.82569602752237
Iteration [  485  ]
Obj. val : 397.31737473158375, Avg. Ret : 82.96631076804964
Iteration [  486  ]
Obj. val : 394.10695699209805, Avg. Ret : 116.13437615674093
Iteration [  487  ]
Obj. val : 344.3857745828998, Avg. Ret : 104.03635710772869
Iteration [  488  ]
Obj. val : 345.06865088502434, Avg. Ret : 89.10534190403393
Iteration [  489  ]
Obj. val : 353.7021958291488, Avg. Ret : 110.54561699201142
Iteration [  490  ]
Obj. val : 459.62630852499564, Avg. Ret : 118.01118927290136
Iteration [  491  ]
Obj. val : 306.1492406148477, Avg. Ret : 83.01564888624365
Iteration [  492  ]
Obj. val : 286.43700292488757, Avg. Ret : 100.51372332256702
Iteration [  493  ]
Obj. val : 381.9083248598736, Avg. Ret : 116.48468300589286
Iteration [  494  ]
Obj. val : 397.1753184528131, Avg. Ret : 85.68415651217
Iteration [  495  ]
Obj. val : 357.0437316909725, Avg. Ret : 120.9109595966882
Iteration [  496  ]
Obj. val : 350.33469382533775, Avg. Ret : 123.08955761598992
Iteration [  497  ]
Obj. val : 303.34007702630055, Avg. Ret : 82.4374156527063
Iteration [  498  ]
Obj. val : 296.8461984831748, Avg. Ret : 115.95751148338651
Iteration [  499  ]
Obj. val : 368.34014390400654, Avg. Ret : 96.82622001291979
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 : 94.45269757024347, Avg. Ret : 51.80408460759155
Iteration [  1  ]
Obj. val : 95.87723642956763, Avg. Ret : 49.79444728323022
Iteration [  2  ]
Obj. val : 104.48194769302907, Avg. Ret : 56.02748680291471
Iteration [  3  ]
Obj. val : 95.13711539353008, Avg. Ret : 54.18753242194813
Iteration [  4  ]
Obj. val : 84.74912056044589, Avg. Ret : 50.708225880937405
Iteration [  5  ]
Obj. val : 79.89658855415584, Avg. Ret : 55.29400377060948
Iteration [  6  ]
Obj. val : 106.72085584684714, Avg. Ret : 49.89008671573714
Iteration [  7  ]
Obj. val : 101.04080244910656, Avg. Ret : 54.50646685104124
Iteration [  8  ]
Obj. val : 95.03339744719997, Avg. Ret : 53.79434598621829
Iteration [  9  ]
Obj. val : 120.2888384928221, Avg. Ret : 59.036206416231195
Iteration [  10  ]
Obj. val : 98.00459255435429, Avg. Ret : 53.33812937185505
Iteration [  11  ]
Obj. val : 113.7283247868292, Avg. Ret : 53.822796430252
Iteration [  12  ]
Obj. val : 109.03620889840609, Avg. Ret : 52.158449577544154
Iteration [  13  ]
Obj. val : 147.91380673295936, Avg. Ret : 49.37358816385239
Iteration [  14  ]
Obj. val : 105.64943167135797, Avg. Ret : 50.41987536125846
Iteration [  15  ]
Obj. val : 130.35790004503207, Avg. Ret : 51.763488464763476
Iteration [  16  ]
Obj. val : 196.08456982457022, Avg. Ret : 53.998041132305154
Iteration [  17  ]
Obj. val : 121.6682456986605, Avg. Ret : 49.76426570911093
Iteration [  18  ]
Obj. val : 148.84827839049336, Avg. Ret : 54.208192968742885
Iteration [  19  ]
Obj. val : 103.74977863038981, Avg. Ret : 51.75364204625734
Iteration [  20  ]
Obj. val : 148.7208800964002, Avg. Ret : 53.827460641115614
Iteration [  21  ]
Obj. val : 109.02222518171575, Avg. Ret : 56.61735399462047
Iteration [  22  ]
Obj. val : 121.10992290090725, Avg. Ret : 36.116747902783395
Iteration [  23  ]
Obj. val : 106.53856806728535, Avg. Ret : 63.51418679569587
Iteration [  24  ]
Obj. val : 152.0381305708943, Avg. Ret : 43.68349725173434
Iteration [  25  ]
Obj. val : 112.45905144801456, Avg. Ret : 79.23442727075883
Iteration [  26  ]
Obj. val : 121.14379026827376, Avg. Ret : 33.63867303490669
Iteration [  27  ]
Obj. val : 120.8384629456557, Avg. Ret : 83.07841917253393
Iteration [  28  ]
Obj. val : 112.58656136083576, Avg. Ret : 45.494383921836345
Iteration [  29  ]
Obj. val : 124.07884518784898, Avg. Ret : 54.22802732212089
Iteration [  30  ]
Obj. val : 126.21161919970018, Avg. Ret : 50.6489144644499
Iteration [  31  ]
Obj. val : 141.77857618126555, Avg. Ret : 44.10102507294534
Iteration [  32  ]
Obj. val : 132.53811131394366, Avg. Ret : 39.79504284463796
Iteration [  33  ]
Obj. val : 140.29535840434596, Avg. Ret : 49.3895120066034
Iteration [  34  ]
Obj. val : 120.37587828355926, Avg. Ret : 57.54507413442282
Iteration [  35  ]
Obj. val : 129.6757617101086, Avg. Ret : 45.879786376404375
Iteration [  36  ]
Obj. val : 122.788830146446, Avg. Ret : 59.742519546920356
Iteration [  37  ]
Obj. val : 129.6182901110959, Avg. Ret : 51.96273245420802
Iteration [  38  ]
Obj. val : 127.77188699999681, Avg. Ret : 62.21642994635734
Iteration [  39  ]
Obj. val : 129.10502389264306, Avg. Ret : 35.90640026461887
Iteration [  40  ]
Obj. val : 124.82887864079261, Avg. Ret : 64.11276453011469
Iteration [  41  ]
Obj. val : 152.72517068382373, Avg. Ret : 45.50868445850325
Iteration [  42  ]
Obj. val : 135.35035891170642, Avg. Ret : 51.633414254807576
Iteration [  43  ]
Obj. val : 132.85416599537103, Avg. Ret : 51.89750859651535
Iteration [  44  ]
Obj. val : 146.9282514987162, Avg. Ret : 51.42715951958543
Iteration [  45  ]
Obj. val : 134.63640191749332, Avg. Ret : 50.81884744682023
Iteration [  46  ]
Obj. val : 162.51587877215314, Avg. Ret : 73.49632741576178
Iteration [  47  ]
Obj. val : 144.37516086000022, Avg. Ret : 57.08071565249351
Iteration [  48  ]
Obj. val : 198.16858364422328, Avg. Ret : 59.74411028719571
Iteration [  49  ]
Obj. val : 126.28209120420453, Avg. Ret : 51.713933729738876
Iteration [  50  ]
Obj. val : 152.25417160112073, Avg. Ret : 53.35008398212747
Iteration [  51  ]
Obj. val : 139.8267458778065, Avg. Ret : 61.27209261821284
Iteration [  52  ]
Obj. val : 145.34993925442865, Avg. Ret : 52.31257559227011
Iteration [  53  ]
Obj. val : 132.58150201632054, Avg. Ret : 57.2252148147566
Iteration [  54  ]
Obj. val : 124.75147067610936, Avg. Ret : 53.778539516886205
Iteration [  55  ]
Obj. val : 163.92257115403638, Avg. Ret : 79.14369927481951
Iteration [  56  ]
Obj. val : 139.85157569014137, Avg. Ret : 51.33366737677235
Iteration [  57  ]
Obj. val : 167.27482268993592, Avg. Ret : 54.79649573870289
Iteration [  58  ]
Obj. val : 178.61353778568667, Avg. Ret : 63.30676313353063
Iteration [  59  ]
Obj. val : 172.87314821935453, Avg. Ret : 56.67724045234949
Iteration [  60  ]
Obj. val : 194.3590469346416, Avg. Ret : 56.305606228671856
Iteration [  61  ]
Obj. val : 147.6018773014948, Avg. Ret : 71.02431389326416
Iteration [  62  ]
Obj. val : 143.9589612071467, Avg. Ret : 58.173799894716105
Iteration [  63  ]
Obj. val : 162.25033072753646, Avg. Ret : 67.23122290103835
Iteration [  64  ]
Obj. val : 195.05189722645008, Avg. Ret : 52.13375427312453
Iteration [  65  ]
Obj. val : 184.6428926051541, Avg. Ret : 58.758486487280585
Iteration [  66  ]
Obj. val : 143.68245233753203, Avg. Ret : 55.42337356859287
Iteration [  67  ]
Obj. val : 223.6692936631439, Avg. Ret : 63.83798262068377
Iteration [  68  ]
Obj. val : 182.27233071784937, Avg. Ret : 57.750577022431614
Iteration [  69  ]
Obj. val : 171.65071580611385, Avg. Ret : 57.42370287317829
Iteration [  70  ]
Obj. val : 176.6531873917529, Avg. Ret : 61.80846938271312
Iteration [  71  ]
Obj. val : 158.14766486360844, Avg. Ret : 60.118075853864774
Iteration [  72  ]
Obj. val : 178.0989817616753, Avg. Ret : 56.02768019974106
Iteration [  73  ]
Obj. val : 159.66238657769821, Avg. Ret : 67.11996249476873
Iteration [  74  ]
Obj. val : 126.34992374958202, Avg. Ret : 61.88222563110906
Iteration [  75  ]
Obj. val : 189.78647175769038, Avg. Ret : 61.4718892386248
Iteration [  76  ]
Obj. val : 151.46754680974627, Avg. Ret : 61.85237971555555
Iteration [  77  ]
Obj. val : 179.94996575748206, Avg. Ret : 59.11042539233741
Iteration [  78  ]
Obj. val : 213.09158103514503, Avg. Ret : 58.82164539240804
Iteration [  79  ]
Obj. val : 189.10789530073163, Avg. Ret : 63.96783240364827
Iteration [  80  ]
Obj. val : 161.22670109556765, Avg. Ret : 60.60825401082955
Iteration [  81  ]
Obj. val : 187.05313599461957, Avg. Ret : 62.13463760878604
Iteration [  82  ]
Obj. val : 187.41032640631323, Avg. Ret : 58.505529342311895
Iteration [  83  ]
Obj. val : 178.68624739958818, Avg. Ret : 65.03936521158677
Iteration [  84  ]
Obj. val : 185.11573216194935, Avg. Ret : 56.427106913131084
Iteration [  85  ]
Obj. val : 184.91763828768282, Avg. Ret : 61.357633907497714
Iteration [  86  ]
Obj. val : 173.14438615539484, Avg. Ret : 61.89678876877613
Iteration [  87  ]
Obj. val : 171.36132203353586, Avg. Ret : 57.690536578974545
Iteration [  88  ]
Obj. val : 171.1266263937106, Avg. Ret : 59.457826488733616
Iteration [  89  ]
Obj. val : 177.23979063934172, Avg. Ret : 64.50334858468787
Iteration [  90  ]
Obj. val : 230.69240669493502, Avg. Ret : 62.33143243451624
Iteration [  91  ]
Obj. val : 199.20399431860167, Avg. Ret : 61.41371013713484
Iteration [  92  ]
Obj. val : 201.33600647294372, Avg. Ret : 67.41620526832102
Iteration [  93  ]
Obj. val : 191.35415970455077, Avg. Ret : 63.16404242371957
Iteration [  94  ]
Obj. val : 184.2108162656306, Avg. Ret : 56.658622154960796
Iteration [  95  ]
Obj. val : 188.03621971882683, Avg. Ret : 65.99782912711626
Iteration [  96  ]
Obj. val : 176.97689886423512, Avg. Ret : 69.62313749459959
Iteration [  97  ]
Obj. val : 199.58787717199039, Avg. Ret : 52.90116068786346
Iteration [  98  ]
Obj. val : 151.7021345052164, Avg. Ret : 64.1150456200757
Iteration [  99  ]
Obj. val : 169.68617425160733, Avg. Ret : 61.474942634893296
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 : 197.5186260649443, Avg. Ret : 67.29699316413839
Iteration [  101  ]
Obj. val : 183.09222019183548, Avg. Ret : 67.27683082795711
Iteration [  102  ]
Obj. val : 166.54706484279944, Avg. Ret : 63.44661479050443
Iteration [  103  ]
Obj. val : 169.987839765334, Avg. Ret : 75.0303755703983
Iteration [  104  ]
Obj. val : 160.61552173997075, Avg. Ret : 68.06372139183046
Iteration [  105  ]
Obj. val : 169.897128674689, Avg. Ret : 76.85424044668683
Iteration [  106  ]
Obj. val : 186.3394180901612, Avg. Ret : 62.43375506477627
Iteration [  107  ]
Obj. val : 186.9198025632561, Avg. Ret : 68.38398070217549
Iteration [  108  ]
Obj. val : 174.79776439619044, Avg. Ret : 72.6942432369646
Iteration [  109  ]
Obj. val : 176.9446487020126, Avg. Ret : 58.60430722789
Iteration [  110  ]
Obj. val : 204.56025376816024, Avg. Ret : 65.45421744996024
Iteration [  111  ]
Obj. val : 182.9957341038715, Avg. Ret : 67.05700526306346
Iteration [  112  ]
Obj. val : 153.09179848591788, Avg. Ret : 92.35504506432062
Iteration [  113  ]
Obj. val : 155.27067426516498, Avg. Ret : 66.16300993611362
Iteration [  114  ]
Obj. val : 138.6306536821649, Avg. Ret : 82.080501217471
Iteration [  115  ]
Obj. val : 164.52464352498936, Avg. Ret : 77.61971652418607
Iteration [  116  ]
Obj. val : 168.90507305782123, Avg. Ret : 71.73546401960192
Iteration [  117  ]
Obj. val : 178.3371518608888, Avg. Ret : 80.50011063959688
Iteration [  118  ]
Obj. val : 170.8290187748973, Avg. Ret : 73.98979336861574
Iteration [  119  ]
Obj. val : 178.55114197045165, Avg. Ret : 69.9611801707815
Iteration [  120  ]
Obj. val : 210.47138981437718, Avg. Ret : 90.04197128123728
Iteration [  121  ]
Obj. val : 231.16331548280814, Avg. Ret : 65.13979918123631
Iteration [  122  ]
Obj. val : 169.68331042051426, Avg. Ret : 68.6332524748389
Iteration [  123  ]
Obj. val : 169.9804370571859, Avg. Ret : 82.62376787187111
Iteration [  124  ]
Obj. val : 201.43035883238116, Avg. Ret : 69.37039805386722
Iteration [  125  ]
Obj. val : 185.22489526609417, Avg. Ret : 72.34284525393268
Iteration [  126  ]
Obj. val : 164.04434706697936, Avg. Ret : 93.04819621435291
Iteration [  127  ]
Obj. val : 199.42481125571828, Avg. Ret : 79.19490134054533
Iteration [  128  ]
Obj. val : 167.02351937035854, Avg. Ret : 72.95471164542252
Iteration [  129  ]
Obj. val : 174.65853906915092, Avg. Ret : 92.27046436659194
Iteration [  130  ]
Obj. val : 188.1874531124413, Avg. Ret : 83.77647203289378
Iteration [  131  ]
Obj. val : 198.206386526648, Avg. Ret : 73.95713997435426
Iteration [  132  ]
Obj. val : 185.57116728399063, Avg. Ret : 75.4203439404178
Iteration [  133  ]
Obj. val : 193.97284207211015, Avg. Ret : 86.93211319324975
Iteration [  134  ]
Obj. val : 171.15461715352387, Avg. Ret : 74.38676181966098
Iteration [  135  ]
Obj. val : 189.08830482889678, Avg. Ret : 82.7509110518524
Iteration [  136  ]
Obj. val : 163.399437439703, Avg. Ret : 97.83697836794359
Iteration [  137  ]
Obj. val : 185.15467809709196, Avg. Ret : 77.67871856370202
Iteration [  138  ]
Obj. val : 195.11445039325753, Avg. Ret : 85.25116206158178
Iteration [  139  ]
Obj. val : 212.6802402583512, Avg. Ret : 74.7840870410902
Iteration [  140  ]
Obj. val : 173.8285884708398, Avg. Ret : 74.18267931813918
Iteration [  141  ]
Obj. val : 165.27024743496332, Avg. Ret : 82.3844236242011
Iteration [  142  ]
Obj. val : 195.17088626608296, Avg. Ret : 86.56605792718457
Iteration [  143  ]
Obj. val : 187.4130054297828, Avg. Ret : 75.8288518168711
Iteration [  144  ]
Obj. val : 217.9242634884517, Avg. Ret : 95.82694093426866
Iteration [  145  ]
Obj. val : 191.32889533521833, Avg. Ret : 87.85057834804238
Iteration [  146  ]
Obj. val : 168.16248236374608, Avg. Ret : 70.89323553282333
Iteration [  147  ]
Obj. val : 192.4554846104908, Avg. Ret : 79.1874399856374
Iteration [  148  ]
Obj. val : 159.35487087612154, Avg. Ret : 96.81195732755225
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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 : 209.47380979647403, Avg. Ret : 88.30323226294327
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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 : 286.0861812971875, Avg. Ret : 98.47054411475341
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Obj. val : 287.3863584454372, Avg. Ret : 102.6538504582642
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Obj. val : 245.79546314052817, Avg. Ret : 117.42143527022426
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Obj. val : 210.6967176818474, Avg. Ret : 101.93393492339308
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Obj. val : 207.47510101593696, Avg. Ret : 74.29949504255107
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Obj. val : 206.74288335251435, Avg. Ret : 82.26285453829078
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Obj. val : 210.59469398336154, Avg. Ret : 103.42770118363588
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Obj. val : 246.78091777504892, Avg. Ret : 100.16801429035792
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Obj. val : 214.28282472979765, Avg. Ret : 105.23532177612422
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Obj. val : 264.1263773572608, Avg. Ret : 110.86301729300052
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Obj. val : 252.1212635379986, Avg. Ret : 76.52662586655272
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Obj. val : 232.36576974674605, Avg. Ret : 87.45464279492755
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Obj. val : 204.80388083540274, Avg. Ret : 105.24779881994594
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Obj. val : 202.2163259257756, Avg. Ret : 109.91861063051113
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Obj. val : 179.64049284964273, Avg. Ret : 107.50564629055485
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Obj. val : 218.96828840074846, Avg. Ret : 105.98583182958852
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Obj. val : 226.89869267124539, Avg. Ret : 94.73741786377312
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Obj. val : 234.0782115458327, Avg. Ret : 83.52881029531487
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Obj. val : 233.86094441841652, Avg. Ret : 102.44337021403207
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Obj. val : 235.60963052026628, Avg. Ret : 104.59065276154148
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Obj. val : 288.0005906797774, Avg. Ret : 83.16340850768776
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Obj. val : 217.10649911401237, Avg. Ret : 101.49185698066216
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Obj. val : 267.4475462597151, Avg. Ret : 81.1945423861463
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Obj. val : 239.14530750077682, Avg. Ret : 80.93544285808461
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Obj. val : 196.48416910697802, Avg. Ret : 102.46306268089137
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Obj. val : 229.69304870560836, Avg. Ret : 79.3921208593159
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Obj. val : 229.8090294720021, Avg. Ret : 88.63406506486263
Iteration [  392  ]
Obj. val : 223.54404808949397, Avg. Ret : 106.8842963499206
Iteration [  393  ]
Obj. val : 254.08755514224384, Avg. Ret : 81.35669483059932
Iteration [  394  ]
Obj. val : 228.59737121124218, Avg. Ret : 75.90450644122855
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Obj. val : 262.31166811032625, Avg. Ret : 114.58518892262146
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Obj. val : 223.0292742018181, Avg. Ret : 100.50272888910702
Iteration [  397  ]
Obj. val : 289.42656766488864, Avg. Ret : 112.40583860061926
Iteration [  398  ]
Obj. val : 238.35741527534555, Avg. Ret : 101.10637580567521
Iteration [  399  ]
Obj. val : 268.3167700830237, Avg. Ret : 82.07073426939368
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 : 200.53304426417125, Avg. Ret : 84.66953993564317
Iteration [  401  ]
Obj. val : 260.1156547168163, Avg. Ret : 108.98122476544701
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Obj. val : 221.6252337168221, Avg. Ret : 87.84492123715658
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Obj. val : 259.3516561288036, Avg. Ret : 81.15685814008407
Iteration [  404  ]
Obj. val : 192.2196716176723, Avg. Ret : 112.71334635379615
Iteration [  405  ]
Obj. val : 219.0111642064978, Avg. Ret : 85.80049108796229
Iteration [  406  ]
Obj. val : 232.1923540531917, Avg. Ret : 76.69729931903689
Iteration [  407  ]
Obj. val : 340.40716814592804, Avg. Ret : 114.31142634925847
Iteration [  408  ]
Obj. val : 214.91568134365863, Avg. Ret : 108.30039841982783
Iteration [  409  ]
Obj. val : 351.43046675430827, Avg. Ret : 112.2223752040231
Iteration [  410  ]
Obj. val : 262.723723091471, Avg. Ret : 108.79027505452618
Iteration [  411  ]
Obj. val : 251.64490224691832, Avg. Ret : 112.77275212344492
Iteration [  412  ]
Obj. val : 233.95723240639276, Avg. Ret : 84.45861628651055
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Obj. val : 223.16872694902452, Avg. Ret : 107.34646235197873
Iteration [  414  ]
Obj. val : 284.57362391234767, Avg. Ret : 93.51242034286557
Iteration [  415  ]
Obj. val : 239.03638814639314, Avg. Ret : 113.3460410971815
Iteration [  416  ]
Obj. val : 252.3930603634904, Avg. Ret : 111.81124985279953
Iteration [  417  ]
Obj. val : 193.92296750555465, Avg. Ret : 81.75065831500572
Iteration [  418  ]
Obj. val : 227.1528557202978, Avg. Ret : 75.73467644694443
Iteration [  419  ]
Obj. val : 239.73224096945899, Avg. Ret : 114.42399755619648
Iteration [  420  ]
Obj. val : 237.03958805990422, Avg. Ret : 81.3051896932935
Iteration [  421  ]
Obj. val : 287.83325034013944, Avg. Ret : 68.70225360346028
Iteration [  422  ]
Obj. val : 249.77992343584066, Avg. Ret : 103.71138504634466
Iteration [  423  ]
Obj. val : 234.9794561310545, Avg. Ret : 100.81865660345844
Iteration [  424  ]
Obj. val : 262.18883280528394, Avg. Ret : 123.9247618130686
Iteration [  425  ]
Obj. val : 215.73215914770614, Avg. Ret : 103.93748279659538
Iteration [  426  ]
Obj. val : 199.18721608733705, Avg. Ret : 86.4351166691893
Iteration [  427  ]
Obj. val : 215.66862402322445, Avg. Ret : 75.99046971715318
Iteration [  428  ]
Obj. val : 228.05858036613333, Avg. Ret : 106.93352886171681
Iteration [  429  ]
Obj. val : 343.61504026418817, Avg. Ret : 81.87120285886407
Iteration [  430  ]
Obj. val : 255.11373836450642, Avg. Ret : 88.62641347119012
Iteration [  431  ]
Obj. val : 225.045557037393, Avg. Ret : 104.34776374397428
Iteration [  432  ]
Obj. val : 206.43422781484148, Avg. Ret : 73.48223222235906
Iteration [  433  ]
Obj. val : 244.94089248626648, Avg. Ret : 79.12643517037773
Iteration [  434  ]
Obj. val : 250.60892629863656, Avg. Ret : 105.93304983217982
Iteration [  435  ]
Obj. val : 233.75592680344187, Avg. Ret : 82.84233764705782
Iteration [  436  ]
Obj. val : 196.91320010296985, Avg. Ret : 75.82433364884446
Iteration [  437  ]
Obj. val : 303.9257037277327, Avg. Ret : 115.21547038164819
Iteration [  438  ]
Obj. val : 211.70019114870558, Avg. Ret : 84.30905394803098
Iteration [  439  ]
Obj. val : 223.7992849172391, Avg. Ret : 76.14762396497608
Iteration [  440  ]
Obj. val : 185.60007980035058, Avg. Ret : 114.09521240530914
Iteration [  441  ]
Obj. val : 215.40225437343753, Avg. Ret : 83.00668499879936
Iteration [  442  ]
Obj. val : 193.69802684552474, Avg. Ret : 93.66836771334005
Iteration [  443  ]
Obj. val : 243.52979737050947, Avg. Ret : 111.7579750212137
Iteration [  444  ]
Obj. val : 233.65356048503565, Avg. Ret : 99.31527497510504
Iteration [  445  ]
Obj. val : 308.08917287921344, Avg. Ret : 81.17426630617084
Iteration [  446  ]
Obj. val : 260.59716555014774, Avg. Ret : 108.48788925805991
Iteration [  447  ]
Obj. val : 298.3148688948725, Avg. Ret : 100.9925125376507
Iteration [  448  ]
Obj. val : 285.6734689506701, Avg. Ret : 73.15574621259628
Iteration [  449  ]
Obj. val : 244.17477632102234, Avg. Ret : 113.2071007810796
Iteration [  450  ]
Obj. val : 238.4523012671786, Avg. Ret : 76.83316284850399
Iteration [  451  ]
Obj. val : 238.47347026173014, Avg. Ret : 60.141919674407546
Iteration [  452  ]
Obj. val : 197.74941472115881, Avg. Ret : 111.63139163491391
Iteration [  453  ]
Obj. val : 232.77018294463008, Avg. Ret : 88.7076546089292
Iteration [  454  ]
Obj. val : 271.09171836598176, Avg. Ret : 100.11084258523732
Iteration [  455  ]
Obj. val : 255.68281532662996, Avg. Ret : 103.59520627911083
Iteration [  456  ]
Obj. val : 203.8534584171951, Avg. Ret : 91.71478684550343
Iteration [  457  ]
Obj. val : 271.076678177897, Avg. Ret : 119.32243549474482
Iteration [  458  ]
Obj. val : 205.61595878496274, Avg. Ret : 109.29836755058187
Iteration [  459  ]
Obj. val : 239.45800624489155, Avg. Ret : 54.562382482065665
Iteration [  460  ]
Obj. val : 232.39897582343195, Avg. Ret : 60.22253239436416
Iteration [  461  ]
Obj. val : 234.75196460159984, Avg. Ret : 108.406768958921
Iteration [  462  ]
Obj. val : 232.53544842515973, Avg. Ret : 76.44420163416926
Iteration [  463  ]
Obj. val : 195.81254710307, Avg. Ret : 72.46219480130223
Iteration [  464  ]
Obj. val : 272.7045785655389, Avg. Ret : 107.25965799506845
Iteration [  465  ]
Obj. val : 224.2331938557392, Avg. Ret : 67.12325113382121
Iteration [  466  ]
Obj. val : 234.6776314778553, Avg. Ret : 67.0293467558925
Iteration [  467  ]
Obj. val : 214.66360683211198, Avg. Ret : 106.77879242176294
Iteration [  468  ]
Obj. val : 264.56586457659324, Avg. Ret : 74.91640378819643
Iteration [  469  ]
Obj. val : 210.138374865235, Avg. Ret : 67.85233070069494
Iteration [  470  ]
Obj. val : 193.85172240477627, Avg. Ret : 116.89620892096237
Iteration [  471  ]
Obj. val : 234.2573779857899, Avg. Ret : 79.81691187577272
Iteration [  472  ]
Obj. val : 268.5982647195104, Avg. Ret : 114.84158543187168
Iteration [  473  ]
Obj. val : 251.8410278001657, Avg. Ret : 108.00968517460632
Iteration [  474  ]
Obj. val : 251.21686277743134, Avg. Ret : 111.9320444525543
Iteration [  475  ]
Obj. val : 267.27688357624976, Avg. Ret : 104.46096198841043
Iteration [  476  ]
Obj. val : 217.21520569228898, Avg. Ret : 108.44023361799898
Iteration [  477  ]
Obj. val : 231.2565279491225, Avg. Ret : 79.6324672423088
Iteration [  478  ]
Obj. val : 251.56270507351726, Avg. Ret : 72.57517961045951
Iteration [  479  ]
Obj. val : 251.68647316476475, Avg. Ret : 109.57932320153078
Iteration [  480  ]
Obj. val : 225.9857457845606, Avg. Ret : 123.1860201871878
Iteration [  481  ]
Obj. val : 231.84256439876853, Avg. Ret : 100.1423827329909
Iteration [  482  ]
Obj. val : 259.53385906124487, Avg. Ret : 106.57517403331018
Iteration [  483  ]
Obj. val : 239.35551774341707, Avg. Ret : 74.0276471686576
Iteration [  484  ]
Obj. val : 240.45062016479247, Avg. Ret : 78.70200650236116
Iteration [  485  ]
Obj. val : 226.9329552635794, Avg. Ret : 112.03323690672032
Iteration [  486  ]
Obj. val : 244.87970272218132, Avg. Ret : 113.21997400901456
Iteration [  487  ]
Obj. val : 185.473317887471, Avg. Ret : 93.18074475817397
Iteration [  488  ]
Obj. val : 213.18886714344274, Avg. Ret : 103.29144709335722
Iteration [  489  ]
Obj. val : 243.8784838520872, Avg. Ret : 76.38254117902987
Iteration [  490  ]
Obj. val : 229.07503731416142, Avg. Ret : 58.09911810902148
Iteration [  491  ]
Obj. val : 238.9068602701063, Avg. Ret : 112.45519698821643
Iteration [  492  ]
Obj. val : 211.31236347091144, Avg. Ret : 99.37129597791359
Iteration [  493  ]
Obj. val : 219.87993377122376, Avg. Ret : 100.76241899484798
Iteration [  494  ]
Obj. val : 282.13247884909725, Avg. Ret : 104.89875310032117
Iteration [  495  ]
Obj. val : 252.1537848098259, Avg. Ret : 105.57552385989975
Iteration [  496  ]
Obj. val : 251.30644642374764, Avg. Ret : 109.05845639196204
Iteration [  497  ]
Obj. val : 205.32107641089755, Avg. Ret : 107.93194423885714
Iteration [  498  ]
Obj. val : 198.65527143418865, Avg. Ret : 103.63032150962297
Iteration [  499  ]
Obj. val : 266.6307977587993, Avg. Ret : 105.89365745129258
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 : 105.09110422600591, Avg. Ret : 54.0284201750327
Iteration [  1  ]
Obj. val : 93.38632183294035, Avg. Ret : 49.78563928672182
Iteration [  2  ]
Obj. val : 95.28110303900982, Avg. Ret : 55.18001830915292
Iteration [  3  ]
Obj. val : 89.10314814748114, Avg. Ret : 52.685411159499026
Iteration [  4  ]
Obj. val : 81.93955659535455, Avg. Ret : 53.063115866279084
Iteration [  5  ]
Obj. val : 91.49340388447554, Avg. Ret : 57.9260528492285
Iteration [  6  ]
Obj. val : 110.90747877161532, Avg. Ret : 53.10411060832637
Iteration [  7  ]
Obj. val : 127.97743898757183, Avg. Ret : 54.3446314177756
Iteration [  8  ]
Obj. val : 94.53774323305238, Avg. Ret : 54.59602017503832
Iteration [  9  ]
Obj. val : 127.33558391351589, Avg. Ret : 53.07848259168742
Iteration [  10  ]
Obj. val : 131.7265586385174, Avg. Ret : 51.48130382472432
Iteration [  11  ]
Obj. val : 110.61554846158106, Avg. Ret : 52.945112574420875
Iteration [  12  ]
Obj. val : 153.79104197660922, Avg. Ret : 54.37321839544486
Iteration [  13  ]
Obj. val : 111.82988925239073, Avg. Ret : 52.33813588661234
Iteration [  14  ]
Obj. val : 128.29005262587992, Avg. Ret : 51.4148867996952
Iteration [  15  ]
Obj. val : 126.90083881064426, Avg. Ret : 54.03228543351698
Iteration [  16  ]
Obj. val : 110.15171654948105, Avg. Ret : 52.52417542945061
Iteration [  17  ]
Obj. val : 120.23064486733752, Avg. Ret : 54.35181840506321
Iteration [  18  ]
Obj. val : 116.19395205881688, Avg. Ret : 57.38540644233387
Iteration [  19  ]
Obj. val : 117.80271167377104, Avg. Ret : 53.62202133142257
Iteration [  20  ]
Obj. val : 110.52836636798456, Avg. Ret : 51.22424508252547
Iteration [  21  ]
Obj. val : 119.5921933145981, Avg. Ret : 56.058555242495665
Iteration [  22  ]
Obj. val : 96.02446975269058, Avg. Ret : 46.610705543483554
Iteration [  23  ]
Obj. val : 116.51578288927298, Avg. Ret : 44.3556595947869
Iteration [  24  ]
Obj. val : 100.60313242388614, Avg. Ret : 44.14914256465388
Iteration [  25  ]
Obj. val : 129.9670967876462, Avg. Ret : 42.237170503239604
Iteration [  26  ]
Obj. val : 128.64757317313817, Avg. Ret : 37.13560288496527
Iteration [  27  ]
Obj. val : 116.66238040645995, Avg. Ret : 55.64612442588409
Iteration [  28  ]
Obj. val : 119.83004579227699, Avg. Ret : 67.32164745580326
Iteration [  29  ]
Obj. val : 103.52538214383686, Avg. Ret : 51.77083229881359
Iteration [  30  ]
Obj. val : 128.2708562248272, Avg. Ret : 35.36698912445986
Iteration [  31  ]
Obj. val : 98.23046842575786, Avg. Ret : 69.65898373617358
Iteration [  32  ]
Obj. val : 104.20168078237387, Avg. Ret : 34.26051256347691
Iteration [  33  ]
Obj. val : 112.51226459115573, Avg. Ret : 60.65130837454628
Iteration [  34  ]
Obj. val : 116.90240977625687, Avg. Ret : 36.48726674025546
Iteration [  35  ]
Obj. val : 121.35482794278481, Avg. Ret : 68.70283128419509
Iteration [  36  ]
Obj. val : 141.06622479686814, Avg. Ret : 35.958268875069365
Iteration [  37  ]
Obj. val : 109.46083008631956, Avg. Ret : 69.95394915045935
Iteration [  38  ]
Obj. val : 131.6250008580722, Avg. Ret : 55.17621924772109
Iteration [  39  ]
Obj. val : 97.41697100751516, Avg. Ret : 58.3168783134793
Iteration [  40  ]
Obj. val : 115.82855245796009, Avg. Ret : 34.7210040337136
Iteration [  41  ]
Obj. val : 107.30779209240117, Avg. Ret : 58.77067070402479
Iteration [  42  ]
Obj. val : 118.93080802997521, Avg. Ret : 51.964228601569395
Iteration [  43  ]
Obj. val : 113.14858415314065, Avg. Ret : 70.80372839979361
Iteration [  44  ]
Obj. val : 121.88776092408534, Avg. Ret : 53.89928211128089
Iteration [  45  ]
Obj. val : 133.64311673006995, Avg. Ret : 51.18404446040024
Iteration [  46  ]
Obj. val : 141.64888345639702, Avg. Ret : 71.33371541495937
Iteration [  47  ]
Obj. val : 134.3392232944415, Avg. Ret : 53.70605967029469
Iteration [  48  ]
Obj. val : 106.67005198749115, Avg. Ret : 59.02554891008555
Iteration [  49  ]
Obj. val : 96.16217993848053, Avg. Ret : 54.494052139385666
Iteration [  50  ]
Obj. val : 119.88515469193825, Avg. Ret : 55.42745933572517
Iteration [  51  ]
Obj. val : 119.09455695268613, Avg. Ret : 60.20266259940523
Iteration [  52  ]
Obj. val : 105.37776228780893, Avg. Ret : 53.45506634300536
Iteration [  53  ]
Obj. val : 151.94817172323783, Avg. Ret : 60.01866213459162
Iteration [  54  ]
Obj. val : 97.08707351717476, Avg. Ret : 48.07570192067381
Iteration [  55  ]
Obj. val : 99.27492278483354, Avg. Ret : 62.671471966908186
Iteration [  56  ]
Obj. val : 97.59662507677095, Avg. Ret : 54.277320307751914
Iteration [  57  ]
Obj. val : 122.96194998266174, Avg. Ret : 62.41086971379724
Iteration [  58  ]
Obj. val : 116.7762976309121, Avg. Ret : 88.79145189857691
Iteration [  59  ]
Obj. val : 96.10806792277026, Avg. Ret : 58.72463580961068
Iteration [  60  ]
Obj. val : 113.82359193071805, Avg. Ret : 70.30272959657505
Iteration [  61  ]
Obj. val : 114.95250554821328, Avg. Ret : 60.1173356953724
Iteration [  62  ]
Obj. val : 114.27102512633586, Avg. Ret : 63.61971274880849
Iteration [  63  ]
Obj. val : 99.38488515059309, Avg. Ret : 52.707480966510644
Iteration [  64  ]
Obj. val : 117.66102705636398, Avg. Ret : 66.47037338602601
Iteration [  65  ]
Obj. val : 111.08430015591672, Avg. Ret : 65.97524084965359
Iteration [  66  ]
Obj. val : 103.11906061488034, Avg. Ret : 67.44556167840013
Iteration [  67  ]
Obj. val : 102.92308076682917, Avg. Ret : 54.51257001817937
Iteration [  68  ]
Obj. val : 101.32779389487399, Avg. Ret : 59.28193553324033
Iteration [  69  ]
Obj. val : 122.5416380594459, Avg. Ret : 70.2505640640571
Iteration [  70  ]
Obj. val : 105.81451300340619, Avg. Ret : 65.62386495384845
Iteration [  71  ]
Obj. val : 90.9925873900155, Avg. Ret : 62.5011940427174
Iteration [  72  ]
Obj. val : 97.97541385066164, Avg. Ret : 67.61539229200078
Iteration [  73  ]
Obj. val : 107.92031637354008, Avg. Ret : 62.19616382795921
Iteration [  74  ]
Obj. val : 115.10745864651281, Avg. Ret : 72.44192941247613
Iteration [  75  ]
Obj. val : 99.34938142689091, Avg. Ret : 60.83276675779899
Iteration [  76  ]
Obj. val : 99.06723564895537, Avg. Ret : 66.45766120175843
Iteration [  77  ]
Obj. val : 111.13001172370285, Avg. Ret : 69.26006940868989
Iteration [  78  ]
Obj. val : 94.36719337710882, Avg. Ret : 67.72642957833483
Iteration [  79  ]
Obj. val : 103.9446716503467, Avg. Ret : 70.75039500991751
Iteration [  80  ]
Obj. val : 95.98854728398463, Avg. Ret : 72.3239092699562
Iteration [  81  ]
Obj. val : 95.07121572934984, Avg. Ret : 62.44414200626554
Iteration [  82  ]
Obj. val : 102.36834347790226, Avg. Ret : 67.3824104541725
Iteration [  83  ]
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Obj. val : 115.83885858156135, Avg. Ret : 70.34317192905245
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 : 91.64049754896082, Avg. Ret : 64.67565834856369
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Obj. val : 118.7741626530777, Avg. Ret : 68.18025353893884
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Obj. val : 115.44369108156108, Avg. Ret : 70.37007282147823
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 : 110.18256689301867, Avg. Ret : 66.73817210338076
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Obj. val : 121.30005749877989, Avg. Ret : 59.942510553485306
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Obj. val : 117.71803850123283, Avg. Ret : 65.22268255047773
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 : 130.16187308233998, Avg. Ret : 68.52304710615603
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Obj. val : 108.48017743543971, Avg. Ret : 71.76687943567842
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Obj. val : 131.25598887462365, Avg. Ret : 66.29844874946362
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Obj. val : 96.23368013213204, Avg. Ret : 53.833632351754176
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Obj. val : 91.25458947559314, Avg. Ret : 68.87657640272623
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Obj. val : 94.83771138663593, Avg. Ret : 68.69775800862875
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 : 97.91364377982013, Avg. Ret : 63.14755527518325
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Obj. val : 105.0274334147702, Avg. Ret : 61.78559562804935
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Obj. val : 107.71893751614363, Avg. Ret : 76.13140373561417
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Obj. val : 110.32471165121683, Avg. Ret : 60.70371744672932
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Obj. val : 158.9547980014812, Avg. Ret : 71.7723529714205
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Obj. val : 128.7173240774166, Avg. Ret : 74.19705873148885
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Obj. val : 103.93908653887122, Avg. Ret : 67.07483755750053
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Obj. val : 116.9966380380734, Avg. Ret : 56.232778386707906
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Obj. val : 122.50920385270979, Avg. Ret : 70.24612905324864
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Iteration [  476  ]
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Iteration [  483  ]
Obj. val : 100.52761879006455, Avg. Ret : 58.84391443788004
Iteration [  484  ]
Obj. val : 135.54291996735105, Avg. Ret : 70.56912347154031
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Iteration [  486  ]
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Iteration [  487  ]
Obj. val : 94.28180080661132, Avg. Ret : 43.99305088710569
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Obj. val : 127.40871838906563, Avg. Ret : 69.89637651125847
Iteration [  489  ]
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Obj. val : 101.18118000290313, Avg. Ret : 56.976966288676486
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Iteration [  493  ]
Obj. val : 112.39769639421078, Avg. Ret : 61.873109117538505
Iteration [  494  ]
Obj. val : 94.07417505482759, Avg. Ret : 66.11011505620513
Iteration [  495  ]
Obj. val : 109.05998333719286, Avg. Ret : 51.82023840853945
Iteration [  496  ]
Obj. val : 122.00373572439128, Avg. Ret : 72.58279537974099
Iteration [  497  ]
Obj. val : 108.985566490476, Avg. Ret : 64.99104488007107
Iteration [  498  ]
Obj. val : 127.34883923012957, Avg. Ret : 72.11899544849875
Iteration [  499  ]
Obj. val : 154.68421089487845, Avg. Ret : 56.20390232365551
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 : 88.94364118263596, Avg. Ret : 53.06391108228436
Iteration [  1  ]
Obj. val : 97.74375795660399, Avg. Ret : 53.23146236086079
Iteration [  2  ]
Obj. val : 118.75679438566436, Avg. Ret : 54.9325584227662
Iteration [  3  ]
Obj. val : 85.86914317852124, Avg. Ret : 54.14929890908884
Iteration [  4  ]
Obj. val : 100.64027587978197, Avg. Ret : 53.032222058201604
Iteration [  5  ]
Obj. val : 130.86392632410448, Avg. Ret : 55.514214715502106
Iteration [  6  ]
Obj. val : 133.38410434878344, Avg. Ret : 51.08511849339776
Iteration [  7  ]
Obj. val : 113.8549691168502, Avg. Ret : 51.908410576852305
Iteration [  8  ]
Obj. val : 132.2569888388318, Avg. Ret : 54.95353979596215
Iteration [  9  ]
Obj. val : 130.4024496787276, Avg. Ret : 56.243780514740244
Iteration [  10  ]
Obj. val : 95.38631504257803, Avg. Ret : 55.185224346239494
Iteration [  11  ]
Obj. val : 104.58927543354383, Avg. Ret : 53.64043106990053
Iteration [  12  ]
Obj. val : 114.5533056726953, Avg. Ret : 54.43598423248948
Iteration [  13  ]
Obj. val : 131.19489702418232, Avg. Ret : 54.03530373872955
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Obj. val : 109.64265362937684, Avg. Ret : 50.947841921645804
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Obj. val : 101.86142578987736, Avg. Ret : 54.89666258130172
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Obj. val : 93.32623644930186, Avg. Ret : 60.62835686617704
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Obj. val : 100.2407446579825, Avg. Ret : 37.81317677468201
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Obj. val : 87.91076437147876, Avg. Ret : 62.282341522614324
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Obj. val : 118.41290440731152, Avg. Ret : 44.305394724716116
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Obj. val : 103.81353126282522, Avg. Ret : 45.103924387813194
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Obj. val : 103.38574317888538, Avg. Ret : 67.06738757788423
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Obj. val : 82.57794316700648, Avg. Ret : 57.50226200246844
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Obj. val : 101.98323104940809, Avg. Ret : 54.91978497550479
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Obj. val : 109.28170461238443, Avg. Ret : 54.89786152263082
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Obj. val : 99.90789862762642, Avg. Ret : 64.41625638867856
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Obj. val : 90.5144526323014, Avg. Ret : 58.06524884838282
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Obj. val : 88.60345682641966, Avg. Ret : 57.67921980911179
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Obj. val : 88.2729437693345, Avg. Ret : 61.001999075713265
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Obj. val : 108.82390094579726, Avg. Ret : 56.40962475154632
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Obj. val : 85.9229061481521, Avg. Ret : 63.00370673129948
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Obj. val : 119.5317225702932, Avg. Ret : 56.547880412182046
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Obj. val : 99.55683288665904, Avg. Ret : 59.50549925416301
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Obj. val : 94.33800154359469, Avg. Ret : 62.67469289404142
Iteration [  99  ]
Obj. val : 81.60977475383831, Avg. Ret : 56.06293070952863
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 : 85.98403054746794, Avg. Ret : 56.35118226550754
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Obj. val : 88.69755898875529, Avg. Ret : 67.03759195898506
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Obj. val : 95.45483958844639, Avg. Ret : 57.71863033327619
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Obj. val : 92.24609295084078, Avg. Ret : 51.16452990083822
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Obj. val : 93.73584166130331, Avg. Ret : 59.05309813531818
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Obj. val : 106.16786456972974, Avg. Ret : 57.89308247755698
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Obj. val : 119.60521403604066, Avg. Ret : 59.178540252684044
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Obj. val : 95.93281504566752, Avg. Ret : 59.552022124884054
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Obj. val : 111.15615214209029, Avg. Ret : 58.1425969732485
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Obj. val : 94.19938952661899, Avg. Ret : 64.35690710287547
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Obj. val : 95.57291789377615, Avg. Ret : 57.51435189457693
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Obj. val : 88.71953556728481, Avg. Ret : 63.2520672400504
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Obj. val : 86.82309402633344, Avg. Ret : 60.305755160864834
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Obj. val : 100.36745632974515, Avg. Ret : 62.77451761444103
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Obj. val : 105.59925153523392, Avg. Ret : 61.40115088529485
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Obj. val : 94.42235121764737, Avg. Ret : 60.79751768061773
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Obj. val : 81.3952160220793, Avg. Ret : 59.004282905945736
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Obj. val : 96.92939478909686, Avg. Ret : 61.05193528631701
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Obj. val : 132.28481040266814, Avg. Ret : 58.86291149978929
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Obj. val : 95.31550281549382, Avg. Ret : 67.54331707542731
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Obj. val : 111.38883058756349, Avg. Ret : 58.72145877649596
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Obj. val : 118.8678548738695, Avg. Ret : 64.50515116224908
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Obj. val : 100.58544921276285, Avg. Ret : 66.03092501117864
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Obj. val : 120.24458314345868, Avg. Ret : 57.29818302840996
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Obj. val : 131.54864869777566, Avg. Ret : 56.56207671279533
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Obj. val : 116.08547280748867, Avg. Ret : 61.97533259071092
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Obj. val : 84.66687700492253, Avg. Ret : 60.87861107378931
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Obj. val : 103.61031401734635, Avg. Ret : 61.268372231848325
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Obj. val : 95.84815189493742, Avg. Ret : 55.64745288200233
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Obj. val : 107.35850115606591, Avg. Ret : 62.690875426468736
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Iteration [  198  ]
Obj. val : 94.32121771440693, Avg. Ret : 62.07479835671344
Iteration [  199  ]
Obj. val : 107.30730228353808, Avg. Ret : 54.680547615443245
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 : 101.3177955832599, Avg. Ret : 60.534111929104704
Iteration [  201  ]
Obj. val : 97.79729171597981, Avg. Ret : 66.96728200058352
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Obj. val : 90.24120090398395, Avg. Ret : 53.91696508814016
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Obj. val : 126.9363810579012, Avg. Ret : 62.09158146023346
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Iteration [  207  ]
Obj. val : 120.6959864155368, Avg. Ret : 51.89537567688596
Iteration [  208  ]
Obj. val : 99.35434778565546, Avg. Ret : 61.4734355357745
Iteration [  209  ]
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Obj. val : 128.66799849941233, Avg. Ret : 59.89082850501514
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Iteration [  214  ]
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Obj. val : 112.91545972809794, Avg. Ret : 61.04299397667035
Iteration [  216  ]
Obj. val : 99.83820835309925, Avg. Ret : 57.72964633287479
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Obj. val : 96.7349826993977, Avg. Ret : 57.73958912174673
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 : 92.80935595353503, Avg. Ret : 60.822483420111524
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Obj. val : 101.25401972394222, Avg. Ret : 56.59509371166271
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Iteration [  399  ]
Obj. val : 91.5279062706508, Avg. Ret : 61.036310435278914
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 : 97.18130871563113, Avg. Ret : 60.02799381787203
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Obj. val : 95.11227598588762, Avg. Ret : 57.0777212396135
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Obj. val : 94.64319899853315, Avg. Ret : 70.3469678607629
Iteration [  446  ]
Obj. val : 103.00831177158777, Avg. Ret : 58.40609193590018
Iteration [  447  ]
Obj. val : 90.9113880874591, Avg. Ret : 62.46565573618026
Iteration [  448  ]
Obj. val : 115.54499745838359, Avg. Ret : 65.85706023092058
Iteration [  449  ]
Obj. val : 113.48625675311362, Avg. Ret : 56.59092390963174
Iteration [  450  ]
Obj. val : 95.61110926837831, Avg. Ret : 57.49637310133451
Iteration [  451  ]
Obj. val : 97.67268657137927, Avg. Ret : 57.83328346595617
Iteration [  452  ]
Obj. val : 103.9429978286571, Avg. Ret : 60.61925147725937
Iteration [  453  ]
Obj. val : 109.17405973335549, Avg. Ret : 60.492750908598445
Iteration [  454  ]
Obj. val : 113.54520959185295, Avg. Ret : 61.245801915446165
Iteration [  455  ]
Obj. val : 97.22953330667767, Avg. Ret : 56.408942406609604
Iteration [  456  ]
Obj. val : 125.53119915037058, Avg. Ret : 61.115223655354285
Iteration [  457  ]
Obj. val : 90.02994644085874, Avg. Ret : 65.27854040126611
Iteration [  458  ]
Obj. val : 94.8770460533208, Avg. Ret : 58.02771147398643
Iteration [  459  ]
Obj. val : 95.36820912321939, Avg. Ret : 58.99121070944495
Iteration [  460  ]
Obj. val : 95.1760761007877, Avg. Ret : 64.68389199149746
Iteration [  461  ]
Obj. val : 123.20941950173844, Avg. Ret : 58.79440173483209
Iteration [  462  ]
Obj. val : 109.79326863007468, Avg. Ret : 58.24854644834913
Iteration [  463  ]
Obj. val : 107.98925357612896, Avg. Ret : 64.71476104350309
Iteration [  464  ]
Obj. val : 111.10066899634288, Avg. Ret : 58.293131201444474
Iteration [  465  ]
Obj. val : 91.61016150478721, Avg. Ret : 62.16300748608305
Iteration [  466  ]
Obj. val : 102.34125113228144, Avg. Ret : 67.08563004385033
Iteration [  467  ]
Obj. val : 97.67421424062118, Avg. Ret : 60.46224405227465
Iteration [  468  ]
Obj. val : 95.0095650580878, Avg. Ret : 60.448560652065254
Iteration [  469  ]
Obj. val : 102.96035398432674, Avg. Ret : 62.72969214949441
Iteration [  470  ]
Obj. val : 110.05834220765283, Avg. Ret : 63.180296377877106
Iteration [  471  ]
Obj. val : 108.17124569361825, Avg. Ret : 68.87983625585174
Iteration [  472  ]
Obj. val : 115.66900958782625, Avg. Ret : 56.793999931697506
Iteration [  473  ]
Obj. val : 124.80600689044206, Avg. Ret : 58.620280094929036
Iteration [  474  ]
Obj. val : 96.87481965030898, Avg. Ret : 55.141266638369736
Iteration [  475  ]
Obj. val : 121.30649165238913, Avg. Ret : 68.30620876163378
Iteration [  476  ]
Obj. val : 110.63787409638621, Avg. Ret : 61.96463177434853
Iteration [  477  ]
Obj. val : 94.4998238168211, Avg. Ret : 66.29073934416905
Iteration [  478  ]
Obj. val : 113.89237957465978, Avg. Ret : 56.00615252792374
Iteration [  479  ]
Obj. val : 108.76441054920582, Avg. Ret : 58.060433602483634
Iteration [  480  ]
Obj. val : 96.27329035803427, Avg. Ret : 66.00198691259186
Iteration [  481  ]
Obj. val : 95.44945379910403, Avg. Ret : 61.374792529238604
Iteration [  482  ]
Obj. val : 116.22633315019006, Avg. Ret : 58.79523720233946
Iteration [  483  ]
Obj. val : 117.50644913273516, Avg. Ret : 66.16739054837208
Iteration [  484  ]
Obj. val : 120.665444285741, Avg. Ret : 59.178550693883345
Iteration [  485  ]
Obj. val : 113.89595963065855, Avg. Ret : 58.24175891015714
Iteration [  486  ]
Obj. val : 115.33505004948636, Avg. Ret : 68.37844646945796
Iteration [  487  ]
Obj. val : 102.06804166706348, Avg. Ret : 57.63685746027211
Iteration [  488  ]
Obj. val : 110.70608539940268, Avg. Ret : 57.6512545738934
Iteration [  489  ]
Obj. val : 88.73790347966958, Avg. Ret : 56.293021895070666
Iteration [  490  ]
Obj. val : 122.685326907198, Avg. Ret : 68.69688769803317
Iteration [  491  ]
Obj. val : 120.92807209451263, Avg. Ret : 61.29405259431948
Iteration [  492  ]
Obj. val : 108.1112685871245, Avg. Ret : 68.22676518896986
Iteration [  493  ]
Obj. val : 87.77745169422639, Avg. Ret : 62.99150707833949
Iteration [  494  ]
Obj. val : 108.05647141848976, Avg. Ret : 56.57751500785204
Iteration [  495  ]
Obj. val : 105.40487558913279, Avg. Ret : 66.25215805216466
Iteration [  496  ]
Obj. val : 113.73651329283149, Avg. Ret : 60.40601851045044
Iteration [  497  ]
Obj. val : 90.0573146972412, Avg. Ret : 61.5368687664782
Iteration [  498  ]
Obj. val : 102.98263028025312, Avg. Ret : 58.443526863498555
Iteration [  499  ]
Obj. val : 94.86615948215508, Avg. Ret : 70.5887862123684
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
