FrankCCCCC commited on
Commit
a1e6141
·
verified ·
1 Parent(s): a4f53aa

Upload res_CIFAR2_32_lr1e-05_ep100_bs2048_attr_ckpts/md_0/step_10/pred_target.json with huggingface_hub

Browse files
res_CIFAR2_32_lr1e-05_ep100_bs2048_attr_ckpts/md_0/step_10/pred_target.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"1": {"train": {"loss_reduced": 0.14591729640960693, "pred": 0.6562411785125732, "loss_l2": 0.2972046136856079, "loss_mape": 3.736121654510498}}, "2": {"train": {"loss_reduced": 0.1471327543258667, "pred": 0.6207798719406128, "loss_l2": 0.25769340991973877, "loss_mape": 3.4501843452453613}}, "3": {"train": {"loss_reduced": 0.14397430419921875, "pred": 0.5900615453720093, "loss_l2": 0.22960945963859558, "loss_mape": 3.3282036781311035}}, "4": {"train": {"loss_reduced": 0.14133167266845703, "pred": 0.5590980052947998, "loss_l2": 0.20234723389148712, "loss_mape": 3.182798385620117}}, "5": {"train": {"loss_reduced": 0.15220153331756592, "pred": 0.5303554534912109, "loss_l2": 0.16759097576141357, "loss_mape": 2.6897151470184326}, "valid": {"0": {"loss_reduced": 0.1444157361984253, "pred": 0.5287185907363892, "valid_loss_l2": 0.14768868684768677, "valid_loss_mape": 2.6610870361328125}}}, "6": {"train": {"loss_reduced": 0.14577341079711914, "pred": 0.49684733152389526, "loss_l2": 0.14646030962467194, "loss_mape": 2.6253163814544678}}, "7": {"train": {"loss_reduced": 0.1441119909286499, "pred": 0.46407970786094666, "loss_l2": 0.12275994569063187, "loss_mape": 2.4312422275543213}}, "8": {"train": {"loss_reduced": 0.1490858793258667, "pred": 0.4350550174713135, "loss_l2": 0.0992315486073494, "loss_mape": 2.112945795059204}}, "9": {"train": {"loss_reduced": 0.14770567417144775, "pred": 0.40760526061058044, "loss_l2": 0.0825749859213829, "loss_mape": 1.9454814195632935}}, "10": {"train": {"loss_reduced": 0.1425093412399292, "pred": 0.3863263428211212, "loss_l2": 0.07279253005981445, "loss_mape": 1.893215537071228}, "valid": {"0": {"loss_reduced": 0.13520419597625732, "pred": 0.3841516375541687, "valid_loss_l2": 0.06197482720017433, "valid_loss_mape": 1.841270089149475}}}, "11": {"train": {"loss_reduced": 0.14683997631072998, "pred": 0.35601890087127686, "loss_l2": 0.05536513775587082, "loss_mape": 1.602410912513733}}, "12": {"train": {"loss_reduced": 0.1490117311477661, "pred": 0.3329795002937317, "loss_l2": 0.04346831142902374, "loss_mape": 1.3991552591323853}}, "13": {"train": {"loss_reduced": 0.1441267728805542, "pred": 0.3101423382759094, "loss_l2": 0.03566010668873787, "loss_mape": 1.310227394104004}}, "14": {"train": {"loss_reduced": 0.14620935916900635, "pred": 0.28774887323379517, "loss_l2": 0.02647835947573185, "loss_mape": 1.1129364967346191}}, "15": {"train": {"loss_reduced": 0.1346604824066162, "pred": 0.27120476961135864, "loss_l2": 0.02435961924493313, "loss_mape": 1.1590311527252197}, "valid": {"0": {"loss_reduced": 0.14254844188690186, "pred": 0.27010342478752136, "valid_loss_l2": 0.01627027429640293, "valid_loss_mape": 0.8948184847831726}}}, "16": {"train": {"loss_reduced": 0.14703762531280518, "pred": 0.2525646984577179, "loss_l2": 0.015679839998483658, "loss_mape": 0.8516131043434143}}, "17": {"train": {"loss_reduced": 0.13877010345458984, "pred": 0.23015902936458588, "loss_l2": 0.01196551788598299, "loss_mape": 0.7882606387138367}}, "18": {"train": {"loss_reduced": 0.14539062976837158, "pred": 0.21513332426548004, "loss_l2": 0.007419500034302473, "loss_mape": 0.592448890209198}}, "19": {"train": {"loss_reduced": 0.14563941955566406, "pred": 0.20099854469299316, "loss_l2": 0.004903112072497606, "loss_mape": 0.48079171776771545}}, "20": {"train": {"loss_reduced": 0.1489429473876953, "pred": 0.18837563693523407, "loss_l2": 0.0027687540277838707, "loss_mape": 0.3532826006412506}, "valid": {"0": {"loss_reduced": 0.15015637874603271, "pred": 0.18416690826416016, "valid_loss_l2": 0.0011567161418497562, "valid_loss_mape": 0.2265007346868515}}}, "21": {"train": {"loss_reduced": 0.14850938320159912, "pred": 0.17344728112220764, "loss_l2": 0.0015117359580472112, "loss_mape": 0.26180869340896606}}, "22": {"train": {"loss_reduced": 0.1467381715774536, "pred": 0.16179026663303375, "loss_l2": 0.0007571749738417566, "loss_mape": 0.18752320110797882}}, "23": {"train": {"loss_reduced": 0.14198505878448486, "pred": 0.15060116350650787, "loss_l2": 0.00038827519165351987, "loss_mape": 0.13878008723258972}}, "24": {"train": {"loss_reduced": 0.14303648471832275, "pred": 0.14085766673088074, "loss_l2": 4.7550762246828526e-05, "loss_mape": 0.04820942133665085}}, "25": {"train": {"loss_reduced": 0.148468017578125, "pred": 0.13368521630764008, "loss_l2": 7.222990097943693e-05, "loss_mape": 0.05724342539906502}, "valid": {"0": {"loss_reduced": 0.14351260662078857, "pred": 0.13607773184776306, "valid_loss_l2": 5.527736357180402e-05, "valid_loss_mape": 0.05180642381310463}}}, "26": {"train": {"loss_reduced": 0.14490652084350586, "pred": 0.1457262933254242, "loss_l2": 9.990506077883765e-05, "loss_mape": 0.0689772367477417}}, "27": {"train": {"loss_reduced": 0.14345872402191162, "pred": 0.15100035071372986, "loss_l2": 2.8717358873109333e-06, "loss_mape": 0.011812593787908554}}, "28": {"train": {"loss_reduced": 0.14651203155517578, "pred": 0.15164873003959656, "loss_l2": 1.2500878256105352e-05, "loss_mape": 0.024132203310728073}}, "29": {"train": {"loss_reduced": 0.1480494737625122, "pred": 0.15202373266220093, "loss_l2": 4.575162529363297e-05, "loss_mape": 0.045687396079301834}}, "30": {"train": {"loss_reduced": 0.1413201093673706, "pred": 0.14370416104793549, "loss_l2": 5.536070602829568e-05, "loss_mape": 0.05264981463551521}, "valid": {"0": {"loss_reduced": 0.1438453197479248, "pred": 0.14614497125148773, "valid_loss_l2": 5.288397005642764e-06, "valid_loss_mape": 0.01598697528243065}}}, "31": {"train": {"loss_reduced": 0.14260268211364746, "pred": 0.13412132859230042, "loss_l2": 4.526502834778512e-06, "loss_mape": 0.014919481240212917}}, "32": {"train": {"loss_reduced": 0.14656567573547363, "pred": 0.1415369063615799, "loss_l2": 0.00012804513971786946, "loss_mape": 0.07720568776130676}}, "33": {"train": {"loss_reduced": 0.14710593223571777, "pred": 0.14907748997211456, "loss_l2": 3.237721466575749e-05, "loss_mape": 0.03868027403950691}}, "34": {"train": {"loss_reduced": 0.1446075439453125, "pred": 0.1524505913257599, "loss_l2": 1.3117555681674276e-05, "loss_mape": 0.025045834481716156}}, "35": {"train": {"loss_reduced": 0.14668762683868408, "pred": 0.15291842818260193, "loss_l2": 3.23148378811311e-05, "loss_mape": 0.038753196597099304}, "valid": {"0": {"loss_reduced": 0.14369714260101318, "pred": 0.15438905358314514, "valid_loss_l2": 0.00011431695747887716, "valid_loss_mape": 0.07440587133169174}}}, "36": {"train": {"loss_reduced": 0.14490962028503418, "pred": 0.14392586052417755, "loss_l2": 0.00010275860404362902, "loss_mape": 0.06995388865470886}}, "37": {"train": {"loss_reduced": 0.14658057689666748, "pred": 0.13861429691314697, "loss_l2": 2.2855754650663584e-05, "loss_mape": 0.0326153002679348}}, "38": {"train": {"loss_reduced": 0.1432260274887085, "pred": 0.13913053274154663, "loss_l2": 1.3755821782979183e-05, "loss_mape": 0.025895321741700172}}, "39": {"train": {"loss_reduced": 0.14536309242248535, "pred": 0.14168207347393036, "loss_l2": 3.643939271569252e-05, "loss_mape": 0.04152708128094673}}, "40": {"train": {"loss_reduced": 0.14645147323608398, "pred": 0.14186567068099976, "loss_l2": 8.839101064950228e-05, "loss_mape": 0.06419634819030762}, "valid": {"0": {"loss_reduced": 0.1455305814743042, "pred": 0.14641550183296204, "valid_loss_l2": 7.830840331735089e-07, "valid_loss_mape": 0.006080648861825466}}}, "41": {"train": {"loss_reduced": 0.15005719661712646, "pred": 0.15756858885288239, "loss_l2": 1.4081925655773375e-05, "loss_mape": 0.02500772662460804}}, "42": {"train": {"loss_reduced": 0.14052236080169678, "pred": 0.14989465475082397, "loss_l2": 0.0002560058201197535, "loss_mape": 0.11386217176914215}}, "43": {"train": {"loss_reduced": 0.14687681198120117, "pred": 0.14484474062919617, "loss_l2": 2.0448445866350085e-05, "loss_mape": 0.030787676572799683}}, "44": {"train": {"loss_reduced": 0.14754223823547363, "pred": 0.14042618870735168, "loss_l2": 9.820538252824917e-06, "loss_mape": 0.021239841356873512}}, "45": {"train": {"loss_reduced": 0.1374281644821167, "pred": 0.13274279236793518, "loss_l2": 4.503136551647913e-06, "loss_mape": 0.015441226772964}, "valid": {"0": {"loss_reduced": 0.142747163772583, "pred": 0.13902167975902557, "valid_loss_l2": 1.3879231119062752e-05, "valid_loss_mape": 0.026098480448126793}}}, "46": {"train": {"loss_reduced": 0.14426112174987793, "pred": 0.1488509476184845, "loss_l2": 3.587472747312859e-05, "loss_mape": 0.04151881858706474}}, "47": {"train": {"loss_reduced": 0.1461266279220581, "pred": 0.15263336896896362, "loss_l2": 1.699718154668517e-06, "loss_mape": 0.00892193615436554}}, "48": {"train": {"loss_reduced": 0.14843010902404785, "pred": 0.15163235366344452, "loss_l2": 1.971342135220766e-05, "loss_mape": 0.029912931844592094}}, "49": {"train": {"loss_reduced": 0.14537394046783447, "pred": 0.14629516005516052, "loss_l2": 2.9879101930418983e-05, "loss_mape": 0.0376008115708828}}, "50": {"train": {"loss_reduced": 0.14141464233398438, "pred": 0.14419013261795044, "loss_l2": 9.179098560707644e-05, "loss_mape": 0.06774942576885223}, "valid": {"0": {"loss_reduced": 0.14117884635925293, "pred": 0.13886898756027222, "valid_loss_l2": 5.335447895049583e-06, "valid_loss_mape": 0.01636122539639473}}}, "51": {"train": {"loss_reduced": 0.1415257453918457, "pred": 0.15029992163181305, "loss_l2": 3.2469799862155924e-06, "loss_mape": 0.012732226401567459}}, "52": {"train": {"loss_reduced": 0.14736366271972656, "pred": 0.14707082509994507, "loss_l2": 2.6931304091704078e-05, "loss_mape": 0.03521585837006569}}, "53": {"train": {"loss_reduced": 0.1454218626022339, "pred": 0.14133648574352264, "loss_l2": 2.4242248741757066e-07, "loss_mape": 0.0033857643138617277}}, "54": {"train": {"loss_reduced": 0.1443650722503662, "pred": 0.14086538553237915, "loss_l2": 3.383335069884197e-06, "loss_mape": 0.012741201557219028}}, "55": {"train": {"loss_reduced": 0.1465827226638794, "pred": 0.14136052131652832, "loss_l2": 7.999149238457903e-05, "loss_mape": 0.06101534888148308}, "valid": {"0": {"loss_reduced": 0.14829933643341064, "pred": 0.14212827384471893, "valid_loss_l2": 3.808201290667057e-05, "valid_loss_mape": 0.041612207889556885}}}, "56": {"train": {"loss_reduced": 0.1449340581893921, "pred": 0.15292003750801086, "loss_l2": 7.319647011172492e-06, "loss_mape": 0.018667003139853477}}, "57": {"train": {"loss_reduced": 0.14373159408569336, "pred": 0.14863695204257965, "loss_l2": 0.00012768860324285924, "loss_mape": 0.07861833274364471}}, "58": {"train": {"loss_reduced": 0.14745676517486572, "pred": 0.14307314157485962, "loss_l2": 4.1525228766658984e-07, "loss_mape": 0.004370099399238825}}, "59": {"train": {"loss_reduced": 0.14384150505065918, "pred": 0.13865527510643005, "loss_l2": 6.090680017223349e-06, "loss_mape": 0.017157290130853653}}, "60": {"train": {"loss_reduced": 0.14094722270965576, "pred": 0.13700582087039948, "loss_l2": 9.013363523990847e-06, "loss_mape": 0.021300358697772026}, "valid": {"0": {"loss_reduced": 0.1502145528793335, "pred": 0.14253699779510498, "valid_loss_l2": 5.894485366297886e-05, "valid_loss_mape": 0.05111059546470642}}}, "61": {"train": {"loss_reduced": 0.14586079120635986, "pred": 0.1483875960111618, "loss_l2": 6.13947122474201e-05, "loss_mape": 0.05371887609362602}}, "62": {"train": {"loss_reduced": 0.14635038375854492, "pred": 0.15278035402297974, "loss_l2": 1.1747589269361924e-05, "loss_mape": 0.023419655859470367}}, "63": {"train": {"loss_reduced": 0.14325475692749023, "pred": 0.14755184948444366, "loss_l2": 4.86617827846203e-05, "loss_mape": 0.04869506508111954}}, "64": {"train": {"loss_reduced": 0.14868879318237305, "pred": 0.14751866459846497, "loss_l2": 4.647390596801415e-06, "loss_mape": 0.01449861004948616}}, "65": {"train": {"loss_reduced": 0.1485041379928589, "pred": 0.14585131406784058, "loss_l2": 2.7190772300400567e-08, "loss_mape": 0.001110381563194096}, "valid": {"0": {"loss_reduced": 0.13552582263946533, "pred": 0.14396575093269348, "valid_loss_l2": 7.123238901840523e-05, "valid_loss_mape": 0.06227542459964752}}}, "66": {"train": {"loss_reduced": 0.15653181076049805, "pred": 0.1531941294670105, "loss_l2": 0.0001932617014972493, "loss_mape": 0.0888117179274559}}, "67": {"train": {"loss_reduced": 0.141321063041687, "pred": 0.1532980352640152, "loss_l2": 0.00015385131700895727, "loss_mape": 0.0877695232629776}}, "68": {"train": {"loss_reduced": 0.14373600482940674, "pred": 0.1508685052394867, "loss_l2": 0.00011943269055336714, "loss_mape": 0.07603193819522858}}, "69": {"train": {"loss_reduced": 0.13920462131500244, "pred": 0.1440144032239914, "loss_l2": 9.998371388064697e-05, "loss_mape": 0.07183084636926651}}, "70": {"train": {"loss_reduced": 0.1349400281906128, "pred": 0.14001893997192383, "loss_l2": 0.00012734532356262207, "loss_mape": 0.08362780511379242}, "valid": {"0": {"loss_reduced": 0.15336859226226807, "pred": 0.13971324265003204, "valid_loss_l2": 0.0001864685764303431, "valid_loss_mape": 0.08903615176677704}}}, "71": {"train": {"loss_reduced": 0.1431349515914917, "pred": 0.1500379890203476, "loss_l2": 1.0659695362846833e-05, "loss_mape": 0.02281007543206215}}, "72": {"train": {"loss_reduced": 0.1483471393585205, "pred": 0.1564759612083435, "loss_l2": 6.253719675441971e-07, "loss_mape": 0.005330770742148161}}, "73": {"train": {"loss_reduced": 0.14506864547729492, "pred": 0.15207281708717346, "loss_l2": 0.0001457903126720339, "loss_mape": 0.0832320898771286}}, "74": {"train": {"loss_reduced": 0.1446247100830078, "pred": 0.14578133821487427, "loss_l2": 5.8736819482874125e-05, "loss_mape": 0.05299229174852371}}, "75": {"train": {"loss_reduced": 0.14501070976257324, "pred": 0.14309941232204437, "loss_l2": 2.3734441128908657e-05, "loss_mape": 0.03359614312648773}, "valid": {"0": {"loss_reduced": 0.14445042610168457, "pred": 0.13865193724632263, "valid_loss_l2": 3.362247298355214e-05, "valid_loss_mape": 0.040141720324754715}}}, "76": {"train": {"loss_reduced": 0.14095520973205566, "pred": 0.14862732589244843, "loss_l2": 5.807499292131979e-06, "loss_mape": 0.01709674671292305}}, "77": {"train": {"loss_reduced": 0.15155434608459473, "pred": 0.1597292721271515, "loss_l2": 6.478082468674984e-06, "loss_mape": 0.016794025897979736}}, "78": {"train": {"loss_reduced": 0.14755046367645264, "pred": 0.15718594193458557, "loss_l2": 0.00021825506701134145, "loss_mape": 0.1001247838139534}}, "79": {"train": {"loss_reduced": 0.1445378065109253, "pred": 0.14885038137435913, "loss_l2": 0.00012399644765537232, "loss_mape": 0.07704122364521027}}, "80": {"train": {"loss_reduced": 0.14482593536376953, "pred": 0.14006903767585754, "loss_l2": 8.603261676398688e-07, "loss_mape": 0.006404499989002943}, "valid": {"0": {"loss_reduced": 0.13759100437164307, "pred": 0.14395186305046082, "valid_loss_l2": 4.046052345074713e-05, "valid_loss_mape": 0.046230193227529526}}}, "81": {"train": {"loss_reduced": 0.14243030548095703, "pred": 0.13451054692268372, "loss_l2": 3.274155915278243e-06, "loss_mape": 0.012704199180006981}}, "82": {"train": {"loss_reduced": 0.14286279678344727, "pred": 0.13780595362186432, "loss_l2": 0.00011899665696546435, "loss_mape": 0.07635688781738281}}, "83": {"train": {"loss_reduced": 0.14668059349060059, "pred": 0.14589175581932068, "loss_l2": 7.058417395455763e-05, "loss_mape": 0.057277098298072815}}, "84": {"train": {"loss_reduced": 0.14791297912597656, "pred": 0.15386728942394257, "loss_l2": 9.809034509089543e-07, "loss_mape": 0.006695867516100407}}, "85": {"train": {"loss_reduced": 0.14569520950317383, "pred": 0.15621237456798553, "loss_l2": 8.841678936732933e-05, "loss_mape": 0.06453897804021835}, "valid": {"0": {"loss_reduced": 0.14653658866882324, "pred": 0.15451526641845703, "valid_loss_l2": 6.365929584717378e-05, "valid_loss_mape": 0.05444836616516113}}}, "86": {"train": {"loss_reduced": 0.14015400409698486, "pred": 0.14378035068511963, "loss_l2": 0.0001943379029398784, "loss_mape": 0.09946567565202713}}, "87": {"train": {"loss_reduced": 0.14133238792419434, "pred": 0.13709542155265808, "loss_l2": 1.6364152543246746e-05, "loss_mape": 0.028622334823012352}}, "88": {"train": {"loss_reduced": 0.14915704727172852, "pred": 0.13491888344287872, "loss_l2": 0.00018188540707342327, "loss_mape": 0.09041805565357208}}, "89": {"train": {"loss_reduced": 0.1504131555557251, "pred": 0.137907475233078, "loss_l2": 0.00023019922082312405, "loss_mape": 0.10087094455957413}}, "90": {"train": {"loss_reduced": 0.14216828346252441, "pred": 0.1418214738368988, "loss_l2": 1.0806834325194359e-05, "loss_mape": 0.02312312461435795}, "valid": {"0": {"loss_reduced": 0.14699065685272217, "pred": 0.14218056201934814, "valid_loss_l2": 2.3137012249208055e-05, "valid_loss_mape": 0.032723814249038696}}}, "91": {"train": {"loss_reduced": 0.1440870761871338, "pred": 0.14986126124858856, "loss_l2": 1.72797135746805e-05, "loss_mape": 0.028849828988313675}}, "92": {"train": {"loss_reduced": 0.14529216289520264, "pred": 0.14842647314071655, "loss_l2": 2.4344924895558506e-05, "loss_mape": 0.03395955637097359}}, "93": {"train": {"loss_reduced": 0.13876807689666748, "pred": 0.14419019222259521, "loss_l2": 0.00013646991283167154, "loss_mape": 0.08418387174606323}}, "94": {"train": {"loss_reduced": 0.15007054805755615, "pred": 0.14192044734954834, "loss_l2": 3.434956670389511e-05, "loss_mape": 0.039053965359926224}}, "95": {"train": {"loss_reduced": 0.14855492115020752, "pred": 0.1396724283695221, "loss_l2": 0.00010480915079824626, "loss_mape": 0.06891480833292007}, "valid": {"0": {"loss_reduced": 0.14764297008514404, "pred": 0.14339704811573029, "valid_loss_l2": 1.802785300242249e-05, "valid_loss_mape": 0.028758035972714424}}}, "96": {"train": {"loss_reduced": 0.1486656665802002, "pred": 0.15124687552452087, "loss_l2": 5.460890679387376e-05, "loss_mape": 0.04970740154385567}}, "97": {"train": {"loss_reduced": 0.14629018306732178, "pred": 0.15229764580726624, "loss_l2": 2.978940938191954e-05, "loss_mape": 0.0373091846704483}}, "98": {"train": {"loss_reduced": 0.14009428024291992, "pred": 0.14820964634418488, "loss_l2": 0.00017535703955218196, "loss_mape": 0.09452380985021591}}, "99": {"train": {"loss_reduced": 0.1461421251296997, "pred": 0.1424158811569214, "loss_l2": 1.765787516205819e-07, "loss_mape": 0.0028753704391419888}}, "100": {"train": {"loss_reduced": 0.14279794692993164, "pred": 0.14134681224822998, "loss_l2": 8.407259883824736e-06, "loss_mape": 0.020305106416344643}, "valid": {"0": {"loss_reduced": 0.1462041139602661, "pred": 0.1398288458585739, "valid_loss_l2": 4.064404492964968e-05, "valid_loss_mape": 0.0436052568256855}}}, "101": {"train": {"loss_reduced": 0.1421647071838379, "pred": 0.14940029382705688, "loss_l2": 6.2748977143201046e-06, "loss_mape": 0.017620228230953217}}, "102": {"train": {"loss_reduced": 0.15038251876831055, "pred": 0.15833939611911774, "loss_l2": 3.5123281350024627e-07, "loss_mape": 0.0039409431628882885}}, "103": {"train": {"loss_reduced": 0.14434337615966797, "pred": 0.14974644780158997, "loss_l2": 0.00010764233593363315, "loss_mape": 0.07187778502702713}}, "104": {"train": {"loss_reduced": 0.14544165134429932, "pred": 0.14561882615089417, "loss_l2": 4.2832827602978796e-05, "loss_mape": 0.0449986606836319}}, "105": {"train": {"loss_reduced": 0.14967095851898193, "pred": 0.14382442831993103, "loss_l2": 1.2404889275785536e-06, "loss_mape": 0.007441473193466663}, "valid": {"0": {"loss_reduced": 0.13831651210784912, "pred": 0.14199614524841309, "valid_loss_l2": 1.3539700375986286e-05, "valid_loss_mape": 0.02660299278795719}}}, "106": {"train": {"loss_reduced": 0.142159104347229, "pred": 0.15108320116996765, "loss_l2": 6.564819727827853e-07, "loss_mape": 0.005699499510228634}}, "107": {"train": {"loss_reduced": 0.14287102222442627, "pred": 0.14614567160606384, "loss_l2": 0.0001039347262121737, "loss_mape": 0.07135693728923798}}, "108": {"train": {"loss_reduced": 0.14440512657165527, "pred": 0.13872136175632477, "loss_l2": 2.8273643692955375e-06, "loss_mape": 0.01164416316896677}}, "109": {"train": {"loss_reduced": 0.1477968692779541, "pred": 0.14040686190128326, "loss_l2": 6.338756793411449e-05, "loss_mape": 0.05386873707175255}}, "110": {"train": {"loss_reduced": 0.1479710340499878, "pred": 0.14327651262283325, "loss_l2": 5.894736750633456e-05, "loss_mape": 0.05188663303852081}, "valid": {"0": {"loss_reduced": 0.15013456344604492, "pred": 0.14291563630104065, "valid_loss_l2": 5.211290772422217e-05, "valid_loss_mape": 0.048083044588565826}}}, "111": {"train": {"loss_reduced": 0.14518356323242188, "pred": 0.1532851755619049, "loss_l2": 3.090177187914378e-06, "loss_mape": 0.012108051218092442}}, "112": {"train": {"loss_reduced": 0.14878559112548828, "pred": 0.1489487886428833, "loss_l2": 2.861207030946389e-05, "loss_mape": 0.03595123067498207}}, "113": {"train": {"loss_reduced": 0.14387595653533936, "pred": 0.14160513877868652, "loss_l2": 2.033351847785525e-05, "loss_mape": 0.031341373920440674}}, "114": {"train": {"loss_reduced": 0.14329099655151367, "pred": 0.13759063184261322, "loss_l2": 2.68283315563167e-06, "loss_mape": 0.011430834420025349}}, "115": {"train": {"loss_reduced": 0.13598418235778809, "pred": 0.13280190527439117, "loss_l2": 2.2612483974171482e-07, "loss_mape": 0.003496920457109809}, "valid": {"0": {"loss_reduced": 0.15182411670684814, "pred": 0.13227687776088715, "valid_loss_l2": 0.0003820945566985756, "valid_loss_mape": 0.12874923646450043}}}, "116": {"train": {"loss_reduced": 0.1434493064880371, "pred": 0.14187389612197876, "loss_l2": 0.00011766780517064035, "loss_mape": 0.07561890035867691}}, "117": {"train": {"loss_reduced": 0.152357816696167, "pred": 0.15248045325279236, "loss_l2": 9.258389036403969e-05, "loss_mape": 0.06315430998802185}}, "118": {"train": {"loss_reduced": 0.14618217945098877, "pred": 0.15643581748008728, "loss_l2": 3.341421688674018e-05, "loss_mape": 0.03954314440488815}}, "119": {"train": {"loss_reduced": 0.14635610580444336, "pred": 0.15693145990371704, "loss_l2": 0.0001327409117948264, "loss_mape": 0.07872117310762405}}, "120": {"train": {"loss_reduced": 0.13699090480804443, "pred": 0.1517750322818756, "loss_l2": 0.00037381116999313235, "loss_mape": 0.14113490283489227}, "valid": {"0": {"loss_reduced": 0.1362459659576416, "pred": 0.15420520305633545, "valid_loss_l2": 0.00032253420795314014, "valid_loss_mape": 0.13181482255458832}}}, "121": {"train": {"loss_reduced": 0.1433776617050171, "pred": 0.14161697030067444, "loss_l2": 6.222178490133956e-05, "loss_mape": 0.05501609295606613}}, "122": {"train": {"loss_reduced": 0.14302968978881836, "pred": 0.13704437017440796, "loss_l2": 1.0437147466291208e-06, "loss_mape": 0.007142737973481417}}, "123": {"train": {"loss_reduced": 0.14733457565307617, "pred": 0.13656243681907654, "loss_l2": 0.00015700834046583623, "loss_mape": 0.08504654467105865}}, "124": {"train": {"loss_reduced": 0.1443781852722168, "pred": 0.14079709351062775, "loss_l2": 5.112881262903102e-05, "loss_mape": 0.049525775015354156}}, "125": {"train": {"loss_reduced": 0.1439354419708252, "pred": 0.14238378405570984, "loss_l2": 3.823850056505762e-05, "loss_mape": 0.04296182096004486}, "valid": {"0": {"loss_reduced": 0.15157783031463623, "pred": 0.1458962857723236, "valid_loss_l2": 3.227994966437109e-05, "valid_loss_mape": 0.03748268634080887}}}, "126": {"train": {"loss_reduced": 0.146384596824646, "pred": 0.15432552993297577, "loss_l2": 3.154951855321997e-06, "loss_mape": 0.012133915908634663}}, "127": {"train": {"loss_reduced": 0.1456977128982544, "pred": 0.14819227159023285, "loss_l2": 7.136173371691257e-05, "loss_mape": 0.057980235666036606}}, "128": {"train": {"loss_reduced": 0.14576315879821777, "pred": 0.14420217275619507, "loss_l2": 2.9336832085391507e-05, "loss_mape": 0.037158556282520294}}, "129": {"train": {"loss_reduced": 0.1439913511276245, "pred": 0.13725349307060242, "loss_l2": 8.526322744728532e-06, "loss_mape": 0.02027890458703041}}, "130": {"train": {"loss_reduced": 0.140802264213562, "pred": 0.13612744212150574, "loss_l2": 7.696895409026183e-06, "loss_mape": 0.019703717902302742}, "valid": {"0": {"loss_reduced": 0.14649617671966553, "pred": 0.13641226291656494, "valid_loss_l2": 0.00010168532026000321, "valid_loss_mape": 0.06883396953344345}}}, "131": {"train": {"loss_reduced": 0.14308977127075195, "pred": 0.1470758318901062, "loss_l2": 2.7799651434179395e-05, "loss_mape": 0.036847759038209915}}, "132": {"train": {"loss_reduced": 0.14359402656555176, "pred": 0.14942383766174316, "loss_l2": 8.206569646063144e-07, "loss_mape": 0.006308766547590494}}, "133": {"train": {"loss_reduced": 0.14295148849487305, "pred": 0.1470317840576172, "loss_l2": 4.553578401100822e-05, "loss_mape": 0.04720497131347656}}, "134": {"train": {"loss_reduced": 0.14857566356658936, "pred": 0.1465299427509308, "loss_l2": 2.745679239524179e-08, "loss_mape": 0.0011152628576382995}}, "135": {"train": {"loss_reduced": 0.14755845069885254, "pred": 0.14422518014907837, "loss_l2": 1.4278206435847096e-05, "loss_mape": 0.025607828050851822}, "valid": {"0": {"loss_reduced": 0.14846432209014893, "pred": 0.1451442539691925, "valid_loss_l2": 1.1022852049791254e-05, "valid_loss_mape": 0.022362733259797096}}}, "136": {"train": {"loss_reduced": 0.14585328102111816, "pred": 0.15350738167762756, "loss_l2": 3.7447641716426006e-06, "loss_mape": 0.013267711736261845}}, "137": {"train": {"loss_reduced": 0.14547908306121826, "pred": 0.14872196316719055, "loss_l2": 8.330414129886776e-05, "loss_mape": 0.06273829936981201}}, "138": {"train": {"loss_reduced": 0.14681410789489746, "pred": 0.14443303644657135, "loss_l2": 1.6078482076409273e-05, "loss_mape": 0.027312077581882477}}, "139": {"train": {"loss_reduced": 0.14760828018188477, "pred": 0.1410449743270874, "loss_l2": 1.1489165444800165e-05, "loss_mape": 0.022963259369134903}}, "140": {"train": {"loss_reduced": 0.13619256019592285, "pred": 0.13776233792304993, "loss_l2": 3.991772609879263e-05, "loss_mape": 0.04639054834842682}, "valid": {"0": {"loss_reduced": 0.14219725131988525, "pred": 0.13569629192352295, "valid_loss_l2": 4.226247256156057e-05, "valid_loss_mape": 0.04571789875626564}}}, "141": {"train": {"loss_reduced": 0.14613425731658936, "pred": 0.14660504460334778, "loss_l2": 7.518108031945303e-05, "loss_mape": 0.059333812445402145}}, "142": {"train": {"loss_reduced": 0.1472400426864624, "pred": 0.1530664563179016, "loss_l2": 4.7888966037135106e-06, "loss_mape": 0.014862497337162495}}, "143": {"train": {"loss_reduced": 0.143546462059021, "pred": 0.15154871344566345, "loss_l2": 6.204278179211542e-05, "loss_mape": 0.0548722967505455}}, "144": {"train": {"loss_reduced": 0.1405799388885498, "pred": 0.148102268576622, "loss_l2": 0.00012934136611875147, "loss_mape": 0.08089940994977951}}, "145": {"train": {"loss_reduced": 0.15499234199523926, "pred": 0.1476161628961563, "loss_l2": 4.05992177547887e-05, "loss_mape": 0.04111010581254959}, "valid": {"0": {"loss_reduced": 0.1439124345779419, "pred": 0.14687347412109375, "valid_loss_l2": 8.76775538927177e-06, "valid_loss_mape": 0.02057528682053089}}}, "146": {"train": {"loss_reduced": 0.14528846740722656, "pred": 0.1389007568359375, "loss_l2": 7.85028259997489e-06, "loss_mape": 0.01928463764488697}}, "147": {"train": {"loss_reduced": 0.14443254470825195, "pred": 0.14173242449760437, "loss_l2": 3.774839569814503e-05, "loss_mape": 0.04253869876265526}}, "148": {"train": {"loss_reduced": 0.14235687255859375, "pred": 0.14493510127067566, "loss_l2": 2.7991055162601697e-07, "loss_mape": 0.0037164748646318913}}, "149": {"train": {"loss_reduced": 0.15087628364562988, "pred": 0.15086226165294647, "loss_l2": 3.0479788620141335e-05, "loss_mape": 0.03659190237522125}}, "150": {"train": {"loss_reduced": 0.14381909370422363, "pred": 0.15139956772327423, "loss_l2": 6.146945815999061e-05, "loss_mape": 0.05451463907957077}, "valid": {"0": {"loss_reduced": 0.141770601272583, "pred": 0.15078285336494446, "valid_loss_l2": 8.122068538796157e-05, "valid_loss_mape": 0.06356926262378693}}}, "151": {"train": {"loss_reduced": 0.1486302614212036, "pred": 0.14083224534988403, "loss_l2": 1.9908954982383875e-06, "loss_mape": 0.009493295103311539}}, "152": {"train": {"loss_reduced": 0.1494518518447876, "pred": 0.14759404957294464, "loss_l2": 5.4488285968545824e-05, "loss_mape": 0.04939127713441849}}, "153": {"train": {"loss_reduced": 0.1421520709991455, "pred": 0.14721062779426575, "loss_l2": 2.340874016226735e-05, "loss_mape": 0.03403579071164131}}, "154": {"train": {"loss_reduced": 0.14213204383850098, "pred": 0.1451251059770584, "loss_l2": 3.377384928171523e-05, "loss_mape": 0.0408882275223732}}, "155": {"train": {"loss_reduced": 0.14391553401947021, "pred": 0.14171692728996277, "loss_l2": 2.110811436750737e-08, "loss_mape": 0.0010095249162986875}, "valid": {"0": {"loss_reduced": 0.14289653301239014, "pred": 0.1400490254163742, "valid_loss_l2": 8.108299880404957e-06, "valid_loss_mape": 0.01992705836892128}}}, "156": {"train": {"loss_reduced": 0.14459919929504395, "pred": 0.15260037779808044, "loss_l2": 1.6449164377263514e-06, "loss_mape": 0.008869640529155731}}, "157": {"train": {"loss_reduced": 0.14700055122375488, "pred": 0.14602458477020264, "loss_l2": 1.3930017303209752e-05, "loss_mape": 0.02538965828716755}}, "158": {"train": {"loss_reduced": 0.14171528816223145, "pred": 0.14008960127830505, "loss_l2": 2.535045496188104e-05, "loss_mape": 0.03552844375371933}}, "159": {"train": {"loss_reduced": 0.1488093137741089, "pred": 0.14062869548797607, "loss_l2": 8.560468268115073e-05, "loss_mape": 0.062175408005714417}}, "160": {"train": {"loss_reduced": 0.14452433586120605, "pred": 0.14254729449748993, "loss_l2": 2.1689178538508713e-05, "loss_mape": 0.032224081456661224}, "valid": {"0": {"loss_reduced": 0.14290010929107666, "pred": 0.14287510514259338, "valid_loss_l2": 6.252074413737319e-10, "valid_loss_mape": 0.0001749764196574688}}}, "161": {"train": {"loss_reduced": 0.14470171928405762, "pred": 0.15196534991264343, "loss_l2": 3.999956788902637e-06, "loss_mape": 0.013821461237967014}}, "162": {"train": {"loss_reduced": 0.1477893590927124, "pred": 0.14841710031032562, "loss_l2": 2.5654466298874468e-05, "loss_mape": 0.03427191078662872}}, "163": {"train": {"loss_reduced": 0.1419205665588379, "pred": 0.1419685035943985, "loss_l2": 4.324438486946747e-05, "loss_mape": 0.046336106956005096}}, "164": {"train": {"loss_reduced": 0.1503690481185913, "pred": 0.14216750860214233, "loss_l2": 5.872996916878037e-05, "loss_mape": 0.05096492916345596}}, "165": {"train": {"loss_reduced": 0.13889968395233154, "pred": 0.13986560702323914, "loss_l2": 6.212790594872786e-06, "loss_mape": 0.01794494315981865}, "valid": {"0": {"loss_reduced": 0.14200425148010254, "pred": 0.13924214243888855, "valid_loss_l2": 7.629246283613611e-06, "valid_loss_mape": 0.01945088990032673}}}, "166": {"train": {"loss_reduced": 0.1499699354171753, "pred": 0.14759382605552673, "loss_l2": 0.0001295495603699237, "loss_mape": 0.07589510083198547}}, "167": {"train": {"loss_reduced": 0.14065444469451904, "pred": 0.14938727021217346, "loss_l2": 6.390278576873243e-05, "loss_mape": 0.056833766400814056}}, "168": {"train": {"loss_reduced": 0.15084397792816162, "pred": 0.15052655339241028, "loss_l2": 3.127907120870077e-06, "loss_mape": 0.011724624782800674}}, "169": {"train": {"loss_reduced": 0.14307832717895508, "pred": 0.14934393763542175, "loss_l2": 6.623481749556959e-05, "loss_mape": 0.05688127502799034}}, "170": {"train": {"loss_reduced": 0.1338062286376953, "pred": 0.14604675769805908, "loss_l2": 0.0002895810466725379, "loss_mape": 0.12717704474925995}, "valid": {"0": {"loss_reduced": 0.14659857749938965, "pred": 0.14761340618133545, "valid_loss_l2": 1.0298772394889966e-06, "valid_loss_mape": 0.00692250020802021}}}, "171": {"train": {"loss_reduced": 0.14255845546722412, "pred": 0.1348354071378708, "loss_l2": 9.687510100775398e-07, "loss_mape": 0.006904195994138718}}, "172": {"train": {"loss_reduced": 0.1506192684173584, "pred": 0.14243581891059875, "loss_l2": 0.00020289295935072005, "loss_mape": 0.09456990659236908}}, "173": {"train": {"loss_reduced": 0.14496493339538574, "pred": 0.1477508544921875, "loss_l2": 1.0713962183217518e-05, "loss_mape": 0.022579383105039597}}, "174": {"train": {"loss_reduced": 0.14454245567321777, "pred": 0.1520170271396637, "loss_l2": 1.888575752673205e-05, "loss_mape": 0.030065732076764107}}, "175": {"train": {"loss_reduced": 0.13943958282470703, "pred": 0.14926545321941376, "loss_l2": 0.00011840733350254595, "loss_mape": 0.07803747802972794}, "valid": {"0": {"loss_reduced": 0.1458604335784912, "pred": 0.15089744329452515, "valid_loss_l2": 2.53714661084814e-05, "valid_loss_mape": 0.03453307971358299}}}, "176": {"train": {"loss_reduced": 0.14389526844024658, "pred": 0.1417291760444641, "loss_l2": 4.805290518561378e-05, "loss_mape": 0.048174064606428146}}, "177": {"train": {"loss_reduced": 0.14550042152404785, "pred": 0.13927114009857178, "loss_l2": 3.140580520266667e-05, "loss_mape": 0.038515958935022354}}, "178": {"train": {"loss_reduced": 0.14592278003692627, "pred": 0.14261963963508606, "loss_l2": 3.399694833206013e-05, "loss_mape": 0.03995736688375473}}, "179": {"train": {"loss_reduced": 0.14875876903533936, "pred": 0.14767396450042725, "loss_l2": 2.7484396923682652e-05, "loss_mape": 0.035241998732089996}}, "180": {"train": {"loss_reduced": 0.14358127117156982, "pred": 0.15006303787231445, "loss_l2": 3.020989606739022e-05, "loss_mape": 0.0382804311811924}, "valid": {"0": {"loss_reduced": 0.13966381549835205, "pred": 0.14818963408470154, "valid_loss_l2": 7.268958142958581e-05, "valid_loss_mape": 0.061045292764902115}}}, "181": {"train": {"loss_reduced": 0.1439833641052246, "pred": 0.14000144600868225, "loss_l2": 2.423461774014868e-05, "loss_mape": 0.034190524369478226}}, "182": {"train": {"loss_reduced": 0.15010571479797363, "pred": 0.1416560411453247, "loss_l2": 0.00014669023221358657, "loss_mape": 0.08068696409463882}}, "183": {"train": {"loss_reduced": 0.14500486850738525, "pred": 0.14661502838134766, "loss_l2": 4.583620921039255e-06, "loss_mape": 0.014764602296054363}}, "184": {"train": {"loss_reduced": 0.14047467708587646, "pred": 0.14729923009872437, "loss_l2": 4.218346293782815e-05, "loss_mape": 0.046235233545303345}}, "185": {"train": {"loss_reduced": 0.14448273181915283, "pred": 0.14817818999290466, "loss_l2": 2.6677951609599404e-05, "loss_mape": 0.03574870154261589}, "valid": {"0": {"loss_reduced": 0.14816725254058838, "pred": 0.14507849514484406, "valid_loss_l2": 9.540422070131171e-06, "valid_loss_mape": 0.020846424624323845}}}, "186": {"train": {"loss_reduced": 0.14207231998443604, "pred": 0.13679718971252441, "loss_l2": 1.1720638212864287e-05, "loss_mape": 0.024097176268696785}}, "187": {"train": {"loss_reduced": 0.14423203468322754, "pred": 0.1400393396615982, "loss_l2": 5.598444477072917e-05, "loss_mape": 0.051876652985811234}}, "188": {"train": {"loss_reduced": 0.14452826976776123, "pred": 0.14570489525794983, "loss_l2": 1.1009300578734837e-05, "loss_mape": 0.022957630455493927}}, "189": {"train": {"loss_reduced": 0.14928078651428223, "pred": 0.14955928921699524, "loss_l2": 3.286231367383152e-05, "loss_mape": 0.03840123116970062}}, "190": {"train": {"loss_reduced": 0.14503931999206543, "pred": 0.15303923189640045, "loss_l2": 4.347300637164153e-05, "loss_mape": 0.04545943811535835}, "valid": {"0": {"loss_reduced": 0.14660298824310303, "pred": 0.15347164869308472, "valid_loss_l2": 4.7178495151456445e-05, "valid_loss_mape": 0.04685211926698685}}}, "191": {"train": {"loss_reduced": 0.14196419715881348, "pred": 0.14138302206993103, "loss_l2": 7.025380182312801e-05, "loss_mape": 0.05904132500290871}}, "192": {"train": {"loss_reduced": 0.14493751525878906, "pred": 0.1388908326625824, "loss_l2": 2.396003083049436e-06, "loss_mape": 0.01067979447543621}}, "193": {"train": {"loss_reduced": 0.14784061908721924, "pred": 0.1417122334241867, "loss_l2": 4.4267311750445515e-05, "loss_mape": 0.045003656297922134}}, "194": {"train": {"loss_reduced": 0.1432633399963379, "pred": 0.141269713640213, "loss_l2": 1.62530668603722e-05, "loss_mape": 0.02814055047929287}}, "195": {"train": {"loss_reduced": 0.15221846103668213, "pred": 0.14590540528297424, "loss_l2": 0.00011694348359014839, "loss_mape": 0.07104290276765823}, "valid": {"0": {"loss_reduced": 0.14511847496032715, "pred": 0.14497944712638855, "valid_loss_l2": 1.9328737721480138e-08, "valid_loss_mape": 0.0009580298792570829}}}, "196": {"train": {"loss_reduced": 0.14336955547332764, "pred": 0.13634097576141357, "loss_l2": 2.3727177449472947e-06, "loss_mape": 0.010744002647697926}}, "197": {"train": {"loss_reduced": 0.14628303050994873, "pred": 0.14263540506362915, "loss_l2": 7.992087193997577e-05, "loss_mape": 0.06111335754394531}}, "198": {"train": {"loss_reduced": 0.14496123790740967, "pred": 0.1478920578956604, "loss_l2": 7.2580151027068496e-06, "loss_mape": 0.018584763631224632}}, "199": {"train": {"loss_reduced": 0.14498090744018555, "pred": 0.15036718547344208, "loss_l2": 4.002043169748504e-06, "loss_mape": 0.013798442669212818}}, "200": {"train": {"loss_reduced": 0.14489006996154785, "pred": 0.1519119143486023, "loss_l2": 7.047429244266823e-05, "loss_mape": 0.057939767837524414}, "valid": {"0": {"loss_reduced": 0.14778494834899902, "pred": 0.15177133679389954, "valid_loss_l2": 1.5891293514869176e-05, "valid_loss_mape": 0.026974251493811607}}}, "201": {"train": {"loss_reduced": 0.14466702938079834, "pred": 0.14227816462516785, "loss_l2": 4.214456566842273e-05, "loss_mape": 0.04487466439604759}}, "202": {"train": {"loss_reduced": 0.14275121688842773, "pred": 0.13716942071914673, "loss_l2": 3.5327941532159457e-06, "loss_mape": 0.01316677313297987}}, "203": {"train": {"loss_reduced": 0.14238464832305908, "pred": 0.13862046599388123, "loss_l2": 1.3437688721751329e-05, "loss_mape": 0.025745369493961334}}, "204": {"train": {"loss_reduced": 0.1479867696762085, "pred": 0.13983997702598572, "loss_l2": 0.00014627398923039436, "loss_mape": 0.0817260816693306}}, "205": {"train": {"loss_reduced": 0.1480942964553833, "pred": 0.1451147496700287, "loss_l2": 6.823173316661268e-05, "loss_mape": 0.05577696114778519}, "valid": {"0": {"loss_reduced": 0.14889252185821533, "pred": 0.14787861704826355, "valid_loss_l2": 1.028002998282318e-06, "valid_loss_mape": 0.006809642072767019}}}, "206": {"train": {"loss_reduced": 0.14211201667785645, "pred": 0.13912081718444824, "loss_l2": 3.162497523589991e-05, "loss_mape": 0.03957166150212288}}, "207": {"train": {"loss_reduced": 0.145821213722229, "pred": 0.13959571719169617, "loss_l2": 6.278065120568499e-05, "loss_mape": 0.05433656647801399}}, "208": {"train": {"loss_reduced": 0.15113210678100586, "pred": 0.14510874450206757, "loss_l2": 0.00012043630704283714, "loss_mape": 0.07261426746845245}}, "209": {"train": {"loss_reduced": 0.144484281539917, "pred": 0.14743657410144806, "loss_l2": 2.943643039543531e-06, "loss_mape": 0.01187468133866787}}, "210": {"train": {"loss_reduced": 0.1428837776184082, "pred": 0.1506430059671402, "loss_l2": 3.722453038790263e-05, "loss_mape": 0.042700376361608505}, "valid": {"0": {"loss_reduced": 0.14130711555480957, "pred": 0.15236225724220276, "valid_loss_l2": 0.0001222161517944187, "valid_loss_mape": 0.07823485136032104}}}, "211": {"train": {"loss_reduced": 0.1451040506362915, "pred": 0.1413794904947281, "loss_l2": 2.5057204766198993e-05, "loss_mape": 0.03449743241071701}}, "212": {"train": {"loss_reduced": 0.1443805694580078, "pred": 0.13919717073440552, "loss_l2": 1.4530601220030803e-06, "loss_mape": 0.008348972536623478}}, "213": {"train": {"loss_reduced": 0.1435565948486328, "pred": 0.13986676931381226, "loss_l2": 2.5793679014896043e-05, "loss_mape": 0.035378020256757736}}, "214": {"train": {"loss_reduced": 0.14625871181488037, "pred": 0.14368771016597748, "loss_l2": 4.468070619623177e-05, "loss_mape": 0.04570232331752777}}, "215": {"train": {"loss_reduced": 0.14881789684295654, "pred": 0.14824938774108887, "loss_l2": 3.692402970045805e-05, "loss_mape": 0.04083188250660896}, "valid": {"0": {"loss_reduced": 0.14521479606628418, "pred": 0.15038390457630157, "valid_loss_l2": 2.6719682864495553e-05, "valid_loss_mape": 0.03559629246592522}}}, "216": {"train": {"loss_reduced": 0.14319133758544922, "pred": 0.1409064680337906, "loss_l2": 4.056485340697691e-05, "loss_mape": 0.04447932541370392}}, "217": {"train": {"loss_reduced": 0.14429867267608643, "pred": 0.13881036639213562, "loss_l2": 1.3850490176992025e-05, "loss_mape": 0.025791121646761894}}, "218": {"train": {"loss_reduced": 0.14707958698272705, "pred": 0.14094066619873047, "loss_l2": 8.687445370014757e-05, "loss_mape": 0.0633714497089386}}, "219": {"train": {"loss_reduced": 0.1476452350616455, "pred": 0.14621970057487488, "loss_l2": 3.62860992026981e-05, "loss_mape": 0.040799111127853394}}, "220": {"train": {"loss_reduced": 0.14768922328948975, "pred": 0.15255101025104523, "loss_l2": 2.201258666900685e-06, "loss_mape": 0.010045850649476051}, "valid": {"0": {"loss_reduced": 0.14015865325927734, "pred": 0.14997434616088867, "valid_loss_l2": 9.634783054934815e-05, "valid_loss_mape": 0.07003273069858551}}}, "221": {"train": {"loss_reduced": 0.1507636308670044, "pred": 0.15820877254009247, "loss_l2": 2.6931918455375126e-06, "loss_mape": 0.010885216295719147}}, "222": {"train": {"loss_reduced": 0.14805686473846436, "pred": 0.15243421494960785, "loss_l2": 0.00010458898032084107, "loss_mape": 0.06907396763563156}}, "223": {"train": {"loss_reduced": 0.14589393138885498, "pred": 0.14695093035697937, "loss_l2": 6.2630555476062e-05, "loss_mape": 0.054244525730609894}}, "224": {"train": {"loss_reduced": 0.1396493911743164, "pred": 0.139438658952713, "loss_l2": 4.499761053011753e-05, "loss_mape": 0.04803476855158806}}, "225": {"train": {"loss_reduced": 0.13605856895446777, "pred": 0.13401232659816742, "loss_l2": 2.1642152205458842e-05, "loss_mape": 0.03419198468327522}, "valid": {"0": {"loss_reduced": 0.14515376091003418, "pred": 0.1331844925880432, "valid_loss_l2": 0.00014326338714454323, "valid_loss_mape": 0.0824592337012291}}}, "226": {"train": {"loss_reduced": 0.1449270248413086, "pred": 0.13932812213897705, "loss_l2": 0.0001878821785794571, "loss_mape": 0.09457871317863464}}, "227": {"train": {"loss_reduced": 0.14142262935638428, "pred": 0.14662517607212067, "loss_l2": 7.438189868480549e-07, "loss_mape": 0.006098383571952581}}, "228": {"train": {"loss_reduced": 0.14773905277252197, "pred": 0.15293818712234497, "loss_l2": 4.6727598146389937e-07, "loss_mape": 0.00462691392749548}}, "229": {"train": {"loss_reduced": 0.14463984966278076, "pred": 0.15197885036468506, "loss_l2": 4.37792950833682e-05, "loss_mape": 0.04574529454112053}}, "230": {"train": {"loss_reduced": 0.14544153213500977, "pred": 0.15033085644245148, "loss_l2": 4.072540468769148e-05, "loss_mape": 0.0438777394592762}, "valid": {"0": {"loss_reduced": 0.14911258220672607, "pred": 0.15298373997211456, "valid_loss_l2": 1.4985862435423769e-05, "valid_loss_mape": 0.02596130780875683}}}, "231": {"train": {"loss_reduced": 0.1472010612487793, "pred": 0.14237965643405914, "loss_l2": 1.4177820048644207e-05, "loss_mape": 0.025579601526260376}}, "232": {"train": {"loss_reduced": 0.14221620559692383, "pred": 0.1364259272813797, "loss_l2": 2.6184957278019283e-06, "loss_mape": 0.01137828640639782}}, "233": {"train": {"loss_reduced": 0.14656174182891846, "pred": 0.13679274916648865, "loss_l2": 0.00016269931802526116, "loss_mape": 0.08703065663576126}}, "234": {"train": {"loss_reduced": 0.14488589763641357, "pred": 0.14206081628799438, "loss_l2": 5.30699071532581e-05, "loss_mape": 0.05028032138943672}}, "235": {"train": {"loss_reduced": 0.1406940221786499, "pred": 0.1470603346824646, "loss_l2": 1.5492156308027916e-05, "loss_mape": 0.0279756560921669}, "valid": {"0": {"loss_reduced": 0.1485738754272461, "pred": 0.143232062458992, "valid_loss_l2": 2.8534965167636983e-05, "valid_loss_mape": 0.03595391660928726}}}, "236": {"train": {"loss_reduced": 0.14648103713989258, "pred": 0.15352582931518555, "loss_l2": 2.493575266271364e-06, "loss_mape": 0.010780274868011475}}, "237": {"train": {"loss_reduced": 0.14358150959014893, "pred": 0.1472887098789215, "loss_l2": 8.419926598435268e-05, "loss_mape": 0.06390806287527084}}, "238": {"train": {"loss_reduced": 0.14462339878082275, "pred": 0.14238476753234863, "loss_l2": 1.178316324512707e-05, "loss_mape": 0.023735173046588898}}, "239": {"train": {"loss_reduced": 0.1434415578842163, "pred": 0.13864809274673462, "loss_l2": 3.981667759944685e-07, "loss_mape": 0.004399036057293415}}, "240": {"train": {"loss_reduced": 0.14868927001953125, "pred": 0.13842013478279114, "loss_l2": 0.0001228673936566338, "loss_mape": 0.07454846054315567}, "valid": {"0": {"loss_reduced": 0.1477200984954834, "pred": 0.13964736461639404, "valid_loss_l2": 6.5169035224244e-05, "valid_loss_mape": 0.054648853838443756}}}, "241": {"train": {"loss_reduced": 0.1428290605545044, "pred": 0.1495085060596466, "loss_l2": 2.8091030799259897e-06, "loss_mape": 0.011734572239220142}}, "242": {"train": {"loss_reduced": 0.14165544509887695, "pred": 0.14203786849975586, "loss_l2": 1.7240094166481867e-05, "loss_mape": 0.029311398044228554}}, "243": {"train": {"loss_reduced": 0.14465868473052979, "pred": 0.14225181937217712, "loss_l2": 4.549866389425006e-06, "loss_mape": 0.014745340682566166}}, "244": {"train": {"loss_reduced": 0.14592039585113525, "pred": 0.1452157199382782, "loss_l2": 8.651920325064566e-06, "loss_mape": 0.020157666876912117}}, "245": {"train": {"loss_reduced": 0.15455901622772217, "pred": 0.14862939715385437, "loss_l2": 0.0001193639836856164, "loss_mape": 0.07068745046854019}, "valid": {"0": {"loss_reduced": 0.1492518186569214, "pred": 0.15103720128536224, "valid_loss_l2": 3.1875911190581974e-06, "valid_loss_mape": 0.011962217278778553}}}, "246": {"train": {"loss_reduced": 0.1475149393081665, "pred": 0.14314836263656616, "loss_l2": 1.7046979337465018e-05, "loss_mape": 0.027989022433757782}}, "247": {"train": {"loss_reduced": 0.14839494228363037, "pred": 0.14370712637901306, "loss_l2": 4.9482867325423285e-05, "loss_mape": 0.04740327224135399}}, "248": {"train": {"loss_reduced": 0.14509856700897217, "pred": 0.1466919332742691, "loss_l2": 2.907832481469086e-07, "loss_mape": 0.0037163924425840378}}, "249": {"train": {"loss_reduced": 0.1408369541168213, "pred": 0.14426067471504211, "loss_l2": 1.6625957869109698e-05, "loss_mape": 0.02895187772810459}}, "250": {"train": {"loss_reduced": 0.1504075527191162, "pred": 0.14693540334701538, "loss_l2": 2.9551265470217913e-05, "loss_mape": 0.03614251688122749}, "valid": {"0": {"loss_reduced": 0.1387183666229248, "pred": 0.14767274260520935, "valid_loss_l2": 8.018084918148816e-05, "valid_loss_mape": 0.06455075740814209}}}, "251": {"train": {"loss_reduced": 0.145391583442688, "pred": 0.13843534886837006, "loss_l2": 1.492008436798642e-06, "loss_mape": 0.008401297964155674}}, "252": {"train": {"loss_reduced": 0.15044796466827393, "pred": 0.14448553323745728, "loss_l2": 0.00013084482634440064, "loss_mape": 0.07603122293949127}}, "253": {"train": {"loss_reduced": 0.14455318450927734, "pred": 0.14908847212791443, "loss_l2": 2.6534681296652707e-07, "loss_mape": 0.00356352049857378}}, "254": {"train": {"loss_reduced": 0.13919198513031006, "pred": 0.14808504283428192, "loss_l2": 9.530138049740344e-05, "loss_mape": 0.07013508677482605}}, "255": {"train": {"loss_reduced": 0.14582228660583496, "pred": 0.14704719185829163, "loss_l2": 7.810169336153194e-06, "loss_mape": 0.01916489005088806}, "valid": {"0": {"loss_reduced": 0.1470547914505005, "pred": 0.1467607617378235, "valid_loss_l2": 8.645346838420664e-08, "valid_loss_mape": 0.001999456901103258}}}, "256": {"train": {"loss_reduced": 0.14831781387329102, "pred": 0.1544274389743805, "loss_l2": 6.273553935898235e-06, "loss_mape": 0.016887428238987923}}, "257": {"train": {"loss_reduced": 0.14472925662994385, "pred": 0.1500156819820404, "loss_l2": 0.00010689537157304585, "loss_mape": 0.07143698632717133}}, "258": {"train": {"loss_reduced": 0.14501667022705078, "pred": 0.14478471875190735, "loss_l2": 3.019384530489333e-05, "loss_mape": 0.0378914549946785}}, "259": {"train": {"loss_reduced": 0.14592480659484863, "pred": 0.1403503119945526, "loss_l2": 3.1231124921760056e-06, "loss_mape": 0.0121105732396245}}, "260": {"train": {"loss_reduced": 0.13850581645965576, "pred": 0.13645917177200317, "loss_l2": 2.875070094887633e-06, "loss_mape": 0.012242107652127743}, "valid": {"0": {"loss_reduced": 0.1439448595046997, "pred": 0.13707956671714783, "valid_loss_l2": 4.713224552688189e-05, "valid_loss_mape": 0.04769390821456909}}}, "261": {"train": {"loss_reduced": 0.14389753341674805, "pred": 0.14611011743545532, "loss_l2": 3.533873677952215e-05, "loss_mape": 0.04131161421537399}}, "262": {"train": {"loss_reduced": 0.14509212970733643, "pred": 0.15067267417907715, "loss_l2": 1.440978735445242e-06, "loss_mape": 0.008273417130112648}}, "263": {"train": {"loss_reduced": 0.14102447032928467, "pred": 0.1491464078426361, "loss_l2": 0.00010959974315483123, "loss_mape": 0.07423526793718338}}, "264": {"train": {"loss_reduced": 0.14526939392089844, "pred": 0.14569543302059174, "loss_l2": 1.2706133020401467e-05, "loss_mape": 0.024537628516554832}}, "265": {"train": {"loss_reduced": 0.14955246448516846, "pred": 0.14504432678222656, "loss_l2": 9.737035725265741e-06, "loss_mape": 0.020865067839622498}, "valid": {"0": {"loss_reduced": 0.15284860134124756, "pred": 0.14488455653190613, "valid_loss_l2": 6.342600681819022e-05, "valid_loss_mape": 0.05210413783788681}}}, "266": {"train": {"loss_reduced": 0.1418771743774414, "pred": 0.13696569204330444, "loss_l2": 9.916218914440833e-06, "loss_mape": 0.022195274010300636}}, "267": {"train": {"loss_reduced": 0.1449573040008545, "pred": 0.1399185210466385, "loss_l2": 7.537268538726494e-05, "loss_mape": 0.05989173427224159}}, "268": {"train": {"loss_reduced": 0.14548444747924805, "pred": 0.1456516683101654, "loss_l2": 2.2910215193405747e-05, "loss_mape": 0.03290015831589699}}, "269": {"train": {"loss_reduced": 0.14811694622039795, "pred": 0.14885766804218292, "loss_l2": 2.635077908053063e-05, "loss_mape": 0.034657079726457596}}, "270": {"train": {"loss_reduced": 0.14819788932800293, "pred": 0.15600889921188354, "loss_l2": 3.0789567972533405e-05, "loss_mape": 0.03744206205010414}, "valid": {"0": {"loss_reduced": 0.14338934421539307, "pred": 0.15592944622039795, "valid_loss_l2": 0.0001572541514178738, "valid_loss_mape": 0.0874549075961113}}}, "271": {"train": {"loss_reduced": 0.14752936363220215, "pred": 0.14579570293426514, "loss_l2": 4.5547447371063754e-05, "loss_mape": 0.04574604332447052}}, "272": {"train": {"loss_reduced": 0.14943933486938477, "pred": 0.1434209942817688, "loss_l2": 3.0085206162766553e-05, "loss_mape": 0.036703843623399734}}, "273": {"train": {"loss_reduced": 0.1452629566192627, "pred": 0.14448639750480652, "loss_l2": 5.007772188037052e-07, "loss_mape": 0.004871552810072899}}, "274": {"train": {"loss_reduced": 0.14533936977386475, "pred": 0.14507365226745605, "loss_l2": 2.0792727184471005e-07, "loss_mape": 0.003137418534606695}}, "275": {"train": {"loss_reduced": 0.13582491874694824, "pred": 0.1420988142490387, "loss_l2": 8.84649925865233e-05, "loss_mape": 0.06924784928560257}, "valid": {"0": {"loss_reduced": 0.13877451419830322, "pred": 0.14091500639915466, "valid_loss_l2": 4.581706889439374e-06, "valid_loss_mape": 0.015424245968461037}}}, "276": {"train": {"loss_reduced": 0.1422274112701416, "pred": 0.14984473586082458, "loss_l2": 1.267598150889171e-07, "loss_mape": 0.002503268886357546}}, "277": {"train": {"loss_reduced": 0.14078378677368164, "pred": 0.14191938936710358, "loss_l2": 4.805083881365135e-05, "loss_mape": 0.04923770949244499}}, "278": {"train": {"loss_reduced": 0.15025174617767334, "pred": 0.14421173930168152, "loss_l2": 3.8473088352475315e-05, "loss_mape": 0.04128183424472809}}, "279": {"train": {"loss_reduced": 0.14397060871124268, "pred": 0.14449933171272278, "loss_l2": 9.263981723961479e-07, "loss_mape": 0.006685363128781319}}, "280": {"train": {"loss_reduced": 0.14455747604370117, "pred": 0.1430267095565796, "loss_l2": 5.220288585405797e-06, "loss_mape": 0.01580544374883175}, "valid": {"0": {"loss_reduced": 0.15288960933685303, "pred": 0.14479628205299377, "valid_loss_l2": 6.550194666488096e-05, "valid_loss_mape": 0.052935756742954254}}}, "281": {"train": {"loss_reduced": 0.14291167259216309, "pred": 0.13651396334171295, "loss_l2": 2.2363283278536983e-06, "loss_mape": 0.010464056394994259}}, "282": {"train": {"loss_reduced": 0.14391374588012695, "pred": 0.14077416062355042, "loss_l2": 6.181481876410544e-05, "loss_mape": 0.054631613194942474}}, "283": {"train": {"loss_reduced": 0.14784514904022217, "pred": 0.14778019487857819, "loss_l2": 3.874567482853308e-05, "loss_mape": 0.04210217669606209}}, "284": {"train": {"loss_reduced": 0.14630019664764404, "pred": 0.1512836515903473, "loss_l2": 9.311406756751239e-08, "loss_mape": 0.0020857523195445538}}, "285": {"train": {"loss_reduced": 0.14107370376586914, "pred": 0.15211468935012817, "loss_l2": 0.0001442356442566961, "loss_mape": 0.08513148874044418}, "valid": {"0": {"loss_reduced": 0.14805102348327637, "pred": 0.15060821175575256, "valid_loss_l2": 6.539211881317897e-06, "valid_loss_mape": 0.0172723438590765}}}, "286": {"train": {"loss_reduced": 0.14693975448608398, "pred": 0.14243632555007935, "loss_l2": 1.3806381502945442e-05, "loss_mape": 0.025287192314863205}}, "287": {"train": {"loss_reduced": 0.1418900489807129, "pred": 0.13634160161018372, "loss_l2": 9.395245115229045e-07, "loss_mape": 0.006831280421465635}}, "288": {"train": {"loss_reduced": 0.14466118812561035, "pred": 0.13926391303539276, "loss_l2": 5.313831570674665e-05, "loss_mape": 0.05039087310433388}}, "289": {"train": {"loss_reduced": 0.14670252799987793, "pred": 0.14417532086372375, "loss_l2": 4.364471897133626e-05, "loss_mape": 0.04503272846341133}}, "290": {"train": {"loss_reduced": 0.14798390865325928, "pred": 0.14692354202270508, "loss_l2": 4.036465907120146e-05, "loss_mape": 0.04293249547481537}, "valid": {"0": {"loss_reduced": 0.1440598964691162, "pred": 0.14648494124412537, "valid_loss_l2": 5.880842309125001e-06, "valid_loss_mape": 0.016833586618304253}}}, "291": {"train": {"loss_reduced": 0.1421654224395752, "pred": 0.13882413506507874, "loss_l2": 2.1791869585285895e-05, "loss_mape": 0.03283622860908508}}, "292": {"train": {"loss_reduced": 0.14858102798461914, "pred": 0.1417265385389328, "loss_l2": 9.513997792964801e-05, "loss_mape": 0.06564749777317047}}, "293": {"train": {"loss_reduced": 0.14281606674194336, "pred": 0.14520743489265442, "loss_l2": 1.3150389577276655e-07, "loss_mape": 0.0025391727685928345}}, "294": {"train": {"loss_reduced": 0.14472758769989014, "pred": 0.14725017547607422, "loss_l2": 2.509696059860289e-06, "loss_mape": 0.010946095921099186}}, "295": {"train": {"loss_reduced": 0.1502974033355713, "pred": 0.14879828691482544, "loss_l2": 1.5078879187058192e-05, "loss_mape": 0.025836462154984474}, "valid": {"0": {"loss_reduced": 0.1460883617401123, "pred": 0.14708325266838074, "valid_loss_l2": 9.898079724734998e-07, "valid_loss_mape": 0.006810199934989214}}}, "296": {"train": {"loss_reduced": 0.14438581466674805, "pred": 0.13912543654441833, "loss_l2": 7.2855000325944275e-06, "loss_mape": 0.01869412511587143}}, "297": {"train": {"loss_reduced": 0.14534807205200195, "pred": 0.14294445514678955, "loss_l2": 2.4070284780464135e-05, "loss_mape": 0.03375447541475296}}, "298": {"train": {"loss_reduced": 0.14639830589294434, "pred": 0.1470724642276764, "loss_l2": 1.4543048564519268e-05, "loss_mape": 0.026049038395285606}}, "299": {"train": {"loss_reduced": 0.14465749263763428, "pred": 0.14893466234207153, "loss_l2": 7.206000645965105e-06, "loss_mape": 0.018556933850049973}}, "300": {"train": {"loss_reduced": 0.14942395687103271, "pred": 0.15024115145206451, "loss_l2": 2.380528258072445e-06, "loss_mape": 0.010325626470148563}, "valid": {"0": {"loss_reduced": 0.14167511463165283, "pred": 0.15097253024578094, "valid_loss_l2": 8.644193439977244e-05, "valid_loss_mape": 0.06562490016222}}}, "301": {"train": {"loss_reduced": 0.14613735675811768, "pred": 0.1410626471042633, "loss_l2": 8.703981620783452e-06, "loss_mape": 0.020188206806778908}}, "302": {"train": {"loss_reduced": 0.14364218711853027, "pred": 0.13984620571136475, "loss_l2": 1.5359378267021384e-06, "loss_mape": 0.008627894334495068}}, "303": {"train": {"loss_reduced": 0.1502397060394287, "pred": 0.14598147571086884, "loss_l2": 6.693811883451417e-05, "loss_mape": 0.054456789046525955}}, "304": {"train": {"loss_reduced": 0.14047038555145264, "pred": 0.1455448865890503, "loss_l2": 1.8974189515574835e-05, "loss_mape": 0.031009647995233536}}, "305": {"train": {"loss_reduced": 0.1507030725479126, "pred": 0.14735627174377441, "loss_l2": 4.068680573254824e-05, "loss_mape": 0.04232575371861458}, "valid": {"0": {"loss_reduced": 0.14125561714172363, "pred": 0.14652101695537567, "valid_loss_l2": 2.772443440335337e-05, "valid_loss_mape": 0.037275683134794235}}}, "306": {"train": {"loss_reduced": 0.14973855018615723, "pred": 0.15599016845226288, "loss_l2": 4.291111508791801e-06, "loss_mape": 0.013834111392498016}}, "307": {"train": {"loss_reduced": 0.13854539394378662, "pred": 0.15042439103126526, "loss_l2": 0.0003056467976421118, "loss_mape": 0.12618793547153473}}, "308": {"train": {"loss_reduced": 0.14312028884887695, "pred": 0.14329835772514343, "loss_l2": 3.1867617508396506e-05, "loss_mape": 0.03944333270192146}}, "309": {"train": {"loss_reduced": 0.14683747291564941, "pred": 0.1423991322517395, "loss_l2": 3.887080879394489e-09, "loss_mape": 0.00042459499672986567}}, "310": {"train": {"loss_reduced": 0.13947343826293945, "pred": 0.1361827403306961, "loss_l2": 1.3257600528504554e-07, "loss_mape": 0.0026106038130819798}, "valid": {"0": {"loss_reduced": 0.15493261814117432, "pred": 0.13682517409324646, "valid_loss_l2": 0.0003278795338701457, "valid_loss_mape": 0.11687302589416504}}}, "311": {"train": {"loss_reduced": 0.14428269863128662, "pred": 0.144444078207016, "loss_l2": 5.831275484524667e-05, "loss_mape": 0.05292581021785736}}, "312": {"train": {"loss_reduced": 0.14459681510925293, "pred": 0.14974582195281982, "loss_l2": 9.142758017333108e-07, "loss_mape": 0.006612716242671013}}, "313": {"train": {"loss_reduced": 0.14859187602996826, "pred": 0.15388047695159912, "loss_l2": 8.428098226431757e-06, "loss_mape": 0.019537532702088356}}, "314": {"train": {"loss_reduced": 0.14371943473815918, "pred": 0.15099170804023743, "loss_l2": 9.866497566690668e-05, "loss_mape": 0.06911399960517883}}, "315": {"train": {"loss_reduced": 0.1487288475036621, "pred": 0.14901791512966156, "loss_l2": 1.3249896255729254e-05, "loss_mape": 0.02447434328496456}, "valid": {"0": {"loss_reduced": 0.14141559600830078, "pred": 0.14592121541500092, "valid_loss_l2": 2.030060568358749e-05, "valid_loss_mape": 0.0318608395755291}}}, "316": {"train": {"loss_reduced": 0.14314627647399902, "pred": 0.13961949944496155, "loss_l2": 1.907011574076023e-05, "loss_mape": 0.03050679713487625}}, "317": {"train": {"loss_reduced": 0.14898228645324707, "pred": 0.14230041205883026, "loss_l2": 9.456817497266456e-05, "loss_mape": 0.06527364253997803}}, "318": {"train": {"loss_reduced": 0.14542698860168457, "pred": 0.146843820810318, "loss_l2": 3.028148512385087e-06, "loss_mape": 0.011965850368142128}}, "319": {"train": {"loss_reduced": 0.1457972526550293, "pred": 0.14753498136997223, "loss_l2": 2.2487351998279337e-06, "loss_mape": 0.01028536818921566}}, "320": {"train": {"loss_reduced": 0.14010202884674072, "pred": 0.14826427400112152, "loss_l2": 8.272278500953689e-05, "loss_mape": 0.06491845101118088}, "valid": {"0": {"loss_reduced": 0.14395678043365479, "pred": 0.14789524674415588, "valid_loss_l2": 1.5511517631239258e-05, "valid_loss_mape": 0.02735867165029049}}}, "321": {"train": {"loss_reduced": 0.14587140083312988, "pred": 0.1407550573348999, "loss_l2": 7.705083589826245e-06, "loss_mape": 0.01902911253273487}}, "322": {"train": {"loss_reduced": 0.14612197875976562, "pred": 0.14310559630393982, "loss_l2": 3.492151518003084e-05, "loss_mape": 0.0404418483376503}}, "323": {"train": {"loss_reduced": 0.14713799953460693, "pred": 0.14755143225193024, "loss_l2": 1.7637217752053402e-05, "loss_mape": 0.028542380779981613}}, "324": {"train": {"loss_reduced": 0.14280593395233154, "pred": 0.1483020931482315, "loss_l2": 2.3863400201662444e-05, "loss_mape": 0.03420738875865936}}, "325": {"train": {"loss_reduced": 0.14372313022613525, "pred": 0.14662013947963715, "loss_l2": 1.913159212563187e-05, "loss_mape": 0.030433289706707}, "valid": {"0": {"loss_reduced": 0.1439293622970581, "pred": 0.1458955705165863, "valid_loss_l2": 3.865974576910958e-06, "valid_loss_mape": 0.013660924509167671}}}, "326": {"train": {"loss_reduced": 0.14766061305999756, "pred": 0.1537584662437439, "loss_l2": 4.027959676022874e-06, "loss_mape": 0.013591828756034374}}, "327": {"train": {"loss_reduced": 0.1451479196548462, "pred": 0.15064068138599396, "loss_l2": 0.00011273182462900877, "loss_mape": 0.0731496810913086}}, "328": {"train": {"loss_reduced": 0.14808940887451172, "pred": 0.14546945691108704, "loss_l2": 3.968369128415361e-06, "loss_mape": 0.013451850973069668}}, "329": {"train": {"loss_reduced": 0.1422652006149292, "pred": 0.14041845500469208, "loss_l2": 7.4191575549775735e-06, "loss_mape": 0.01914602518081665}}, "330": {"train": {"loss_reduced": 0.14565086364746094, "pred": 0.14030444622039795, "loss_l2": 6.341816060739802e-06, "loss_mape": 0.01728995144367218}, "valid": {"0": {"loss_reduced": 0.139862060546875, "pred": 0.13790524005889893, "valid_loss_l2": 3.8291464079520665e-06, "valid_loss_mape": 0.01399107463657856}}}, "331": {"train": {"loss_reduced": 0.14821350574493408, "pred": 0.14590823650360107, "loss_l2": 0.0001007187383947894, "loss_mape": 0.06771226972341537}}, "332": {"train": {"loss_reduced": 0.14289319515228271, "pred": 0.1489044725894928, "loss_l2": 5.314128884492675e-06, "loss_mape": 0.016132604330778122}}, "333": {"train": {"loss_reduced": 0.14413774013519287, "pred": 0.15019425749778748, "loss_l2": 4.3509953684406355e-05, "loss_mape": 0.045763224363327026}}, "334": {"train": {"loss_reduced": 0.1456371545791626, "pred": 0.14737674593925476, "loss_l2": 1.1807831469923258e-05, "loss_mape": 0.02359461411833763}}, "335": {"train": {"loss_reduced": 0.14895594120025635, "pred": 0.14582371711730957, "loss_l2": 7.725033356109634e-06, "loss_mape": 0.01865917071700096}, "valid": {"0": {"loss_reduced": 0.14186394214630127, "pred": 0.1450703740119934, "valid_loss_l2": 1.0281205504725222e-05, "valid_loss_mape": 0.02260216325521469}}}, "336": {"train": {"loss_reduced": 0.14614450931549072, "pred": 0.15343435108661652, "loss_l2": 1.413634542757336e-08, "loss_mape": 0.0008135534008033574}}, "337": {"train": {"loss_reduced": 0.14685893058776855, "pred": 0.14825840294361115, "loss_l2": 5.399881410994567e-05, "loss_mape": 0.05003705620765686}}, "338": {"train": {"loss_reduced": 0.14261257648468018, "pred": 0.14125260710716248, "loss_l2": 2.5514576918794774e-05, "loss_mape": 0.035419005900621414}}, "339": {"train": {"loss_reduced": 0.14718127250671387, "pred": 0.14043346047401428, "loss_l2": 1.3081528777547646e-05, "loss_mape": 0.024574048817157745}}, "340": {"train": {"loss_reduced": 0.1446298360824585, "pred": 0.14009377360343933, "loss_l2": 1.1655430171231274e-05, "loss_mape": 0.023605123162269592}, "valid": {"0": {"loss_reduced": 0.14143621921539307, "pred": 0.13486826419830322, "valid_loss_l2": 4.313803219702095e-05, "valid_loss_mape": 0.0464375764131546}}}, "341": {"train": {"loss_reduced": 0.14409184455871582, "pred": 0.1453055739402771, "loss_l2": 4.1110488382400945e-05, "loss_mape": 0.04449763521552086}}, "342": {"train": {"loss_reduced": 0.1469719409942627, "pred": 0.15095092356204987, "loss_l2": 1.2337668522377498e-05, "loss_mape": 0.023899130523204803}}, "343": {"train": {"loss_reduced": 0.1463611125946045, "pred": 0.15361633896827698, "loss_l2": 4.791541141457856e-05, "loss_mape": 0.04729463905096054}}, "344": {"train": {"loss_reduced": 0.1415538787841797, "pred": 0.15058909356594086, "loss_l2": 0.00015765205898787826, "loss_mape": 0.08870090544223785}}, "345": {"train": {"loss_reduced": 0.13571643829345703, "pred": 0.14333102107048035, "loss_l2": 0.000155160843860358, "loss_mape": 0.09178223460912704}, "valid": {"0": {"loss_reduced": 0.15645968914031982, "pred": 0.1450251340866089, "valid_loss_l2": 0.00013074904563836753, "valid_loss_mape": 0.0730830729007721}}}, "346": {"train": {"loss_reduced": 0.14223527908325195, "pred": 0.1362908035516739, "loss_l2": 2.4654186745465267e-06, "loss_mape": 0.011039210483431816}}, "347": {"train": {"loss_reduced": 0.14154052734375, "pred": 0.14086630940437317, "loss_l2": 1.586967846378684e-05, "loss_mape": 0.02814512886106968}}, "348": {"train": {"loss_reduced": 0.1490030288696289, "pred": 0.14531686902046204, "loss_l2": 8.430814341409132e-05, "loss_mape": 0.06162254884839058}}, "349": {"train": {"loss_reduced": 0.14728057384490967, "pred": 0.1515061855316162, "loss_l2": 5.393488322624762e-07, "loss_mape": 0.004986426327377558}}, "350": {"train": {"loss_reduced": 0.1453852653503418, "pred": 0.15186619758605957, "loss_l2": 2.3029051590128802e-05, "loss_mape": 0.03300787881016731}, "valid": {"0": {"loss_reduced": 0.14643347263336182, "pred": 0.15478160977363586, "valid_loss_l2": 6.969139212742448e-05, "valid_loss_mape": 0.05700976029038429}}}, "351": {"train": {"loss_reduced": 0.14171350002288818, "pred": 0.14397543668746948, "loss_l2": 0.00010313688107999042, "loss_mape": 0.07166313380002975}}, "352": {"train": {"loss_reduced": 0.1501704454421997, "pred": 0.14356516301631927, "loss_l2": 1.4897505025146529e-05, "loss_mape": 0.02570231817662716}}, "353": {"train": {"loss_reduced": 0.144872784614563, "pred": 0.1420251578092575, "loss_l2": 1.6434642020612955e-06, "loss_mape": 0.00884898193180561}}, "354": {"train": {"loss_reduced": 0.1439223289489746, "pred": 0.14007335901260376, "loss_l2": 1.707467708911281e-05, "loss_mape": 0.0287109836935997}}, "355": {"train": {"loss_reduced": 0.15209901332855225, "pred": 0.14168956875801086, "loss_l2": 0.00018464944150764495, "loss_mape": 0.08934033662080765}, "valid": {"0": {"loss_reduced": 0.13973939418792725, "pred": 0.14306971430778503, "valid_loss_l2": 1.1091032320109662e-05, "valid_loss_mape": 0.02383236400783062}}}, "356": {"train": {"loss_reduced": 0.14513146877288818, "pred": 0.15173102915287018, "loss_l2": 1.3134949767845683e-06, "loss_mape": 0.007896826602518559}}, "357": {"train": {"loss_reduced": 0.14512932300567627, "pred": 0.14755652844905853, "loss_l2": 5.6359469454037026e-05, "loss_mape": 0.05172830820083618}}, "358": {"train": {"loss_reduced": 0.14678072929382324, "pred": 0.14287376403808594, "loss_l2": 2.950252167011058e-07, "loss_mape": 0.0037005010526627302}}, "359": {"train": {"loss_reduced": 0.14219224452972412, "pred": 0.1396607607603073, "loss_l2": 1.718272528705711e-07, "loss_mape": 0.002915211720392108}}, "360": {"train": {"loss_reduced": 0.14392375946044922, "pred": 0.13943710923194885, "loss_l2": 1.8850934793590568e-05, "loss_mape": 0.030167127028107643}, "valid": {"0": {"loss_reduced": 0.1493053436279297, "pred": 0.139866441488266, "valid_loss_l2": 8.909287134883925e-05, "valid_loss_mape": 0.06321877986192703}}}, "361": {"train": {"loss_reduced": 0.14246773719787598, "pred": 0.1468716859817505, "loss_l2": 1.0079144885821734e-05, "loss_mape": 0.022284111008048058}}, "362": {"train": {"loss_reduced": 0.14298725128173828, "pred": 0.14576642215251923, "loss_l2": 2.6661329684429802e-05, "loss_mape": 0.036111339926719666}}, "363": {"train": {"loss_reduced": 0.14563727378845215, "pred": 0.14376384019851685, "loss_l2": 6.611263643208076e-07, "loss_mape": 0.005583026446402073}}, "364": {"train": {"loss_reduced": 0.14924442768096924, "pred": 0.14664846658706665, "loss_l2": 2.0760260667884722e-05, "loss_mape": 0.03052940033376217}}, "365": {"train": {"loss_reduced": 0.14494669437408447, "pred": 0.14626756310462952, "loss_l2": 4.859153932557092e-07, "loss_mape": 0.004809190984815359}, "valid": {"0": {"loss_reduced": 0.14622151851654053, "pred": 0.1490357518196106, "valid_loss_l2": 7.919908966869116e-06, "valid_loss_mape": 0.01924636960029602}}}, "366": {"train": {"loss_reduced": 0.14411628246307373, "pred": 0.140457421541214, "loss_l2": 1.5861605788813904e-05, "loss_mape": 0.02763506770133972}}, "367": {"train": {"loss_reduced": 0.1439816951751709, "pred": 0.1403294801712036, "loss_l2": 1.293566674576141e-05, "loss_mape": 0.024979693815112114}}, "368": {"train": {"loss_reduced": 0.1461883783340454, "pred": 0.14278985559940338, "loss_l2": 4.997864743927494e-05, "loss_mape": 0.048359233886003494}}, "369": {"train": {"loss_reduced": 0.1464252471923828, "pred": 0.14862823486328125, "loss_l2": 2.703668315007235e-06, "loss_mape": 0.011229508556425571}}, "370": {"train": {"loss_reduced": 0.1436004638671875, "pred": 0.14837805926799774, "loss_l2": 1.1170774087077007e-05, "loss_mape": 0.023274792358279228}, "valid": {"0": {"loss_reduced": 0.14654028415679932, "pred": 0.15076535940170288, "valid_loss_l2": 1.7851260054158047e-05, "valid_loss_mape": 0.028832176700234413}}}, "371": {"train": {"loss_reduced": 0.13982820510864258, "pred": 0.1424286663532257, "loss_l2": 0.00010606351133901626, "loss_mape": 0.07365262508392334}}, "372": {"train": {"loss_reduced": 0.14436304569244385, "pred": 0.1379413604736328, "loss_l2": 1.2863416486652568e-05, "loss_mape": 0.024844033643603325}}, "373": {"train": {"loss_reduced": 0.15393579006195068, "pred": 0.1410549283027649, "loss_l2": 0.0002339324273634702, "loss_mape": 0.09935863316059113}}, "374": {"train": {"loss_reduced": 0.14338648319244385, "pred": 0.14420858025550842, "loss_l2": 2.1649309474014444e-06, "loss_mape": 0.01026157010346651}}, "375": {"train": {"loss_reduced": 0.14390313625335693, "pred": 0.14523637294769287, "loss_l2": 6.466669901783462e-07, "loss_mape": 0.005588176194578409}, "valid": {"0": {"loss_reduced": 0.14465200901031494, "pred": 0.1452144980430603, "valid_loss_l2": 3.163939084060985e-07, "valid_loss_mape": 0.003888566978275776}}}, "376": {"train": {"loss_reduced": 0.1498171091079712, "pred": 0.15433216094970703, "loss_l2": 1.1054934475396294e-05, "loss_mape": 0.02219303324818611}}, "377": {"train": {"loss_reduced": 0.14385986328125, "pred": 0.14987626671791077, "loss_l2": 0.00010108874994330108, "loss_mape": 0.06988947838544846}}, "378": {"train": {"loss_reduced": 0.14391720294952393, "pred": 0.14367428421974182, "loss_l2": 1.8640868802322075e-05, "loss_mape": 0.02999993786215782}}, "379": {"train": {"loss_reduced": 0.14310109615325928, "pred": 0.14045576751232147, "loss_l2": 2.261042027384974e-06, "loss_mape": 0.010507789440453053}}, "380": {"train": {"loss_reduced": 0.14547395706176758, "pred": 0.13821366429328918, "loss_l2": 3.632937659858726e-05, "loss_mape": 0.04143274575471878}, "valid": {"0": {"loss_reduced": 0.1450589895248413, "pred": 0.14014571905136108, "valid_loss_l2": 2.4140226742019877e-05, "valid_loss_mape": 0.033870846033096313}}}, "381": {"train": {"loss_reduced": 0.14580535888671875, "pred": 0.14701268076896667, "loss_l2": 3.936737266485579e-05, "loss_mape": 0.043032318353652954}}, "382": {"train": {"loss_reduced": 0.1476283073425293, "pred": 0.1526789367198944, "loss_l2": 1.0539393997532898e-06, "loss_mape": 0.006954055745154619}}, "383": {"train": {"loss_reduced": 0.14366626739501953, "pred": 0.15083009004592896, "loss_l2": 7.599518721690401e-05, "loss_mape": 0.06067897751927376}}, "384": {"train": {"loss_reduced": 0.14201569557189941, "pred": 0.14789257943630219, "loss_l2": 9.640868665883318e-05, "loss_mape": 0.0691387802362442}}, "385": {"train": {"loss_reduced": 0.1491793394088745, "pred": 0.14458578824996948, "loss_l2": 3.932946128770709e-06, "loss_mape": 0.013293836265802383}, "valid": {"0": {"loss_reduced": 0.14530038833618164, "pred": 0.14472869038581848, "valid_loss_l2": 3.268385455612588e-07, "valid_loss_mape": 0.00393459340557456}}}, "386": {"train": {"loss_reduced": 0.146764874458313, "pred": 0.15242703258991241, "loss_l2": 3.9516448850918096e-06, "loss_mape": 0.013544620014727116}}, "387": {"train": {"loss_reduced": 0.14552199840545654, "pred": 0.14771342277526855, "loss_l2": 3.846089020953514e-05, "loss_mape": 0.042616818100214005}}, "388": {"train": {"loss_reduced": 0.14074790477752686, "pred": 0.1426723152399063, "loss_l2": 5.6022137869149446e-05, "loss_mape": 0.05317872017621994}}, "389": {"train": {"loss_reduced": 0.14483189582824707, "pred": 0.1395227611064911, "loss_l2": 2.764278633549111e-06, "loss_mape": 0.011479598470032215}}, "390": {"train": {"loss_reduced": 0.14431464672088623, "pred": 0.13820329308509827, "loss_l2": 2.6864378014579415e-05, "loss_mape": 0.03591517359018326}, "valid": {"0": {"loss_reduced": 0.15179014205932617, "pred": 0.13941068947315216, "valid_loss_l2": 0.00015325084677897394, "valid_loss_mape": 0.08155636489391327}}}, "391": {"train": {"loss_reduced": 0.14958548545837402, "pred": 0.14605356752872467, "loss_l2": 0.00011975893721682951, "loss_mape": 0.07315845042467117}}, "392": {"train": {"loss_reduced": 0.14567923545837402, "pred": 0.1505889892578125, "loss_l2": 1.2973745810995752e-07, "loss_mape": 0.00247249286621809}}, "393": {"train": {"loss_reduced": 0.1428217887878418, "pred": 0.15117937326431274, "loss_l2": 7.06267383066006e-05, "loss_mape": 0.05884236469864845}}, "394": {"train": {"loss_reduced": 0.14618980884552002, "pred": 0.14901715517044067, "loss_l2": 1.7349282643408515e-05, "loss_mape": 0.028492048382759094}}, "395": {"train": {"loss_reduced": 0.13749241828918457, "pred": 0.14426486194133759, "loss_l2": 0.00010189940076088533, "loss_mape": 0.0734187662601471}, "valid": {"0": {"loss_reduced": 0.14417529106140137, "pred": 0.14766860008239746, "valid_loss_l2": 1.2203207916172687e-05, "valid_loss_mape": 0.024229595437645912}}}, "396": {"train": {"loss_reduced": 0.153633713722229, "pred": 0.15489256381988525, "loss_l2": 4.2205338104395196e-05, "loss_mape": 0.04228605329990387}}, "397": {"train": {"loss_reduced": 0.14114844799041748, "pred": 0.1499515175819397, "loss_l2": 0.00013011122064199299, "loss_mape": 0.08081300556659698}}, "398": {"train": {"loss_reduced": 0.1435832977294922, "pred": 0.146873340010643, "loss_l2": 5.429398879641667e-05, "loss_mape": 0.05131826177239418}}, "399": {"train": {"loss_reduced": 0.1416614055633545, "pred": 0.14367572963237762, "loss_l2": 4.531323065748438e-05, "loss_mape": 0.047518305480480194}}, "400": {"train": {"loss_reduced": 0.14927279949188232, "pred": 0.14088214933872223, "loss_l2": 3.816868411377072e-05, "loss_mape": 0.041387856006622314}, "valid": {"0": {"loss_reduced": 0.14335954189300537, "pred": 0.13984382152557373, "valid_loss_l2": 1.2360289474599995e-05, "valid_loss_mape": 0.024523798376321793}}}, "401": {"train": {"loss_reduced": 0.14712345600128174, "pred": 0.14739707112312317, "loss_l2": 5.095124288345687e-05, "loss_mape": 0.048517171293497086}}, "402": {"train": {"loss_reduced": 0.14739716053009033, "pred": 0.1525106281042099, "loss_l2": 2.363566835583697e-07, "loss_mape": 0.003298335475847125}}, "403": {"train": {"loss_reduced": 0.1408839225769043, "pred": 0.14898259937763214, "loss_l2": 0.00010502161603653803, "loss_mape": 0.07274077087640762}}, "404": {"train": {"loss_reduced": 0.14668750762939453, "pred": 0.14728213846683502, "loss_l2": 1.1679658200591803e-05, "loss_mape": 0.023298177868127823}}, "405": {"train": {"loss_reduced": 0.15170824527740479, "pred": 0.14824649691581726, "loss_l2": 2.9946875201858347e-06, "loss_mape": 0.011406872421503067}, "valid": {"0": {"loss_reduced": 0.137162446975708, "pred": 0.1475900113582611, "valid_loss_l2": 0.00010873410064959899, "valid_loss_mape": 0.07602346688508987}}}, "406": {"train": {"loss_reduced": 0.14065337181091309, "pred": 0.13886286318302155, "loss_l2": 3.079981979681179e-05, "loss_mape": 0.039456989616155624}}, "407": {"train": {"loss_reduced": 0.1494913101196289, "pred": 0.14183953404426575, "loss_l2": 9.851584036368877e-05, "loss_mape": 0.06639526039361954}}, "408": {"train": {"loss_reduced": 0.14164841175079346, "pred": 0.14231473207473755, "loss_l2": 2.929853508248925e-06, "loss_mape": 0.01208401471376419}}, "409": {"train": {"loss_reduced": 0.14629054069519043, "pred": 0.1457863301038742, "loss_l2": 1.3951604159956332e-05, "loss_mape": 0.025532646104693413}}, "410": {"train": {"loss_reduced": 0.1447526216506958, "pred": 0.1483909785747528, "loss_l2": 2.131037035724148e-06, "loss_mape": 0.010084840469062328}, "valid": {"0": {"loss_reduced": 0.15099120140075684, "pred": 0.14796561002731323, "valid_loss_l2": 9.154203326033894e-06, "valid_loss_mape": 0.020038196817040443}}}, "411": {"train": {"loss_reduced": 0.1466273069381714, "pred": 0.14029788970947266, "loss_l2": 8.986700095192646e-07, "loss_mape": 0.006465249229222536}}, "412": {"train": {"loss_reduced": 0.14609253406524658, "pred": 0.14612527191638947, "loss_l2": 1.755383527779486e-05, "loss_mape": 0.02867860160768032}}, "413": {"train": {"loss_reduced": 0.1475391387939453, "pred": 0.15040317177772522, "loss_l2": 5.562926162383519e-06, "loss_mape": 0.015986168757081032}}, "414": {"train": {"loss_reduced": 0.14159691333770752, "pred": 0.1485343873500824, "loss_l2": 7.791804819134995e-05, "loss_mape": 0.06233977898955345}}, "415": {"train": {"loss_reduced": 0.1414419412612915, "pred": 0.14560791850090027, "loss_l2": 6.32490700809285e-05, "loss_mape": 0.056227512657642365}, "valid": {"0": {"loss_reduced": 0.14594006538391113, "pred": 0.14503875374794006, "valid_loss_l2": 8.123626571432396e-07, "valid_loss_mape": 0.006175902672111988}}}, "416": {"train": {"loss_reduced": 0.14622974395751953, "pred": 0.15223495662212372, "loss_l2": 2.292249291713233e-06, "loss_mape": 0.010353690944612026}}, "417": {"train": {"loss_reduced": 0.14993000030517578, "pred": 0.1501181423664093, "loss_l2": 5.1822262321366e-06, "loss_mape": 0.015183421783149242}}, "418": {"train": {"loss_reduced": 0.14925575256347656, "pred": 0.1471419334411621, "loss_l2": 1.1197682852071011e-06, "loss_mape": 0.007089783903211355}}, "419": {"train": {"loss_reduced": 0.13298583030700684, "pred": 0.14285290241241455, "loss_l2": 0.0002124698512488976, "loss_mape": 0.10960826277732849}}, "420": {"train": {"loss_reduced": 0.14688479900360107, "pred": 0.14067751169204712, "loss_l2": 1.114180759032024e-05, "loss_mape": 0.022724846377968788}, "valid": {"0": {"loss_reduced": 0.14861786365509033, "pred": 0.13982464373111725, "valid_loss_l2": 7.732071389909834e-05, "valid_loss_mape": 0.059166643768548965}}}, "421": {"train": {"loss_reduced": 0.14204037189483643, "pred": 0.14581696689128876, "loss_l2": 1.2145288565079682e-05, "loss_mape": 0.024535341188311577}}, "422": {"train": {"loss_reduced": 0.14686870574951172, "pred": 0.15134790539741516, "loss_l2": 3.200589162588585e-07, "loss_mape": 0.0038519948720932007}}, "423": {"train": {"loss_reduced": 0.1480196714401245, "pred": 0.15003198385238647, "loss_l2": 1.1150762475153897e-05, "loss_mape": 0.022559674456715584}}, "424": {"train": {"loss_reduced": 0.14522051811218262, "pred": 0.14635808765888214, "loss_l2": 2.4968372599687427e-05, "loss_mape": 0.03440861031413078}}, "425": {"train": {"loss_reduced": 0.14812612533569336, "pred": 0.14432841539382935, "loss_l2": 3.3958999665628653e-06, "loss_mape": 0.012440728023648262}, "valid": {"0": {"loss_reduced": 0.1399381160736084, "pred": 0.14261333644390106, "valid_loss_l2": 7.156803803809453e-06, "valid_loss_mape": 0.019117167219519615}}}, "426": {"train": {"loss_reduced": 0.14471185207366943, "pred": 0.15048570930957794, "loss_l2": 2.5946305868274067e-06, "loss_mape": 0.011130986735224724}}, "427": {"train": {"loss_reduced": 0.14602625370025635, "pred": 0.14731818437576294, "loss_l2": 2.7708745619747788e-05, "loss_mape": 0.036047693341970444}}, "428": {"train": {"loss_reduced": 0.14410829544067383, "pred": 0.1420537829399109, "loss_l2": 6.453832156694261e-06, "loss_mape": 0.017628682777285576}}, "429": {"train": {"loss_reduced": 0.14834272861480713, "pred": 0.1433931589126587, "loss_l2": 1.8817823729477823e-05, "loss_mape": 0.02924276515841484}}, "430": {"train": {"loss_reduced": 0.13794982433319092, "pred": 0.13864313066005707, "loss_l2": 6.048828709026566e-06, "loss_mape": 0.01782848685979843}, "valid": {"0": {"loss_reduced": 0.14603126049041748, "pred": 0.14096705615520477, "valid_loss_l2": 2.5646166250226088e-05, "valid_loss_mape": 0.034678906202316284}}}, "431": {"train": {"loss_reduced": 0.14903795719146729, "pred": 0.14876487851142883, "loss_l2": 5.775244426331483e-05, "loss_mape": 0.05099038407206535}}, "432": {"train": {"loss_reduced": 0.14111757278442383, "pred": 0.14751608669757843, "loss_l2": 4.0454076952300966e-05, "loss_mape": 0.04507129639387131}}, "433": {"train": {"loss_reduced": 0.14386892318725586, "pred": 0.14662563800811768, "loss_l2": 2.3187787519418634e-05, "loss_mape": 0.03347053378820419}}, "434": {"train": {"loss_reduced": 0.1435551643371582, "pred": 0.14188671112060547, "loss_l2": 1.3422734923551616e-08, "loss_mape": 0.000807052303571254}}, "435": {"train": {"loss_reduced": 0.145416259765625, "pred": 0.14298740029335022, "loss_l2": 3.3215114854101557e-06, "loss_mape": 0.012532996013760567}, "valid": {"0": {"loss_reduced": 0.1514875888824463, "pred": 0.14384140074253082, "valid_loss_l2": 5.846419298904948e-05, "valid_loss_mape": 0.050474025309085846}}}, "436": {"train": {"loss_reduced": 0.14798152446746826, "pred": 0.1511853039264679, "loss_l2": 1.7417001799913123e-05, "loss_mape": 0.028201954439282417}}, "437": {"train": {"loss_reduced": 0.1500229835510254, "pred": 0.1543940156698227, "loss_l2": 1.2191060250188457e-06, "loss_mape": 0.007359747774899006}}, "438": {"train": {"loss_reduced": 0.1457294225692749, "pred": 0.15044522285461426, "loss_l2": 6.206437683431432e-05, "loss_mape": 0.05405974015593529}}, "439": {"train": {"loss_reduced": 0.14033079147338867, "pred": 0.14583034813404083, "loss_l2": 0.00010746770567493513, "loss_mape": 0.07387305051088333}}, "440": {"train": {"loss_reduced": 0.14278948307037354, "pred": 0.1403609663248062, "loss_l2": 4.410086603456875e-06, "loss_mape": 0.0147071098908782}, "valid": {"0": {"loss_reduced": 0.14032888412475586, "pred": 0.14203155040740967, "valid_loss_l2": 2.8990725695621222e-06, "valid_loss_mape": 0.012133399024605751}}}, "441": {"train": {"loss_reduced": 0.14786148071289062, "pred": 0.1485520303249359, "loss_l2": 4.352056930656545e-05, "loss_mape": 0.04461616650223732}}, "442": {"train": {"loss_reduced": 0.13799834251403809, "pred": 0.14657557010650635, "loss_l2": 0.00011889102461282164, "loss_mape": 0.0790133848786354}}, "443": {"train": {"loss_reduced": 0.14349818229675293, "pred": 0.14429320394992828, "loss_l2": 1.4375895261764526e-05, "loss_mape": 0.026422325521707535}}, "444": {"train": {"loss_reduced": 0.14626359939575195, "pred": 0.14186960458755493, "loss_l2": 8.979752237792127e-06, "loss_mape": 0.0204878281801939}}, "445": {"train": {"loss_reduced": 0.15565431118011475, "pred": 0.1431027352809906, "loss_l2": 0.00021258802735246718, "loss_mape": 0.09367166459560394}, "valid": {"0": {"loss_reduced": 0.1472257375717163, "pred": 0.14440837502479553, "valid_loss_l2": 7.937531336210668e-06, "valid_loss_mape": 0.019136345013976097}}}, "446": {"train": {"loss_reduced": 0.14408814907073975, "pred": 0.13771627843379974, "loss_l2": 1.261020088350051e-08, "loss_mape": 0.0007793503464199603}}, "447": {"train": {"loss_reduced": 0.1465766429901123, "pred": 0.14320191740989685, "loss_l2": 7.378550071734935e-05, "loss_mape": 0.05860312283039093}}, "448": {"train": {"loss_reduced": 0.14172542095184326, "pred": 0.14613454043865204, "loss_l2": 8.098396619971027e-07, "loss_mape": 0.006349679082632065}}, "449": {"train": {"loss_reduced": 0.14483892917633057, "pred": 0.1483156681060791, "loss_l2": 1.5531234112131642e-06, "loss_mape": 0.008604342117905617}}, "450": {"train": {"loss_reduced": 0.14778387546539307, "pred": 0.14944930374622345, "loss_l2": 2.796425633277977e-07, "loss_mape": 0.003578282194212079}, "valid": {"0": {"loss_reduced": 0.1502922773361206, "pred": 0.15209978818893433, "valid_loss_l2": 3.2670955079083797e-06, "valid_loss_mape": 0.012026638723909855}}}, "451": {"train": {"loss_reduced": 0.14531588554382324, "pred": 0.14418429136276245, "loss_l2": 3.929056038032286e-05, "loss_mape": 0.04313512146472931}}, "452": {"train": {"loss_reduced": 0.14692449569702148, "pred": 0.14168858528137207, "loss_l2": 1.6829024389153346e-05, "loss_mape": 0.027921276167035103}}, "453": {"train": {"loss_reduced": 0.14388704299926758, "pred": 0.1424507200717926, "loss_l2": 1.5809166598046431e-06, "loss_mape": 0.008738418109714985}}, "454": {"train": {"loss_reduced": 0.14588820934295654, "pred": 0.1434539556503296, "loss_l2": 1.818586497392971e-05, "loss_mape": 0.029231209307909012}}, "455": {"train": {"loss_reduced": 0.15281236171722412, "pred": 0.1476672738790512, "loss_l2": 8.241894101956859e-05, "loss_mape": 0.059409379959106445}, "valid": {"0": {"loss_reduced": 0.1364269256591797, "pred": 0.1482333242893219, "valid_loss_l2": 0.00013939104974269867, "valid_loss_mape": 0.086540088057518}}}, "456": {"train": {"loss_reduced": 0.1440027952194214, "pred": 0.13976328074932098, "loss_l2": 8.508754035574384e-06, "loss_mape": 0.020256390795111656}}, "457": {"train": {"loss_reduced": 0.1439967155456543, "pred": 0.14116013050079346, "loss_l2": 4.4392368181433994e-06, "loss_mape": 0.014631928876042366}}, "458": {"train": {"loss_reduced": 0.144128680229187, "pred": 0.1427295207977295, "loss_l2": 1.9933819203288294e-05, "loss_mape": 0.030977392569184303}}, "459": {"train": {"loss_reduced": 0.14481759071350098, "pred": 0.1464197337627411, "loss_l2": 5.230780061538098e-06, "loss_mape": 0.015792900696396828}}, "460": {"train": {"loss_reduced": 0.15206849575042725, "pred": 0.15186545252799988, "loss_l2": 2.9335056751733646e-05, "loss_mape": 0.03561674430966377}, "valid": {"0": {"loss_reduced": 0.14741027355194092, "pred": 0.15180258452892303, "valid_loss_l2": 1.9292396245873533e-05, "valid_loss_mape": 0.029796505346894264}}}, "461": {"train": {"loss_reduced": 0.14776194095611572, "pred": 0.14582039415836334, "loss_l2": 3.012772140209563e-05, "loss_mape": 0.03714672848582268}}, "462": {"train": {"loss_reduced": 0.14489257335662842, "pred": 0.1402333825826645, "loss_l2": 1.5024378399175475e-06, "loss_mape": 0.008459645323455334}}, "463": {"train": {"loss_reduced": 0.15080440044403076, "pred": 0.14418938755989075, "loss_l2": 7.878012547735125e-05, "loss_mape": 0.05885648727416992}}, "464": {"train": {"loss_reduced": 0.14066529273986816, "pred": 0.14347746968269348, "loss_l2": 3.0005699045432266e-06, "loss_mape": 0.012314447201788425}}, "465": {"train": {"loss_reduced": 0.1402524709701538, "pred": 0.14392408728599548, "loss_l2": 1.8793914932757616e-05, "loss_mape": 0.030909935012459755}, "valid": {"0": {"loss_reduced": 0.1422569751739502, "pred": 0.14280220866203308, "valid_loss_l2": 2.972795698497066e-07, "valid_loss_mape": 0.0038327365182340145}}}, "466": {"train": {"loss_reduced": 0.14736557006835938, "pred": 0.14976336061954498, "loss_l2": 2.341364415769931e-05, "loss_mape": 0.032835111021995544}}, "467": {"train": {"loss_reduced": 0.1374415159225464, "pred": 0.14774024486541748, "loss_l2": 0.00019544127280823886, "loss_mape": 0.10171622037887573}}, "468": {"train": {"loss_reduced": 0.14597463607788086, "pred": 0.1432916671037674, "loss_l2": 2.941649146492864e-10, "loss_mape": 0.00011749463737942278}}, "469": {"train": {"loss_reduced": 0.14849519729614258, "pred": 0.14452961087226868, "loss_l2": 6.171187578729587e-06, "loss_mape": 0.016729075461626053}}, "470": {"train": {"loss_reduced": 0.14593231678009033, "pred": 0.14347116649150848, "loss_l2": 2.772410653051338e-06, "loss_mape": 0.011409780941903591}, "valid": {"0": {"loss_reduced": 0.14759397506713867, "pred": 0.14321377873420715, "valid_loss_l2": 1.9186119970981963e-05, "valid_loss_mape": 0.029677338898181915}}}, "471": {"train": {"loss_reduced": 0.14346885681152344, "pred": 0.14883965253829956, "loss_l2": 3.1633212529413868e-06, "loss_mape": 0.012396926060318947}}, "472": {"train": {"loss_reduced": 0.1495208740234375, "pred": 0.15409034490585327, "loss_l2": 1.5167916700420392e-08, "loss_mape": 0.0008236849680542946}}, "473": {"train": {"loss_reduced": 0.1444305181503296, "pred": 0.15053114295005798, "loss_l2": 0.00010514962195884436, "loss_mape": 0.07099779695272446}}, "474": {"train": {"loss_reduced": 0.145979642868042, "pred": 0.14545874297618866, "loss_l2": 1.6593165128142573e-05, "loss_mape": 0.02790437638759613}}, "475": {"train": {"loss_reduced": 0.13964712619781494, "pred": 0.13946190476417542, "loss_l2": 2.2709096811013296e-05, "loss_mape": 0.03412462770938873}, "valid": {"0": {"loss_reduced": 0.14422857761383057, "pred": 0.13985306024551392, "valid_loss_l2": 1.9145152691635303e-05, "valid_loss_mape": 0.0303373821079731}}}, "476": {"train": {"loss_reduced": 0.14434921741485596, "pred": 0.14764443039894104, "loss_l2": 1.4579895832866896e-05, "loss_mape": 0.026452260091900826}}, "477": {"train": {"loss_reduced": 0.1498711109161377, "pred": 0.1550636738538742, "loss_l2": 1.7613853060538531e-06, "loss_mape": 0.008855422027409077}}, "478": {"train": {"loss_reduced": 0.14410245418548584, "pred": 0.1505947709083557, "loss_l2": 7.970919978106394e-05, "loss_mape": 0.061955925077199936}}, "479": {"train": {"loss_reduced": 0.14204418659210205, "pred": 0.14646345376968384, "loss_l2": 7.482773798983544e-05, "loss_mape": 0.06089867651462555}}, "480": {"train": {"loss_reduced": 0.14428222179412842, "pred": 0.14426565170288086, "loss_l2": 2.1226160242804326e-05, "loss_mape": 0.031931761652231216}, "valid": {"0": {"loss_reduced": 0.14669525623321533, "pred": 0.14181920886039734, "valid_loss_l2": 2.3775837689754553e-05, "valid_loss_mape": 0.033239297568798065}}}, "481": {"train": {"loss_reduced": 0.14449834823608398, "pred": 0.15114770829677582, "loss_l2": 4.9733806406493386e-08, "loss_mape": 0.0015433448133990169}}, "482": {"train": {"loss_reduced": 0.14449763298034668, "pred": 0.14470139145851135, "loss_l2": 2.909070099121891e-05, "loss_mape": 0.037326421588659286}}, "483": {"train": {"loss_reduced": 0.14452588558197021, "pred": 0.1405325084924698, "loss_l2": 2.629019490996143e-06, "loss_mape": 0.011218925938010216}}, "484": {"train": {"loss_reduced": 0.14574909210205078, "pred": 0.14186495542526245, "loss_l2": 2.5633338736952282e-05, "loss_mape": 0.03473735228180885}}, "485": {"train": {"loss_reduced": 0.15108752250671387, "pred": 0.14679911732673645, "loss_l2": 5.994898674543947e-05, "loss_mape": 0.051246277987957}, "valid": {"0": {"loss_reduced": 0.1434406042098999, "pred": 0.14813025295734406, "valid_loss_l2": 2.199280606873799e-05, "valid_loss_mape": 0.032694011926651}}}, "486": {"train": {"loss_reduced": 0.13939499855041504, "pred": 0.13810241222381592, "loss_l2": 3.247173663112335e-05, "loss_mape": 0.0408794991672039}}, "487": {"train": {"loss_reduced": 0.15137219429016113, "pred": 0.14210331439971924, "loss_l2": 0.00014155982353258878, "loss_mape": 0.07860024273395538}}, "488": {"train": {"loss_reduced": 0.14671802520751953, "pred": 0.14576119184494019, "loss_l2": 1.833550413721241e-05, "loss_mape": 0.02918521873652935}}, "489": {"train": {"loss_reduced": 0.14002525806427002, "pred": 0.14651472866535187, "loss_l2": 3.1614250474376604e-05, "loss_mape": 0.04015457630157471}}, "490": {"train": {"loss_reduced": 0.1499309539794922, "pred": 0.1483173370361328, "loss_l2": 1.0884370567509905e-05, "loss_mape": 0.022004442289471626}, "valid": {"0": {"loss_reduced": 0.14798033237457275, "pred": 0.1482154130935669, "valid_loss_l2": 5.526294444280211e-08, "valid_loss_mape": 0.00158859440125525}}}, "491": {"train": {"loss_reduced": 0.14055919647216797, "pred": 0.14132466912269592, "loss_l2": 6.176374881761149e-05, "loss_mape": 0.0559123270213604}}, "492": {"train": {"loss_reduced": 0.1486525535583496, "pred": 0.1407773196697235, "loss_l2": 7.117505447240546e-05, "loss_mape": 0.05675335228443146}}, "493": {"train": {"loss_reduced": 0.14474916458129883, "pred": 0.14199915528297424, "loss_l2": 2.2737936888006516e-05, "loss_mape": 0.032942719757556915}}, "494": {"train": {"loss_reduced": 0.1447063684463501, "pred": 0.1462942212820053, "loss_l2": 7.430994486412601e-09, "loss_mape": 0.0005957112880423665}}, "495": {"train": {"loss_reduced": 0.1475818157196045, "pred": 0.14812736213207245, "loss_l2": 1.7838035546446918e-06, "loss_mape": 0.009049834683537483}, "valid": {"0": {"loss_reduced": 0.14750802516937256, "pred": 0.1457688808441162, "valid_loss_l2": 3.0246230835473398e-06, "valid_loss_mape": 0.011790167540311813}}}, "496": {"train": {"loss_reduced": 0.14781618118286133, "pred": 0.15395206212997437, "loss_l2": 1.1929236052310443e-06, "loss_mape": 0.007388977333903313}}, "497": {"train": {"loss_reduced": 0.14140427112579346, "pred": 0.1489076018333435, "loss_l2": 0.0001579567906446755, "loss_mape": 0.08888053148984909}}, "498": {"train": {"loss_reduced": 0.14680469036102295, "pred": 0.14465638995170593, "loss_l2": 5.617746865027584e-06, "loss_mape": 0.016145115718245506}}, "499": {"train": {"loss_reduced": 0.14562904834747314, "pred": 0.14091315865516663, "loss_l2": 2.784929620247567e-06, "loss_mape": 0.01145932637155056}}, "500": {"train": {"loss_reduced": 0.15064167976379395, "pred": 0.13964706659317017, "loss_l2": 0.0001318856084253639, "loss_mape": 0.0762348547577858}, "valid": {"0": {"loss_reduced": 0.13892090320587158, "pred": 0.14357779920101166, "valid_loss_l2": 2.1686681066057645e-05, "valid_loss_mape": 0.033521924167871475}}}}