FrankCCCCC
/

CIFAR2_32_attr_ckpts

Model card Files Files and versions Community

FrankCCCCC commited on Nov 26, 2024

Commit

b43c3f2

verified ·

1 Parent(s): 84ca04d

Upload res_CIFAR2_32_lr0.0005_ep100_bs2048_attr_ckpts/md_0/step_50/pred_target.json with huggingface_hub

Browse files

Files changed (1) hide show

res_CIFAR2_32_lr0.0005_ep100_bs2048_attr_ckpts/md_0/step_50/pred_target.json +1 -0

res_CIFAR2_32_lr0.0005_ep100_bs2048_attr_ckpts/md_0/step_50/pred_target.json ADDED Viewed

	@@ -0,0 +1 @@

+ {"1": {"train": {"loss_reduced": -7.781386375427246e-05, "pred": 0.16314572095870972, "loss_l2": 1.5827629566192627, "loss_mape": 16167.80078125}}, "2": {"train": {"loss_reduced": 0.002099171280860901, "pred": 0.06050778925418854, "loss_l2": 0.026192814111709595, "loss_mape": 77.09801483154297}}, "3": {"train": {"loss_reduced": -4.024803638458252e-05, "pred": 0.037305548787117004, "loss_l2": 0.0037207743152976036, "loss_mape": 1515.555908203125}}, "4": {"train": {"loss_reduced": -0.002290181815624237, "pred": 0.03403157368302345, "loss_l2": 0.0015707804122939706, "loss_mape": 17.305644989013672}}, "5": {"train": {"loss_reduced": -0.007905222475528717, "pred": 0.03853848576545715, "loss_l2": 0.001727459137327969, "loss_mape": 5.257627487182617}, "valid": {"0": {"loss_reduced": 0.0023041218519210815, "pred": 0.03991904854774475, "valid_loss_l2": 0.001414882717654109, "valid_loss_mape": 16.32505989074707}}}, "6": {"train": {"loss_reduced": 0.0001455843448638916, "pred": 0.02418731153011322, "loss_l2": 0.0015407666796818376, "loss_mape": 269.62103271484375}}, "7": {"train": {"loss_reduced": 0.002032823860645294, "pred": 0.014450224116444588, "loss_l2": 0.0004913534503430128, "loss_mape": 10.90428638458252}}, "8": {"train": {"loss_reduced": 0.0011534765362739563, "pred": 0.013739907182753086, "loss_l2": 0.00017270261014346033, "loss_mape": 11.393068313598633}}, "9": {"train": {"loss_reduced": -0.0019487738609313965, "pred": 0.011198639869689941, "loss_l2": 0.00024317196221090853, "loss_mape": 8.001940727233887}}, "10": {"train": {"loss_reduced": -0.011591866612434387, "pred": 0.00906889047473669, "loss_l2": 0.000541132700163871, "loss_mape": 2.0067741870880127}, "valid": {"0": {"loss_reduced": 0.0018172860145568848, "pred": 0.00897411722689867, "valid_loss_l2": 5.1220231398474425e-05, "valid_loss_mape": 3.938197374343872}}}, "11": {"train": {"loss_reduced": -0.0051088035106658936, "pred": 0.004054412245750427, "loss_l2": 0.00018635632295627147, "loss_mape": 2.6721010208129883}}, "12": {"train": {"loss_reduced": 0.001995883882045746, "pred": 0.007000116165727377, "loss_l2": 4.006737526651705e-06, "loss_mape": 1.0029058456420898}}, "13": {"train": {"loss_reduced": 0.001883767545223236, "pred": 0.006218769587576389, "loss_l2": 2.695266084629111e-05, "loss_mape": 2.7559638023376465}}, "14": {"train": {"loss_reduced": 0.0027490705251693726, "pred": 0.006068851333111525, "loss_l2": 1.1723320312739816e-05, "loss_mape": 1.2454876899719238}}, "15": {"train": {"loss_reduced": -0.004594281315803528, "pred": 0.003545587183907628, "loss_l2": 0.00010961593216052279, "loss_mape": 2.2788684368133545}, "valid": {"0": {"loss_reduced": -0.0041169822216033936, "pred": 0.003647628240287304, "valid_loss_l2": 6.0289174143690616e-05, "valid_loss_mape": 1.885995626449585}}}, "16": {"train": {"loss_reduced": 0.0012833625078201294, "pred": 0.002686817664653063, "loss_l2": 6.3106895140663255e-06, "loss_mape": 1.9574426412582397}}, "17": {"train": {"loss_reduced": -0.002276413142681122, "pred": 0.0014456275384873152, "loss_l2": 2.2690017431159504e-05, "loss_mape": 2.0925040245056152}}, "18": {"train": {"loss_reduced": -0.003076225519180298, "pred": 0.0017986560706049204, "loss_l2": 2.0753870558110066e-05, "loss_mape": 1.4809192419052124}}, "19": {"train": {"loss_reduced": 0.0021184906363487244, "pred": 0.005455523729324341, "loss_l2": 1.1589326165406533e-09, "loss_mape": 0.016069507226347923}}, "20": {"train": {"loss_reduced": 0.0030705109238624573, "pred": 0.0032733685802668333, "loss_l2": 3.6995820664742496e-06, "loss_mape": 0.6264200806617737}, "valid": {"0": {"loss_reduced": -0.0032020434737205505, "pred": 0.0031041945330798626, "valid_loss_l2": 3.97686380892992e-05, "valid_loss_mape": 1.9694417715072632}}}, "21": {"train": {"loss_reduced": -0.0010937601327896118, "pred": 0.002532665152102709, "loss_l2": 2.0512812625383958e-05, "loss_mape": 4.140859603881836}}, "22": {"train": {"loss_reduced": 0.0021202191710472107, "pred": 0.007193882949650288, "loss_l2": 1.9242926896367862e-07, "loss_mape": 0.2068972885608673}}, "23": {"train": {"loss_reduced": 0.002490915358066559, "pred": 0.0031801406294107437, "loss_l2": 2.2114698367659003e-05, "loss_mape": 1.887911081314087}}, "24": {"train": {"loss_reduced": -0.007040351629257202, "pred": 0.0007379429298453033, "loss_l2": 0.000106418265204411, "loss_mape": 1.4652568101882935}}, "25": {"train": {"loss_reduced": -0.004232317209243774, "pred": 0.0012134782737120986, "loss_l2": 2.4938792194006965e-05, "loss_mape": 1.179938793182373}, "valid": {"0": {"loss_reduced": 0.005918443202972412, "pred": 0.001136701088398695, "valid_loss_l2": 2.2865056962473318e-05, "valid_loss_mape": 0.8079391717910767}}}, "26": {"train": {"loss_reduced": 0.0029583945870399475, "pred": 0.019227946177124977, "loss_l2": 3.0586663797294023e-06, "loss_mape": 0.5911666750907898}}, "27": {"train": {"loss_reduced": -0.006153210997581482, "pred": 0.0031104846857488155, "loss_l2": 0.0006383912404999137, "loss_mape": 4.10621452331543}}, "28": {"train": {"loss_reduced": -0.0034025758504867554, "pred": 0.0013344261096790433, "loss_l2": 4.1358518501510844e-05, "loss_mape": 1.8900560140609741}}, "29": {"train": {"loss_reduced": 0.0037498995661735535, "pred": 0.004100024700164795, "loss_l2": 5.179376330488594e-06, "loss_mape": 0.6069027185440063}}, "30": {"train": {"loss_reduced": 0.002623438835144043, "pred": 0.008363466709852219, "loss_l2": 1.7414382682545693e-06, "loss_mape": 0.5030174851417542}, "valid": {"0": {"loss_reduced": -0.0010044574737548828, "pred": 0.007897569797933102, "valid_loss_l2": 7.924609235487878e-05, "valid_loss_mape": 8.862523078918457}}}, "31": {"train": {"loss_reduced": 0.0024757832288742065, "pred": 0.0005406461423262954, "loss_l2": 3.0658549803774804e-05, "loss_mape": 2.2364704608917236}}, "32": {"train": {"loss_reduced": -0.0042563751339912415, "pred": 0.0020547043532133102, "loss_l2": 2.2737536710337736e-05, "loss_mape": 1.1202934980392456}}, "33": {"train": {"loss_reduced": -0.007408309727907181, "pred": 0.0012100203894078732, "loss_l2": 9.038436837727204e-05, "loss_mape": 1.2832980155944824}}, "34": {"train": {"loss_reduced": 0.0016072466969490051, "pred": 0.0014851819723844528, "loss_l2": 2.4385619212807796e-07, "loss_mape": 0.3072446584701538}}, "35": {"train": {"loss_reduced": -0.0012083649635314941, "pred": 0.0014141678111627698, "loss_l2": 7.497237675124779e-06, "loss_mape": 2.2659614086151123}, "valid": {"0": {"loss_reduced": 0.011787280440330505, "pred": 0.0016171266324818134, "valid_loss_l2": 0.00010343203757656738, "valid_loss_mape": 0.8628075122833252}}}, "36": {"train": {"loss_reduced": -0.005716048181056976, "pred": 0.0010722476290538907, "loss_l2": 5.220703678787686e-05, "loss_mape": 1.264062762260437}}, "37": {"train": {"loss_reduced": 0.001570180058479309, "pred": 0.00601295568048954, "loss_l2": 2.501440974356228e-07, "loss_mape": 0.31852659583091736}}, "38": {"train": {"loss_reduced": 0.002638012170791626, "pred": 0.00368168530985713, "loss_l2": 1.1448044460848905e-05, "loss_mape": 1.282593011856079}}, "39": {"train": {"loss_reduced": -0.0035319924354553223, "pred": 0.001060581998899579, "loss_l2": 5.140257053426467e-05, "loss_mape": 2.029890775680542}}, "40": {"train": {"loss_reduced": -0.0003216192126274109, "pred": 0.000962527934461832, "loss_l2": 1.8894796767199296e-06, "loss_mape": 4.273946762084961}, "valid": {"0": {"loss_reduced": 0.00586516410112381, "pred": 0.0010685920715332031, "valid_loss_l2": 2.3007103663985617e-05, "valid_loss_mape": 0.8178069591522217}}}, "41": {"train": {"loss_reduced": -0.0039377361536026, "pred": 0.002130468375980854, "loss_l2": 2.480017428752035e-05, "loss_mape": 1.26468026638031}}, "42": {"train": {"loss_reduced": 0.003033369779586792, "pred": 0.019735153764486313, "loss_l2": 9.253066650671826e-07, "loss_mape": 0.31711551547050476}}, "43": {"train": {"loss_reduced": -0.005851417779922485, "pred": 0.0037881569005548954, "loss_l2": 0.0007130166050046682, "loss_mape": 4.563401699066162}}, "44": {"train": {"loss_reduced": 0.0021825358271598816, "pred": 0.0010140514932572842, "loss_l2": 2.327510628674645e-06, "loss_mape": 0.6990117430686951}}, "45": {"train": {"loss_reduced": 0.015606768429279327, "pred": 0.0013287168694660068, "loss_l2": 0.0002133734815288335, "loss_mape": 0.9359598755836487}, "valid": {"0": {"loss_reduced": -0.007960498332977295, "pred": 0.0012668698327615857, "valid_loss_l2": 8.514431829098612e-05, "valid_loss_mape": 1.1591445207595825}}}, "46": {"train": {"loss_reduced": -0.00040340423583984375, "pred": 0.002270630095154047, "loss_l2": 2.9091720534779597e-06, "loss_mape": 4.228090286254883}}, "47": {"train": {"loss_reduced": 0.00273054838180542, "pred": 0.016113555058836937, "loss_l2": 2.670629726253537e-07, "loss_mape": 0.18925918638706207}}, "48": {"train": {"loss_reduced": 0.005401186645030975, "pred": 0.0035357759334146976, "loss_l2": 8.884525595931336e-05, "loss_mape": 1.7451305389404297}}, "49": {"train": {"loss_reduced": -0.005045995116233826, "pred": 0.00026499107480049133, "loss_l2": 7.787563663441688e-05, "loss_mape": 1.748855710029602}}, "50": {"train": {"loss_reduced": -0.009289879351854324, "pred": 0.0018248334527015686, "loss_l2": 9.1053698270116e-05, "loss_mape": 1.0271614789962769}, "valid": {"0": {"loss_reduced": -0.0027034804224967957, "pred": 0.0018116594292223454, "valid_loss_l2": 2.0386487449286506e-05, "valid_loss_mape": 1.670121192932129}}}, "51": {"train": {"loss_reduced": 0.0009513124823570251, "pred": 0.0007429656106978655, "loss_l2": 8.350880307261832e-07, "loss_mape": 0.9606007933616638}}, "52": {"train": {"loss_reduced": -0.002775348722934723, "pred": 0.00018923080642707646, "loss_l2": 1.2789892025466543e-05, "loss_mape": 1.2885934114456177}}, "53": {"train": {"loss_reduced": -0.006155066192150116, "pred": 0.0002673005510587245, "loss_l2": 4.0321345295524225e-05, "loss_mape": 1.0316556692123413}}, "54": {"train": {"loss_reduced": 0.0038549378514289856, "pred": 0.002366315806284547, "loss_l2": 1.2752346265187953e-05, "loss_mape": 0.9263554811477661}}, "55": {"train": {"loss_reduced": 0.00238887220621109, "pred": 0.006976364180445671, "loss_l2": 5.54060752833152e-09, "loss_mape": 0.031159162521362305}, "valid": {"0": {"loss_reduced": 0.001799844205379486, "pred": 0.007941178977489471, "valid_loss_l2": 3.7715992220910266e-05, "valid_loss_mape": 3.4121479988098145}}}, "56": {"train": {"loss_reduced": -0.0006357207894325256, "pred": 0.0005131466314196587, "loss_l2": 6.128684617578983e-05, "loss_mape": 12.314512252807617}}, "57": {"train": {"loss_reduced": -0.00026731938123703003, "pred": 0.002030956093221903, "loss_l2": 6.082932486606296e-07, "loss_mape": 2.917602062225342}}, "58": {"train": {"loss_reduced": 0.0009470358490943909, "pred": 0.0050890143029391766, "loss_l2": 1.2471806485336856e-06, "loss_mape": 1.1792292594909668}}, "59": {"train": {"loss_reduced": -0.002502530813217163, "pred": 0.0038069451693445444, "loss_l2": 5.637788126477972e-05, "loss_mape": 3.000370740890503}}, "60": {"train": {"loss_reduced": 0.007054239511489868, "pred": 0.005227297078818083, "loss_l2": 9.689221769804135e-06, "loss_mape": 0.4412596821784973}, "valid": {"0": {"loss_reduced": -0.005381032824516296, "pred": 0.0054306937381625175, "valid_loss_l2": 0.00011689343227772042, "valid_loss_mape": 2.0092289447784424}}}, "61": {"train": {"loss_reduced": -0.0026521459221839905, "pred": 0.0008783728117123246, "loss_l2": 5.630814121104777e-05, "loss_mape": 2.829359769821167}}, "62": {"train": {"loss_reduced": 0.0035806819796562195, "pred": 0.03154035285115242, "loss_l2": 7.033351721474901e-06, "loss_mape": 0.7406541109085083}}, "63": {"train": {"loss_reduced": -0.0013100206851959229, "pred": 0.004681374412029982, "loss_l2": 0.0010470971465110779, "loss_mape": 24.701045989990234}}, "64": {"train": {"loss_reduced": -0.0018681883811950684, "pred": 0.004472319968044758, "loss_l2": 4.512978921411559e-05, "loss_mape": 3.5959279537200928}}, "65": {"train": {"loss_reduced": -0.0021067336201667786, "pred": 0.008120546117424965, "loss_l2": 4.355259443400428e-05, "loss_mape": 3.1325454711914062}, "valid": {"0": {"loss_reduced": 0.0015933215618133545, "pred": 0.007745342794805765, "valid_loss_l2": 3.784736691159196e-05, "valid_loss_mape": 3.8611297607421875}}}, "66": {"train": {"loss_reduced": -0.0028878971934318542, "pred": 0.002850324846804142, "loss_l2": 0.00011803416418842971, "loss_mape": 3.762028932571411}}, "67": {"train": {"loss_reduced": 0.0008895322680473328, "pred": 0.0027284733951091766, "loss_l2": 4.517783054325264e-06, "loss_mape": 2.3894667625427246}}, "68": {"train": {"loss_reduced": -0.0022089406847953796, "pred": 0.004590088501572609, "loss_l2": 2.6889407308772206e-05, "loss_mape": 2.3475053310394287}}, "69": {"train": {"loss_reduced": -0.0015904158353805542, "pred": 0.004320145584642887, "loss_l2": 3.425304385018535e-05, "loss_mape": 3.679924249649048}}, "70": {"train": {"loss_reduced": -0.0002111867070198059, "pred": 0.0037349779158830643, "loss_l2": 1.954014260263648e-05, "loss_mape": 20.931352615356445}, "valid": {"0": {"loss_reduced": 0.0073280781507492065, "pred": 0.003737369319424033, "valid_loss_l2": 1.2893189705209807e-05, "valid_loss_mape": 0.48999324440956116}}}, "71": {"train": {"loss_reduced": -0.0001251325011253357, "pred": 0.0005079110851511359, "loss_l2": 1.9280183551018126e-05, "loss_mape": 35.09016799926758}}, "72": {"train": {"loss_reduced": 0.0009456425905227661, "pred": 0.003772182622924447, "loss_l2": 1.5042408563203935e-07, "loss_mape": 0.4101395606994629}}, "73": {"train": {"loss_reduced": -0.00038101524114608765, "pred": 0.002270261524245143, "loss_l2": 1.792435250536073e-05, "loss_mape": 11.111671447753906}}, "74": {"train": {"loss_reduced": -0.002669207751750946, "pred": 0.0009978321613743901, "loss_l2": 2.3341506675933488e-05, "loss_mape": 1.8100144863128662}}, "75": {"train": {"loss_reduced": -0.00016546249389648438, "pred": 0.0016918418696150184, "loss_l2": 1.3099620446155313e-06, "loss_mape": 6.917191505432129}, "valid": {"0": {"loss_reduced": -1.6137957572937012e-05, "pred": 0.0016451855190098286, "valid_loss_l2": 2.759995595624787e-06, "valid_loss_mape": 102.9450912475586}}}, "76": {"train": {"loss_reduced": 0.0012785941362380981, "pred": 0.0015330348396673799, "loss_l2": 1.8108858057530597e-07, "loss_mape": 0.33282262086868286}}, "77": {"train": {"loss_reduced": -0.00435744971036911, "pred": 0.00034621800296008587, "loss_l2": 3.4841461456380785e-05, "loss_mape": 1.3546147346496582}}, "78": {"train": {"loss_reduced": 0.0015278458595275879, "pred": 0.004485131707042456, "loss_l2": 1.3706768413612735e-06, "loss_mape": 0.7662808895111084}}, "79": {"train": {"loss_reduced": -0.0021784380078315735, "pred": 0.0012908924836665392, "loss_l2": 4.0116196032613516e-05, "loss_mape": 2.907466173171997}}, "80": {"train": {"loss_reduced": -0.0017259865999221802, "pred": 0.0002769197162706405, "loss_l2": 9.105343451665249e-06, "loss_mape": 1.7482789754867554}, "valid": {"0": {"loss_reduced": 0.004316188395023346, "pred": 0.0002755054156295955, "valid_loss_l2": 1.6327119737979956e-05, "valid_loss_mape": 0.9361693263053894}}}, "81": {"train": {"loss_reduced": -0.005121633410453796, "pred": 0.002076915465295315, "loss_l2": 2.911578667408321e-05, "loss_mape": 1.0535515546798706}}, "82": {"train": {"loss_reduced": -0.00024171173572540283, "pred": 0.0012315220665186644, "loss_l2": 5.317218892741948e-06, "loss_mape": 9.539915084838867}}, "83": {"train": {"loss_reduced": 0.002188347280025482, "pred": 0.0017426973208785057, "loss_l2": 9.092837558455358e-07, "loss_mape": 0.43574607372283936}}, "84": {"train": {"loss_reduced": 0.0016064345836639404, "pred": 0.002349202986806631, "loss_l2": 1.2284051109645588e-08, "loss_mape": 0.06899343430995941}}, "85": {"train": {"loss_reduced": 0.002418123185634613, "pred": 0.003277604002505541, "loss_l2": 7.932812629007913e-09, "loss_mape": 0.03683283552527428}, "valid": {"0": {"loss_reduced": -0.0034578144550323486, "pred": 0.003218831494450569, "valid_loss_l2": 4.457760223885998e-05, "valid_loss_mape": 1.930886149406433}}}, "86": {"train": {"loss_reduced": -0.0017185211181640625, "pred": 0.0005515720695257187, "loss_l2": 2.4284461687784642e-05, "loss_mape": 2.867539167404175}}, "87": {"train": {"loss_reduced": -0.003900475800037384, "pred": 0.0008256720611825585, "loss_l2": 1.988857184187509e-05, "loss_mape": 1.1433632373809814}}, "88": {"train": {"loss_reduced": 0.0034290626645088196, "pred": 0.004302553832530975, "loss_l2": 6.576854048034875e-06, "loss_mape": 0.7478830218315125}}, "89": {"train": {"loss_reduced": -0.0009507760405540466, "pred": 0.0028880834579467773, "loss_l2": 2.681869409570936e-05, "loss_mape": 5.446789264678955}}, "90": {"train": {"loss_reduced": -0.002452656626701355, "pred": 0.0012530926614999771, "loss_l2": 3.1398030841955915e-05, "loss_mape": 2.2846224308013916}, "valid": {"0": {"loss_reduced": 0.0036976486444473267, "pred": 0.001210551941767335, "valid_loss_l2": 6.185649908729829e-06, "valid_loss_mape": 0.6726157665252686}}}, "91": {"train": {"loss_reduced": 0.001268737018108368, "pred": 0.005159114487469196, "loss_l2": 1.244066982764025e-08, "loss_mape": 0.0879124253988266}}, "92": {"train": {"loss_reduced": -0.0035331249237060547, "pred": 0.0011167579796165228, "loss_l2": 7.706673204666004e-05, "loss_mape": 2.4847028255462646}}, "93": {"train": {"loss_reduced": 0.003630302846431732, "pred": 0.000575989717617631, "loss_l2": 6.264793228183407e-06, "loss_mape": 0.6894623041152954}}, "94": {"train": {"loss_reduced": -0.0012714117765426636, "pred": 0.0006834163796156645, "loss_l2": 3.408407565075322e-06, "loss_mape": 1.4520765542984009}}, "95": {"train": {"loss_reduced": -0.0035346299409866333, "pred": 0.0006933051627129316, "loss_l2": 1.7713255147100426e-05, "loss_mape": 1.1907079219818115}, "valid": {"0": {"loss_reduced": -0.002053782343864441, "pred": 0.0007199818501248956, "valid_loss_l2": 7.693766747252084e-06, "valid_loss_mape": 1.3505637645721436}}}, "96": {"train": {"loss_reduced": 0.0027052834630012512, "pred": 0.007583307567983866, "loss_l2": 4.060088031110354e-06, "loss_mape": 0.7448261976242065}}, "97": {"train": {"loss_reduced": -0.004578299820423126, "pred": 0.0015068140346556902, "loss_l2": 0.00014347044634632766, "loss_mape": 2.616236448287964}}, "98": {"train": {"loss_reduced": 0.0012088194489479065, "pred": 0.00036813714541494846, "loss_l2": 1.283016928255165e-07, "loss_mape": 0.2963157594203949}}, "99": {"train": {"loss_reduced": -0.0015645474195480347, "pred": 0.0005417325301095843, "loss_l2": 3.73531202058075e-06, "loss_mape": 1.2353065013885498}}, "100": {"train": {"loss_reduced": -0.0030225738883018494, "pred": 0.0012966349022462964, "loss_l2": 1.2706133020401467e-05, "loss_mape": 1.1793148517608643}, "valid": {"0": {"loss_reduced": 0.0022904500365257263, "pred": 0.0013011177070438862, "valid_loss_l2": 9.787784165382618e-07, "valid_loss_mape": 0.43193796277046204}}}, "101": {"train": {"loss_reduced": -0.0031672045588493347, "pred": 0.0004776628047693521, "loss_l2": 1.962777787412051e-05, "loss_mape": 1.3988122940063477}}, "102": {"train": {"loss_reduced": -0.004045210778713226, "pred": 0.0006755969952791929, "loss_l2": 2.033394957834389e-05, "loss_mape": 1.1147301197052002}}, "103": {"train": {"loss_reduced": 0.0013312697410583496, "pred": 0.0015035216929391026, "loss_l2": 4.42573139025626e-07, "loss_mape": 0.49971967935562134}}, "104": {"train": {"loss_reduced": 0.004583828151226044, "pred": 0.0037409914657473564, "loss_l2": 1.0063320587505586e-05, "loss_mape": 0.692057728767395}}, "105": {"train": {"loss_reduced": -0.00021747499704360962, "pred": 0.0028249144088476896, "loss_l2": 1.7734240827849135e-05, "loss_mape": 19.364084243774414}, "valid": {"0": {"loss_reduced": -0.0018836632370948792, "pred": 0.002659422345459461, "valid_loss_l2": 2.0639627109630965e-05, "valid_loss_mape": 2.4118354320526123}}}, "106": {"train": {"loss_reduced": -0.003976352512836456, "pred": 0.00028156707412563264, "loss_l2": 4.752863242174499e-05, "loss_mape": 1.73377525806427}}, "107": {"train": {"loss_reduced": 0.005953259766101837, "pred": 0.01255117543041706, "loss_l2": 3.1737014069221914e-05, "loss_mape": 0.9462985992431641}}, "108": {"train": {"loss_reduced": -0.001203782856464386, "pred": 0.0014192576054483652, "loss_l2": 0.00012173065624665469, "loss_mape": 9.16540813446045}}, "109": {"train": {"loss_reduced": -0.0024773404002189636, "pred": 0.001811603782698512, "loss_l2": 1.5088590771483723e-05, "loss_mape": 1.567973256111145}}, "110": {"train": {"loss_reduced": -0.0030620917677879333, "pred": 0.002412552712485194, "loss_l2": 2.4034055968513712e-05, "loss_mape": 1.6010147333145142}, "valid": {"0": {"loss_reduced": 0.001248098909854889, "pred": 0.0024185904767364264, "valid_loss_l2": 1.3700505405722652e-06, "valid_loss_mape": 0.9378195405006409}}}, "111": {"train": {"loss_reduced": 0.0034010708332061768, "pred": 0.009711310267448425, "loss_l2": 9.65345407166751e-07, "loss_mape": 0.2888854742050171}}, "112": {"train": {"loss_reduced": 0.0034269019961357117, "pred": 0.0036678658798336983, "loss_l2": 4.27984596171882e-05, "loss_mape": 1.90902841091156}}, "113": {"train": {"loss_reduced": -0.005908988416194916, "pred": 0.0009262572857551277, "loss_l2": 9.22329054446891e-05, "loss_mape": 1.6252861022949219}}, "114": {"train": {"loss_reduced": 0.0015495344996452332, "pred": 0.0006983088096603751, "loss_l2": 2.8065753099326685e-07, "loss_mape": 0.3418905436992645}}, "115": {"train": {"loss_reduced": -0.007963307201862335, "pred": 0.01048758439719677, "loss_l2": 7.590281165903434e-05, "loss_mape": 1.094045639038086}, "valid": {"0": {"loss_reduced": -0.003337487578392029, "pred": 0.013510924763977528, "valid_loss_l2": 0.0002838689542841166, "valid_loss_mape": 5.048232078552246}}}, "116": {"train": {"loss_reduced": -0.0042660534381866455, "pred": 0.001893671927973628, "loss_l2": 0.00021982230828143656, "loss_mape": 3.475438356399536}}, "117": {"train": {"loss_reduced": 0.0019090771675109863, "pred": 0.0042204475030303, "loss_l2": 1.9732536438166193e-10, "loss_mape": 0.007358138915151358}}, "118": {"train": {"loss_reduced": -0.007691338658332825, "pred": 0.00542081193998456, "loss_l2": 0.00014388374984264374, "loss_mape": 1.559566617012024}}, "119": {"train": {"loss_reduced": 0.0025818347930908203, "pred": 0.006607566028833389, "loss_l2": 8.459818673145492e-06, "loss_mape": 1.1265541315078735}}, "120": {"train": {"loss_reduced": 0.003366507589817047, "pred": 0.007038838230073452, "loss_l2": 8.917602826841176e-06, "loss_mape": 0.8870425820350647}, "valid": {"0": {"loss_reduced": 0.007855020463466644, "pred": 0.00724219111725688, "valid_loss_l2": 3.7555980725301197e-07, "valid_loss_mape": 0.07801754027605057}}}, "121": {"train": {"loss_reduced": 0.003684721887111664, "pred": 0.0010313588427379727, "loss_l2": 1.174897170130862e-05, "loss_mape": 0.9302404522895813}}, "122": {"train": {"loss_reduced": -0.0017772167921066284, "pred": 0.0004947104025632143, "loss_l2": 7.710417776252143e-06, "loss_mape": 1.562422752380371}}, "123": {"train": {"loss_reduced": -4.239380359649658e-06, "pred": 0.0019017081940546632, "loss_l2": 2.476151621522149e-07, "loss_mape": 117.37786865234375}}, "124": {"train": {"loss_reduced": -0.003028005361557007, "pred": 0.0013713045045733452, "loss_l2": 2.423862497380469e-05, "loss_mape": 1.625913143157959}}, "125": {"train": {"loss_reduced": -0.003873571753501892, "pred": 0.0006197276525199413, "loss_l2": 2.474798384355381e-05, "loss_mape": 1.284275770187378}, "valid": {"0": {"loss_reduced": 0.0007170066237449646, "pred": 0.0007705336902290583, "valid_loss_l2": 2.8651467864904134e-09, "valid_loss_mape": 0.0746535137295723}}}, "126": {"train": {"loss_reduced": -0.0029404237866401672, "pred": 0.00035277154529467225, "loss_l2": 1.4563167496817186e-05, "loss_mape": 1.297830581665039}}, "127": {"train": {"loss_reduced": 0.0012469887733459473, "pred": 0.0027607076335698366, "loss_l2": 7.544402365056158e-07, "loss_mape": 0.6965461373329163}}, "128": {"train": {"loss_reduced": -0.0008591711521148682, "pred": 0.0013942434452474117, "loss_l2": 1.2517202776507474e-05, "loss_mape": 4.11788272857666}}, "129": {"train": {"loss_reduced": -0.0013844147324562073, "pred": 0.0005279098404571414, "loss_l2": 8.028621778066736e-06, "loss_mape": 2.0467004776000977}}, "130": {"train": {"loss_reduced": 0.0002608001232147217, "pred": 0.0004721307195723057, "loss_l2": 6.870264002145632e-08, "loss_mape": 1.0050297975540161}, "valid": {"0": {"loss_reduced": 0.003136083483695984, "pred": 0.00048286691890098155, "valid_loss_l2": 7.039557658572448e-06, "valid_loss_mape": 0.8460286259651184}}}, "131": {"train": {"loss_reduced": 8.430331945419312e-05, "pred": 0.0005863133119419217, "loss_l2": 1.5273192843778816e-07, "loss_mape": 4.6357526779174805}}, "132": {"train": {"loss_reduced": -0.0008485019207000732, "pred": 8.557953697163612e-05, "loss_l2": 2.0613597371266223e-06, "loss_mape": 1.6920924186706543}}, "133": {"train": {"loss_reduced": 0.007105641067028046, "pred": 0.0015531633980572224, "loss_l2": 4.924499080516398e-05, "loss_mape": 0.9875924587249756}}, "134": {"train": {"loss_reduced": -0.0062840282917022705, "pred": 0.00028157667838968337, "loss_l2": 6.21155122644268e-05, "loss_mape": 1.2541859149932861}}, "135": {"train": {"loss_reduced": -0.003993704915046692, "pred": 0.00018422567518427968, "loss_l2": 1.829096618166659e-05, "loss_mape": 1.0708837509155273}, "valid": {"0": {"loss_reduced": -0.0016069784760475159, "pred": 0.00019069865811616182, "valid_loss_l2": 3.2316431770595955e-06, "valid_loss_mape": 1.118669033050537}}}, "136": {"train": {"loss_reduced": -0.0010866224765777588, "pred": 0.0007310432847589254, "loss_l2": 1.6953098338490236e-06, "loss_mape": 1.198245644569397}}, "137": {"train": {"loss_reduced": 0.0014112070202827454, "pred": 0.008247044868767262, "loss_l2": 3.736671203569131e-07, "loss_mape": 0.4331633746623993}}, "138": {"train": {"loss_reduced": 0.0005286261439323425, "pred": 0.0014311287086457014, "loss_l2": 6.859809946035966e-05, "loss_mape": 15.667778015136719}}, "139": {"train": {"loss_reduced": -0.0023415759205818176, "pred": 0.00016402723849751055, "loss_l2": 1.2667666851484682e-05, "loss_mape": 1.51998770236969}}, "140": {"train": {"loss_reduced": -2.0503997802734375e-05, "pred": 0.00027355473139323294, "loss_l2": 4.0696377823223884e-08, "loss_mape": 9.838736534118652}, "valid": {"0": {"loss_reduced": -0.001651562750339508, "pred": 0.00027968172798864543, "valid_loss_l2": 3.7297054404916707e-06, "valid_loss_mape": 1.1693437099456787}}}, "141": {"train": {"loss_reduced": 0.0022561922669410706, "pred": 0.011173771694302559, "loss_l2": 3.908416147169191e-06, "loss_mape": 0.876242458820343}}, "142": {"train": {"loss_reduced": -0.002410881221294403, "pred": 0.0011737062595784664, "loss_l2": 0.0002062115672742948, "loss_mape": 5.956356525421143}}, "143": {"train": {"loss_reduced": -0.00018158555030822754, "pred": 0.0008061242406256497, "loss_l2": 1.8456031511959736e-06, "loss_mape": 7.4814863204956055}}, "144": {"train": {"loss_reduced": 0.0007394179701805115, "pred": 0.0016283529112115502, "loss_l2": 4.409150822226593e-09, "loss_mape": 0.08980230242013931}}, "145": {"train": {"loss_reduced": -0.006262063980102539, "pred": 0.0023193778470158577, "loss_l2": 6.102724000811577e-05, "loss_mape": 1.2475109100341797}, "valid": {"0": {"loss_reduced": -0.0004821568727493286, "pred": 0.0022929059341549873, "valid_loss_l2": 7.700973583268933e-06, "valid_loss_mape": 5.755518436431885}}}, "146": {"train": {"loss_reduced": 0.00012971460819244385, "pred": 0.0002877216902561486, "loss_l2": 5.414209681475768e-06, "loss_mape": 17.938190460205078}}, "147": {"train": {"loss_reduced": -0.0021739304065704346, "pred": 0.0008059609681367874, "loss_l2": 6.00171279074857e-06, "loss_mape": 1.1269171237945557}}, "148": {"train": {"loss_reduced": 0.0005457103252410889, "pred": 0.001814908580854535, "loss_l2": 7.341773056168677e-08, "loss_mape": 0.49652180075645447}}, "149": {"train": {"loss_reduced": -0.0005053207278251648, "pred": 0.0012565902434289455, "loss_l2": 5.0603143790795e-06, "loss_mape": 4.451656341552734}}, "150": {"train": {"loss_reduced": 0.0012750998139381409, "pred": 0.0012184875085949898, "loss_l2": 9.05544350615628e-09, "loss_mape": 0.0746295303106308}, "valid": {"0": {"loss_reduced": -0.0016427412629127502, "pred": 0.0011353318113833666, "valid_loss_l2": 7.71769009588752e-06, "valid_loss_mape": 1.6911202669143677}}}, "151": {"train": {"loss_reduced": -0.002985633909702301, "pred": 0.00022098537010606378, "loss_l2": 1.7065911379177123e-05, "loss_mape": 1.3836561441421509}}, "152": {"train": {"loss_reduced": 0.003117382526397705, "pred": 0.0035837714094668627, "loss_l2": 8.401369996136054e-06, "loss_mape": 0.929790198802948}}, "153": {"train": {"loss_reduced": 0.0005250796675682068, "pred": 0.0013284403830766678, "loss_l2": 9.096595022128895e-06, "loss_mape": 5.743997573852539}}, "154": {"train": {"loss_reduced": -0.0036105066537857056, "pred": 0.0005063434364274144, "loss_l2": 2.4714030587347224e-05, "loss_mape": 1.3769038915634155}}, "155": {"train": {"loss_reduced": 0.0004999414086341858, "pred": 0.0005750836571678519, "loss_l2": 1.6726964258140242e-10, "loss_mape": 0.02586958557367325}, "valid": {"0": {"loss_reduced": 0.0009288564324378967, "pred": 0.0004897110047750175, "valid_loss_l2": 1.928487023405978e-07, "valid_loss_mape": 0.4727807343006134}}}, "156": {"train": {"loss_reduced": 0.004079736769199371, "pred": 0.005064983852207661, "loss_l2": 1.2627613614313304e-05, "loss_mape": 0.8710207343101501}}, "157": {"train": {"loss_reduced": 0.0023273006081581116, "pred": 0.0020162295550107956, "loss_l2": 7.5541888691077475e-06, "loss_mape": 1.1809769868850708}}, "158": {"train": {"loss_reduced": -0.001009337604045868, "pred": 0.00046423490857705474, "loss_l2": 9.006139407574665e-06, "loss_mape": 2.973259925842285}}, "159": {"train": {"loss_reduced": -0.0051073431968688965, "pred": 0.0002433554909657687, "loss_l2": 3.097446824540384e-05, "loss_mape": 1.0896998643875122}}, "160": {"train": {"loss_reduced": -0.00038805603981018066, "pred": 0.0007732158992439508, "loss_l2": 4.2646186670936004e-07, "loss_mape": 1.682850956916809}, "valid": {"0": {"loss_reduced": -0.004997417330741882, "pred": 0.0008405823027715087, "valid_loss_l2": 3.4082240745192394e-05, "valid_loss_mape": 1.168203353881836}}}, "161": {"train": {"loss_reduced": -0.005194902420043945, "pred": 0.0002736961469054222, "loss_l2": 3.6433546483749524e-05, "loss_mape": 1.161912202835083}}, "162": {"train": {"loss_reduced": 0.004471383988857269, "pred": 0.00841439887881279, "loss_l2": 1.739290564728435e-05, "loss_mape": 0.9327045679092407}}, "163": {"train": {"loss_reduced": 0.0013951212167739868, "pred": 0.0013811913086101413, "loss_l2": 4.331434320192784e-05, "loss_mape": 4.717413425445557}}, "164": {"train": {"loss_reduced": -0.00048514455556869507, "pred": 0.0006276233470998704, "loss_l2": 3.355713715791353e-06, "loss_mape": 3.775907039642334}}, "165": {"train": {"loss_reduced": -0.00247848778963089, "pred": 0.0003526376676745713, "loss_l2": 9.557966222928371e-06, "loss_mape": 1.2473719120025635}, "valid": {"0": {"loss_reduced": -0.0030956044793128967, "pred": 0.00037825628533028066, "valid_loss_l2": 1.2067707757523749e-05, "valid_loss_mape": 1.1221914291381836}}}, "166": {"train": {"loss_reduced": -0.001401469111442566, "pred": 0.00048116000834852457, "loss_l2": 3.1120673611439997e-06, "loss_mape": 1.2587542533874512}}, "167": {"train": {"loss_reduced": -0.004425756633281708, "pred": 0.00013996593770571053, "loss_l2": 2.439977652102243e-05, "loss_mape": 1.1161059141159058}}, "168": {"train": {"loss_reduced": -0.0007573142647743225, "pred": 0.0005344214150682092, "loss_l2": 8.486311458000273e-07, "loss_mape": 1.2164194583892822}}, "169": {"train": {"loss_reduced": 0.003349192440509796, "pred": 0.0019336568657308817, "loss_l2": 7.959114554978441e-06, "loss_mape": 0.8423494100570679}}, "170": {"train": {"loss_reduced": -0.002529449760913849, "pred": 0.0013177143409848213, "loss_l2": 1.933084240590688e-05, "loss_mape": 1.7381983995437622}, "valid": {"0": {"loss_reduced": 0.003953516483306885, "pred": 0.0014397077029570937, "valid_loss_l2": 6.319234216789482e-06, "valid_loss_mape": 0.6358411908149719}}}, "171": {"train": {"loss_reduced": -0.0028635337948799133, "pred": 0.0001364394702250138, "loss_l2": 1.7739828763296828e-05, "loss_mape": 1.4708635807037354}}, "172": {"train": {"loss_reduced": -0.0019219964742660522, "pred": 0.0006815101951360703, "loss_l2": 4.3675536289811134e-06, "loss_mape": 1.0873428583145142}}, "173": {"train": {"loss_reduced": 0.002351634204387665, "pred": 0.002734422916546464, "loss_l2": 2.861769871742581e-06, "loss_mape": 0.7193621397018433}}, "174": {"train": {"loss_reduced": 0.0007763803005218506, "pred": 0.0021486706100404263, "loss_l2": 3.320401447126642e-06, "loss_mape": 2.347041606903076}}, "175": {"train": {"loss_reduced": -0.003459028899669647, "pred": 0.0008967631729319692, "loss_l2": 3.088608355028555e-05, "loss_mape": 1.6066720485687256}, "valid": {"0": {"loss_reduced": 0.0014732256531715393, "pred": 0.0009834796655923128, "valid_loss_l2": 2.3985111852198315e-07, "valid_loss_mape": 0.3324310779571533}}}, "176": {"train": {"loss_reduced": -0.006704472005367279, "pred": 0.00016706690075807273, "loss_l2": 5.7665987696964294e-05, "loss_mape": 1.1326488256454468}}, "177": {"train": {"loss_reduced": 0.0009744837880134583, "pred": 0.028943056240677834, "loss_l2": 5.378516334531014e-07, "loss_mape": 0.752586841583252}}, "178": {"train": {"loss_reduced": 0.0001458674669265747, "pred": 0.0006135470466688275, "loss_l2": 0.0008096971432678401, "loss_mape": 195.0755615234375}}, "179": {"train": {"loss_reduced": 0.0033870041370391846, "pred": 0.0008094421937130392, "loss_l2": 7.653101420146413e-06, "loss_mape": 0.8167760372161865}}, "180": {"train": {"loss_reduced": -3.0837953090667725e-05, "pred": 0.0014480070676654577, "loss_l2": 6.942029244783043e-07, "loss_mape": 27.018278121948242}, "valid": {"0": {"loss_reduced": -0.00019165873527526855, "pred": 0.001421063905581832, "valid_loss_l2": 2.600874267955078e-06, "valid_loss_mape": 8.41455364227295}}}, "181": {"train": {"loss_reduced": -1.3984739780426025e-05, "pred": 0.00013851695985067636, "loss_l2": 2.0755353489221307e-06, "loss_mape": 103.01742553710938}}, "182": {"train": {"loss_reduced": 0.007595784962177277, "pred": 0.0013631645124405622, "loss_l2": 5.498669997905381e-05, "loss_mape": 0.976239025592804}}, "183": {"train": {"loss_reduced": -0.004423677921295166, "pred": 0.0006837763357907534, "loss_l2": 3.343283970025368e-05, "loss_mape": 1.3070828914642334}}, "184": {"train": {"loss_reduced": -0.0036801695823669434, "pred": 0.00021211273269727826, "loss_l2": 1.911937761178706e-05, "loss_mape": 1.1881439685821533}}, "185": {"train": {"loss_reduced": -0.0033477768301963806, "pred": 0.00014656719577033073, "loss_l2": 1.2701933883363381e-05, "loss_mape": 1.0645803213119507}, "valid": {"0": {"loss_reduced": -0.000942133367061615, "pred": 0.0001505837426520884, "valid_loss_l2": 1.1940305739699397e-06, "valid_loss_mape": 1.1598327159881592}}}, "186": {"train": {"loss_reduced": -0.0043372660875320435, "pred": 0.0004596344952005893, "loss_l2": 2.0119510736549273e-05, "loss_mape": 1.0341717004776}}, "187": {"train": {"loss_reduced": -0.0022287890315055847, "pred": 0.00029686890775337815, "loss_l2": 7.2542943598818965e-06, "loss_mape": 1.2084498405456543}}, "188": {"train": {"loss_reduced": 0.002958856523036957, "pred": 0.0010138548677787185, "loss_l2": 7.077321697579464e-06, "loss_mape": 0.8991053104400635}}, "189": {"train": {"loss_reduced": -0.001963786780834198, "pred": 0.000462562806205824, "loss_l2": 8.925543625082355e-06, "loss_mape": 1.5213284492492676}}, "190": {"train": {"loss_reduced": -0.0007994472980499268, "pred": 0.00024684687377884984, "loss_l2": 1.5948345435390365e-06, "loss_mape": 1.5796757936477661}, "valid": {"0": {"loss_reduced": 0.007339060306549072, "pred": 0.00024466216564178467, "valid_loss_l2": 5.033048364566639e-05, "valid_loss_mape": 0.9666630029678345}}}, "191": {"train": {"loss_reduced": 0.0016381293535232544, "pred": 0.0017334470758214593, "loss_l2": 1.9381329821044346e-06, "loss_mape": 0.8498525619506836}}, "192": {"train": {"loss_reduced": 0.0019650980830192566, "pred": 0.004806917626410723, "loss_l2": 1.075030979791336e-07, "loss_mape": 0.1668500155210495}}, "193": {"train": {"loss_reduced": -0.00028035789728164673, "pred": 0.002000547479838133, "loss_l2": 2.5632391043473035e-05, "loss_mape": 18.058504104614258}}, "194": {"train": {"loss_reduced": 0.002541676163673401, "pred": 0.0011620773002505302, "loss_l2": 2.6607099812281376e-07, "loss_mape": 0.20294508337974548}}, "195": {"train": {"loss_reduced": -0.011100273579359055, "pred": 0.0004466557002160698, "loss_l2": 0.00015142255870159715, "loss_mape": 1.108566164970398}, "valid": {"0": {"loss_reduced": -0.00775793194770813, "pred": 0.0004452299326658249, "valid_loss_l2": 6.729186134180054e-05, "valid_loss_mape": 1.0573903322219849}}}, "196": {"train": {"loss_reduced": -0.003926768898963928, "pred": 0.000158943934366107, "loss_l2": 1.9150837033521384e-05, "loss_mape": 1.1144447326660156}}, "197": {"train": {"loss_reduced": -0.00033169984817504883, "pred": 0.0004331962263677269, "loss_l2": 2.3765640833062207e-07, "loss_mape": 1.4697027206420898}}, "198": {"train": {"loss_reduced": 0.0027311965823173523, "pred": 0.002858526771888137, "loss_l2": 4.977870958100539e-06, "loss_mape": 0.8168999552726746}}, "199": {"train": {"loss_reduced": 0.000514686107635498, "pred": 0.0015315411146730185, "loss_l2": 3.6502806324278936e-06, "loss_mape": 3.712108612060547}}, "200": {"train": {"loss_reduced": -0.0020666494965553284, "pred": 0.000703484402038157, "loss_l2": 1.5670928405597806e-05, "loss_mape": 1.9154927730560303}, "valid": {"0": {"loss_reduced": -0.0009725913405418396, "pred": 0.0006482927710749209, "valid_loss_l2": 2.627265075716423e-06, "valid_loss_mape": 1.6665623188018799}}}, "201": {"train": {"loss_reduced": 0.0026253238320350647, "pred": 0.003175243502482772, "loss_l2": 3.927566012862371e-06, "loss_mape": 0.7548816800117493}}, "202": {"train": {"loss_reduced": -0.002566106617450714, "pred": 0.0011210053926333785, "loss_l2": 3.421334986342117e-05, "loss_mape": 2.2794134616851807}}, "203": {"train": {"loss_reduced": -0.0008460134267807007, "pred": 0.0004332832177169621, "loss_l2": 3.7257723306538537e-06, "loss_mape": 2.281554698944092}}, "204": {"train": {"loss_reduced": -0.0035188570618629456, "pred": 0.0002026697329711169, "loss_l2": 1.5673715097364038e-05, "loss_mape": 1.1250824928283691}}, "205": {"train": {"loss_reduced": 0.009137406945228577, "pred": 0.014332794584333897, "loss_l2": 7.913042645668611e-05, "loss_mape": 0.9735287427902222}, "valid": {"0": {"loss_reduced": -0.0032812952995300293, "pred": 0.011933141387999058, "valid_loss_l2": 0.00023147909087128937, "valid_loss_mape": 4.636716842651367}}}, "206": {"train": {"loss_reduced": -0.0016071051359176636, "pred": 0.0002720772463362664, "loss_l2": 0.0001685670722508803, "loss_mape": 8.078710556030273}}, "207": {"train": {"loss_reduced": 0.006011076271533966, "pred": 0.000952592003159225, "loss_l2": 3.276002826169133e-05, "loss_mape": 0.9521818161010742}}, "208": {"train": {"loss_reduced": -0.003549434244632721, "pred": 0.001865958794951439, "loss_l2": 2.019082421611529e-05, "loss_mape": 1.2659538984298706}}, "209": {"train": {"loss_reduced": -0.0021276921033859253, "pred": 0.0027743512764573097, "loss_l2": 1.5783309208927676e-05, "loss_mape": 1.8671975135803223}}, "210": {"train": {"loss_reduced": 0.0010021105408668518, "pred": 0.0036224492359906435, "loss_l2": 2.999248636115226e-06, "loss_mape": 1.7281864881515503}, "valid": {"0": {"loss_reduced": -0.0029184892773628235, "pred": 0.00404132716357708, "valid_loss_l2": 4.84390438941773e-05, "valid_loss_mape": 2.384732484817505}}}, "211": {"train": {"loss_reduced": 0.0033794790506362915, "pred": 0.000601157546043396, "loss_l2": 1.7787827744086826e-07, "loss_mape": 0.12479916960000992}}, "212": {"train": {"loss_reduced": -0.003654792904853821, "pred": 0.00024603866040706635, "loss_l2": 1.831504050642252e-05, "loss_mape": 1.1709575653076172}}, "213": {"train": {"loss_reduced": -0.0028593167662620544, "pred": 0.00032864644890651107, "loss_l2": 9.807652531890199e-06, "loss_mape": 1.095267653465271}}, "214": {"train": {"loss_reduced": -0.0007314160466194153, "pred": 0.0005801386432722211, "loss_l2": 1.063103013621003e-06, "loss_mape": 1.4096885919570923}}, "215": {"train": {"loss_reduced": 0.0011121779680252075, "pred": 0.0013469448313117027, "loss_l2": 1.68648654153003e-07, "loss_mape": 0.369247168302536}, "valid": {"0": {"loss_reduced": 0.0023027360439300537, "pred": 0.0013126941630616784, "valid_loss_l2": 9.801829037314747e-07, "valid_loss_mape": 0.4299415349960327}}}, "216": {"train": {"loss_reduced": -0.00206766277551651, "pred": 0.00018982253095600754, "loss_l2": 1.0814052075147629e-05, "loss_mape": 1.5904297828674316}}, "217": {"train": {"loss_reduced": -0.006378099322319031, "pred": 0.00022144328977447003, "loss_l2": 4.3176074541406706e-05, "loss_mape": 1.0302207469940186}}, "218": {"train": {"loss_reduced": -0.0013472214341163635, "pred": 0.0005221001338213682, "loss_l2": 2.47680873144418e-06, "loss_mape": 1.1681731939315796}}, "219": {"train": {"loss_reduced": 0.006041824817657471, "pred": 0.002204972319304943, "loss_l2": 3.0327037165989168e-05, "loss_mape": 0.9114794135093689}}, "220": {"train": {"loss_reduced": 0.006735004484653473, "pred": 0.01257568784058094, "loss_l2": 2.266743285872508e-05, "loss_mape": 0.706908643245697}, "valid": {"0": {"loss_reduced": -0.002475820481777191, "pred": 0.01315847784280777, "valid_loss_l2": 0.0002444312849547714, "valid_loss_mape": 6.314795017242432}}}, "221": {"train": {"loss_reduced": 0.0006145387887954712, "pred": 0.0014113407814875245, "loss_l2": 0.00016463453357573599, "loss_mape": 20.879070281982422}}, "222": {"train": {"loss_reduced": -0.0021698474884033203, "pred": 0.0007566476706415415, "loss_l2": 1.2584692740347236e-05, "loss_mape": 1.6349034309387207}}, "223": {"train": {"loss_reduced": 0.0004362165927886963, "pred": 0.0008377307094633579, "loss_l2": 1.0327850930025306e-07, "loss_mape": 0.7367205619812012}}, "224": {"train": {"loss_reduced": -0.0015431270003318787, "pred": 0.0013051156420260668, "loss_l2": 5.693470484402496e-06, "loss_mape": 1.5462754964828491}}, "225": {"train": {"loss_reduced": 0.003538258373737335, "pred": 0.002630712930113077, "loss_l2": 4.75650631415192e-06, "loss_mape": 0.6163884401321411}, "valid": {"0": {"loss_reduced": -0.002122946083545685, "pred": 0.002441118936985731, "valid_loss_l2": 2.0830690118600614e-05, "valid_loss_mape": 2.1498732566833496}}}, "226": {"train": {"loss_reduced": 0.00017017871141433716, "pred": 0.00023767609673086554, "loss_l2": 5.821042122988729e-06, "loss_mape": 14.177351951599121}}, "227": {"train": {"loss_reduced": -0.0024850815534591675, "pred": 0.0003764486173167825, "loss_l2": 7.396830824291101e-06, "loss_mape": 1.0944154262542725}}, "228": {"train": {"loss_reduced": -0.002647489309310913, "pred": 0.00063030153978616, "loss_l2": 9.168871656584088e-06, "loss_mape": 1.1437305212020874}}, "229": {"train": {"loss_reduced": 0.0025420039892196655, "pred": 0.001371697522699833, "loss_l2": 3.814677256741561e-06, "loss_mape": 0.7683386206626892}}, "230": {"train": {"loss_reduced": -0.0005419403314590454, "pred": 0.0014982386492192745, "loss_l2": 4.254537998349406e-06, "loss_mape": 3.8060522079467773}, "valid": {"0": {"loss_reduced": 0.00067853182554245, "pred": 0.0012838066322728992, "valid_loss_l2": 3.6635759670389234e-07, "valid_loss_mape": 0.892035961151123}}}, "231": {"train": {"loss_reduced": -0.004688329994678497, "pred": 0.00012980551400687546, "loss_l2": 3.678314897115342e-05, "loss_mape": 1.2936186790466309}}, "232": {"train": {"loss_reduced": 0.00042185187339782715, "pred": 0.00047236456885002553, "loss_l2": 8.418482622118972e-08, "loss_mape": 0.6877917051315308}}, "233": {"train": {"loss_reduced": -0.004260532557964325, "pred": 0.0004602851695381105, "loss_l2": 2.2807917048339732e-05, "loss_mape": 1.1209311485290527}}, "234": {"train": {"loss_reduced": 0.0009007528424263, "pred": 0.0008573534432798624, "loss_l2": 1.6713369177523418e-07, "loss_mape": 0.4538646638393402}}, "235": {"train": {"loss_reduced": -0.0016459748148918152, "pred": 0.0005568813066929579, "loss_l2": 5.780651918030344e-06, "loss_mape": 1.4607141017913818}, "valid": {"0": {"loss_reduced": 0.012232281267642975, "pred": 0.0005614572437480092, "valid_loss_l2": 0.00013620813842862844, "valid_loss_mape": 0.9541003704071045}}}, "236": {"train": {"loss_reduced": 0.003370217978954315, "pred": 0.0030808059964329004, "loss_l2": 7.760670087009203e-06, "loss_mape": 0.8265928030014038}}, "237": {"train": {"loss_reduced": -0.0027217119932174683, "pred": 0.0012522127944976091, "loss_l2": 3.382426803000271e-05, "loss_mape": 2.1368401050567627}}, "238": {"train": {"loss_reduced": -0.0005262047052383423, "pred": 0.0004961707163602114, "loss_l2": 2.7435823994892417e-06, "loss_mape": 3.1477792263031006}}, "239": {"train": {"loss_reduced": -0.0032777339220046997, "pred": 0.0001363301562378183, "loss_l2": 1.4582547009922564e-05, "loss_mape": 1.1650457382202148}}, "240": {"train": {"loss_reduced": -0.0002534016966819763, "pred": 9.625512757338583e-05, "loss_l2": 1.5516874896093213e-07, "loss_mape": 1.554506778717041}, "valid": {"0": {"loss_reduced": 0.0019507482647895813, "pred": 8.68595961946994e-05, "valid_loss_l2": 3.474081040621968e-06, "valid_loss_mape": 0.9554737210273743}}}, "241": {"train": {"loss_reduced": -0.0019768700003623962, "pred": 0.0002257347950944677, "loss_l2": 4.2728274820547085e-06, "loss_mape": 1.0456336736679077}}, "242": {"train": {"loss_reduced": -0.0009543895721435547, "pred": 0.00018440288840793073, "loss_l2": 1.3838088079864974e-06, "loss_mape": 1.2325721979141235}}, "243": {"train": {"loss_reduced": 0.0026987269520759583, "pred": 0.0007204686990007758, "loss_l2": 6.311705874395557e-06, "loss_mape": 0.9309244155883789}}, "244": {"train": {"loss_reduced": -0.003995634615421295, "pred": 0.0002612750686239451, "loss_l2": 2.254076025565155e-05, "loss_mape": 1.1882245540618896}}, "245": {"train": {"loss_reduced": 0.007758282124996185, "pred": 0.00046017239219509065, "loss_l2": 5.62574241484981e-05, "loss_mape": 0.9667726159095764}, "valid": {"0": {"loss_reduced": -0.002325683832168579, "pred": 0.00045254683936946094, "valid_loss_l2": 7.718565939285327e-06, "valid_loss_mape": 1.1945866346359253}}}, "246": {"train": {"loss_reduced": -0.0005355700850486755, "pred": 7.822916086297482e-05, "loss_l2": 9.066608299690415e-07, "loss_mape": 1.7778950929641724}}, "247": {"train": {"loss_reduced": 0.0008444786071777344, "pred": 0.0006927818176336586, "loss_l2": 5.937416176493571e-07, "loss_mape": 0.9124521613121033}}, "248": {"train": {"loss_reduced": 0.0007630735635757446, "pred": 0.0018019822891801596, "loss_l2": 7.881179597823973e-10, "loss_mape": 0.03678994998335838}}, "249": {"train": {"loss_reduced": -0.0051795244216918945, "pred": 0.00045303357183001935, "loss_l2": 4.564696064335294e-05, "loss_mape": 1.3044158220291138}}, "250": {"train": {"loss_reduced": 0.000743865966796875, "pred": 0.00033803406404331326, "loss_l2": 4.2182772830301474e-08, "loss_mape": 0.2761041224002838}, "valid": {"0": {"loss_reduced": 0.0030948594212532043, "pred": 0.00044133112533017993, "valid_loss_l2": 7.041212029434973e-06, "valid_loss_mape": 0.8573986291885376}}}, "251": {"train": {"loss_reduced": -0.000507652759552002, "pred": 0.0001848865649662912, "loss_l2": 5.539363314710499e-07, "loss_mape": 1.4660985469818115}}, "252": {"train": {"loss_reduced": -0.0007942616939544678, "pred": 0.00010364889749325812, "loss_l2": 9.046532341017155e-07, "loss_mape": 1.1975053548812866}}, "253": {"train": {"loss_reduced": -0.0029155537486076355, "pred": 4.222672578180209e-05, "loss_l2": 9.097738256969023e-06, "loss_mape": 1.0345361232757568}}, "254": {"train": {"loss_reduced": -0.000978037714958191, "pred": 0.00014810095308348536, "loss_l2": 1.0450470426803804e-06, "loss_mape": 1.0452311038970947}}, "255": {"train": {"loss_reduced": -0.0021934881806373596, "pred": 8.151883230311796e-05, "loss_l2": 5.293371486914111e-06, "loss_mape": 1.0488922595977783}, "valid": {"0": {"loss_reduced": 0.007696397602558136, "pred": 0.00012620975030586123, "valid_loss_l2": 5.730774500989355e-05, "valid_loss_mape": 0.983601450920105}}}, "256": {"train": {"loss_reduced": -0.002447865903377533, "pred": 0.00021721379016526043, "loss_l2": 6.467418643296696e-06, "loss_mape": 1.038909912109375}}, "257": {"train": {"loss_reduced": -0.0008860006928443909, "pred": 0.00026651707594282925, "loss_l2": 1.1726710908988025e-06, "loss_mape": 1.2222331762313843}}, "258": {"train": {"loss_reduced": 0.004591390490531921, "pred": 0.0009345634025521576, "loss_l2": 1.8849847037927248e-05, "loss_mape": 0.9456048011779785}}, "259": {"train": {"loss_reduced": 0.004236064851284027, "pred": 0.0026344861835241318, "loss_l2": 1.086732117983047e-05, "loss_mape": 0.7782133221626282}}, "260": {"train": {"loss_reduced": -0.012851879000663757, "pred": 0.001362571376375854, "loss_l2": 0.00023283834161702543, "loss_mape": 1.187300443649292}, "valid": {"0": {"loss_reduced": -0.005582824349403381, "pred": 0.0013781511224806309, "valid_loss_l2": 4.8455178330186754e-05, "valid_loss_mape": 1.2468554973602295}}}, "261": {"train": {"loss_reduced": 0.00042200833559036255, "pred": 0.00031328643672168255, "loss_l2": 8.728655984668876e-07, "loss_mape": 2.2138729095458984}}, "262": {"train": {"loss_reduced": -0.000777706503868103, "pred": 1.1255468052695505e-05, "loss_l2": 1.135386469286459e-06, "loss_mape": 1.3701121807098389}}, "263": {"train": {"loss_reduced": 0.0055017247796058655, "pred": 0.00042850064346566796, "loss_l2": 2.9699256629101e-05, "loss_mape": 0.9905443787574768}}, "264": {"train": {"loss_reduced": -0.004758566617965698, "pred": 0.00017351828864775598, "loss_l2": 2.6674304535845295e-05, "loss_mape": 1.0853514671325684}}, "265": {"train": {"loss_reduced": -0.0008088946342468262, "pred": 0.00010771441884571686, "loss_l2": 1.0202933253822266e-06, "loss_mape": 1.248735785484314}, "valid": {"0": {"loss_reduced": -0.004856228828430176, "pred": 8.442864054813981e-05, "valid_loss_l2": 2.4410095647908747e-05, "valid_loss_mape": 1.0173856019973755}}}, "266": {"train": {"loss_reduced": 0.0013786330819129944, "pred": 0.0009114549029618502, "loss_l2": 1.6644605693727499e-06, "loss_mape": 0.9358108043670654}}, "267": {"train": {"loss_reduced": -0.0019431784749031067, "pred": 0.00022194418124854565, "loss_l2": 7.847381311876234e-06, "loss_mape": 1.4416162967681885}}, "268": {"train": {"loss_reduced": 0.002974003553390503, "pred": 0.00027903186855837703, "loss_l2": 7.6222549978410825e-06, "loss_mape": 0.9283254146575928}}, "269": {"train": {"loss_reduced": -0.001624077558517456, "pred": 0.00022631481988355517, "loss_l2": 3.6592266496882075e-06, "loss_mape": 1.1778442859649658}}, "270": {"train": {"loss_reduced": -0.006523780524730682, "pred": 3.9092621591407806e-05, "loss_l2": 4.554207407636568e-05, "loss_mape": 1.0344442129135132}, "valid": {"0": {"loss_reduced": -0.0010534822940826416, "pred": 4.061089930473827e-05, "valid_loss_l2": 1.1970399782512686e-06, "valid_loss_mape": 1.0385491847991943}}}, "271": {"train": {"loss_reduced": 0.004523321986198425, "pred": 0.0037083516363054514, "loss_l2": 2.0104178474866785e-05, "loss_mape": 0.9912555813789368}}, "272": {"train": {"loss_reduced": 0.0004293397068977356, "pred": 0.00038160098483785987, "loss_l2": 3.988541266153334e-06, "loss_mape": 4.651638984680176}}, "273": {"train": {"loss_reduced": -0.003388933837413788, "pred": 0.00014928144810255617, "loss_l2": 1.4384700989467092e-05, "loss_mape": 1.119147539138794}}, "274": {"train": {"loss_reduced": -0.0010373890399932861, "pred": 0.00017489184392616153, "loss_l2": 1.4086286910242052e-06, "loss_mape": 1.1440805196762085}}, "275": {"train": {"loss_reduced": 6.94766640663147e-05, "pred": 0.0005091687198728323, "loss_l2": 1.8348558228353795e-08, "loss_mape": 1.949674129486084}, "valid": {"0": {"loss_reduced": -0.005850315093994141, "pred": 0.0005460436223074794, "valid_loss_l2": 4.091340451850556e-05, "valid_loss_mape": 1.093335747718811}}}, "276": {"train": {"loss_reduced": 0.0002109929919242859, "pred": 2.6760249966173433e-05, "loss_l2": 6.982285327694626e-08, "loss_mape": 1.2523645162582397}}, "277": {"train": {"loss_reduced": -0.004795439541339874, "pred": 0.00015617950703017414, "loss_l2": 2.326760113646742e-05, "loss_mape": 1.0058828592300415}}, "278": {"train": {"loss_reduced": -0.0030630826950073242, "pred": 8.381820225622505e-05, "loss_l2": 1.0384385859651957e-05, "loss_mape": 1.0520386695861816}}, "279": {"train": {"loss_reduced": 0.005386531352996826, "pred": 0.000376431446056813, "loss_l2": 2.816066626110114e-05, "loss_mape": 0.9851725101470947}}, "280": {"train": {"loss_reduced": -0.0006056204438209534, "pred": 0.0005184868932701647, "loss_l2": 8.720480195734126e-07, "loss_mape": 1.541947841644287}, "valid": {"0": {"loss_reduced": 0.00040362775325775146, "pred": 0.0005951056955382228, "valid_loss_l2": 3.666380266054148e-08, "valid_loss_mape": 0.4743924140930176}}}, "281": {"train": {"loss_reduced": -0.0011353343725204468, "pred": 9.526015492156148e-05, "loss_l2": 3.180998419338721e-06, "loss_mape": 1.5709339380264282}}, "282": {"train": {"loss_reduced": 0.00032976269721984863, "pred": 0.00046767687308602035, "loss_l2": 5.363185451301433e-08, "loss_mape": 0.7022793292999268}}, "283": {"train": {"loss_reduced": -0.002538233995437622, "pred": 0.00015175490989349782, "loss_l2": 9.055788723344449e-06, "loss_mape": 1.1855816841125488}}, "284": {"train": {"loss_reduced": 0.0033967718482017517, "pred": 0.0002983595768455416, "loss_l2": 1.0426279914099723e-05, "loss_mape": 0.9506011009216309}}, "285": {"train": {"loss_reduced": -0.0007234290242195129, "pred": 0.00033938599517568946, "loss_l2": 9.989456657422124e-07, "loss_mape": 1.381576657295227}, "valid": {"0": {"loss_reduced": -0.004240192472934723, "pred": 0.000375839852495119, "valid_loss_l2": 2.1307754650479183e-05, "valid_loss_mape": 1.0886374711990356}}}, "286": {"train": {"loss_reduced": 0.0008681118488311768, "pred": 0.0019197104265913367, "loss_l2": 2.7994650508844643e-07, "loss_mape": 0.6094833612442017}}, "287": {"train": {"loss_reduced": 2.0205974578857422e-05, "pred": 0.0005618332652375102, "loss_l2": 2.8884830953757046e-06, "loss_mape": 84.1114501953125}}, "288": {"train": {"loss_reduced": -0.0019898787140846252, "pred": 0.00012654428428504616, "loss_l2": 6.506078534584958e-06, "loss_mape": 1.2818377017974854}}, "289": {"train": {"loss_reduced": 0.0008879005908966064, "pred": 0.00030066363979130983, "loss_l2": 5.532272098207613e-07, "loss_mape": 0.8376978635787964}}, "290": {"train": {"loss_reduced": -0.0013293921947479248, "pred": 0.0004143760015722364, "loss_l2": 2.6523587166593643e-06, "loss_mape": 1.2250759601593018}, "valid": {"0": {"loss_reduced": -0.003204457461833954, "pred": 0.00043705131975002587, "valid_loss_l2": 1.3260585546959192e-05, "valid_loss_mape": 1.1363885402679443}}}, "291": {"train": {"loss_reduced": -0.0039247870445251465, "pred": 7.882528734626248e-05, "loss_l2": 1.90389619092457e-05, "loss_mape": 1.1117459535598755}}, "292": {"train": {"loss_reduced": 0.0018433481454849243, "pred": 0.0007144664996303618, "loss_l2": 3.1500571822107304e-06, "loss_mape": 0.9628349542617798}}, "293": {"train": {"loss_reduced": 0.0025705695152282715, "pred": 0.0025590332224965096, "loss_l2": 3.332416781631764e-06, "loss_mape": 0.7101503610610962}}, "294": {"train": {"loss_reduced": -0.002910792827606201, "pred": 0.00144242774695158, "loss_l2": 2.5386823836015537e-05, "loss_mape": 1.7309833765029907}}, "295": {"train": {"loss_reduced": -0.003404863178730011, "pred": 0.0006981926853768528, "loss_l2": 2.5915667720255442e-05, "loss_mape": 1.4951388835906982}, "valid": {"0": {"loss_reduced": 0.002994321286678314, "pred": 0.0006679281941615045, "valid_loss_l2": 5.412104655988514e-06, "valid_loss_mape": 0.7769349813461304}}}, "296": {"train": {"loss_reduced": -0.002387315034866333, "pred": 2.6950754545396194e-05, "loss_l2": 9.630611202737782e-06, "loss_mape": 1.2999216318130493}}, "297": {"train": {"loss_reduced": 0.0029514580965042114, "pred": 0.0004321554733905941, "loss_l2": 8.475501999782864e-06, "loss_mape": 0.9863841533660889}}, "298": {"train": {"loss_reduced": -0.0015621110796928406, "pred": 0.00046882970491424203, "loss_l2": 3.786705519814859e-06, "loss_mape": 1.2457154989242554}}, "299": {"train": {"loss_reduced": 0.002193741500377655, "pred": 0.0011828402057290077, "loss_l2": 2.7918895284528844e-06, "loss_mape": 0.7616643905639648}}, "300": {"train": {"loss_reduced": 0.002652861177921295, "pred": 0.0028748612385243177, "loss_l2": 2.2568872282136e-06, "loss_mape": 0.5662919878959656}, "valid": {"0": {"loss_reduced": -0.00930871069431305, "pred": 0.003427764866501093, "valid_loss_l2": 0.0001622177951503545, "valid_loss_mape": 1.3682318925857544}}}, "301": {"train": {"loss_reduced": 0.0012233257293701172, "pred": 0.00037309981416910887, "loss_l2": 2.358468009333592e-06, "loss_mape": 1.255373239517212}}, "302": {"train": {"loss_reduced": 0.0014285370707511902, "pred": 0.000250480865361169, "loss_l2": 9.958904456652817e-07, "loss_mape": 0.6985769867897034}}, "303": {"train": {"loss_reduced": -0.0023946017026901245, "pred": 7.060017378535122e-05, "loss_l2": 7.098564765328774e-06, "loss_mape": 1.1126331090927124}}, "304": {"train": {"loss_reduced": -0.0029885992407798767, "pred": 0.00015524739865213633, "loss_l2": 9.338582458440214e-06, "loss_mape": 1.0225223302841187}}, "305": {"train": {"loss_reduced": 0.001703709363937378, "pred": 0.0026051546446979046, "loss_l2": 2.2173915112944087e-06, "loss_mape": 0.8740286827087402}, "valid": {"0": {"loss_reduced": -0.0004990845918655396, "pred": 0.002452707616612315, "valid_loss_l2": 8.713077477295883e-06, "valid_loss_mape": 5.914412498474121}}}, "306": {"train": {"loss_reduced": -0.0030960217118263245, "pred": 8.308343240059912e-05, "loss_l2": 2.457903974573128e-05, "loss_mape": 1.6013212203979492}}, "307": {"train": {"loss_reduced": 8.456408977508545e-06, "pred": 0.00027902424335479736, "loss_l2": 3.8704928151389595e-09, "loss_mape": 7.356939315795898}}, "308": {"train": {"loss_reduced": 0.00044120848178863525, "pred": 0.0008850764716044068, "loss_l2": 2.5285364912974728e-08, "loss_mape": 0.36040496826171875}}, "309": {"train": {"loss_reduced": 0.0015096142888069153, "pred": 0.002051841001957655, "loss_l2": 4.120293226606009e-07, "loss_mape": 0.42520472407341003}}, "310": {"train": {"loss_reduced": -0.0025014057755470276, "pred": 0.0017759992042556405, "loss_l2": 2.2855523639009334e-05, "loss_mape": 1.9112234115600586}, "valid": {"0": {"loss_reduced": -0.00036707520484924316, "pred": 0.0016922671347856522, "valid_loss_l2": 4.240891030349303e-06, "valid_loss_mape": 5.610137462615967}}}, "311": {"train": {"loss_reduced": 0.0013370215892791748, "pred": 0.00020089246390853077, "loss_l2": 8.548122565343874e-08, "loss_mape": 0.21867389976978302}}, "312": {"train": {"loss_reduced": -0.0011271461844444275, "pred": 0.00011878256918862462, "loss_l2": 1.7661509446043056e-06, "loss_mape": 1.1790539026260376}}, "313": {"train": {"loss_reduced": -0.0044362545013427734, "pred": 5.371330553316511e-05, "loss_l2": 2.070075242954772e-05, "loss_mape": 1.0255966186523438}}, "314": {"train": {"loss_reduced": 0.0009874925017356873, "pred": 0.00034552943543531, "loss_l2": 8.493325935887697e-07, "loss_mape": 0.933265209197998}}, "315": {"train": {"loss_reduced": -0.0013879910111427307, "pred": 0.00023456613416783512, "loss_l2": 3.0140374747134047e-06, "loss_mape": 1.2507994174957275}, "valid": {"0": {"loss_reduced": 0.003038458526134491, "pred": 0.0001693593803793192, "valid_loss_l2": 8.231730134866666e-06, "valid_loss_mape": 0.9442614316940308}}}, "316": {"train": {"loss_reduced": 0.001171104609966278, "pred": 0.0014364474918693304, "loss_l2": 9.124406119553896e-07, "loss_mape": 0.8156552314758301}}, "317": {"train": {"loss_reduced": -0.005905225872993469, "pred": 0.00029168816399760544, "loss_l2": 5.52876663277857e-05, "loss_mape": 1.2591503858566284}}, "318": {"train": {"loss_reduced": 0.0026162564754486084, "pred": 0.00013742544979322702, "loss_l2": 5.6209219110314734e-06, "loss_mape": 0.9061987400054932}}, "319": {"train": {"loss_reduced": -0.001492038369178772, "pred": 0.00017953898350242525, "loss_l2": 2.6530476588959573e-06, "loss_mape": 1.0916728973388672}}, "320": {"train": {"loss_reduced": 0.007088996469974518, "pred": 0.006409068591892719, "loss_l2": 4.6604884119005874e-05, "loss_mape": 0.9630103707313538}, "valid": {"0": {"loss_reduced": -0.00305107980966568, "pred": 0.004507335368543863, "valid_loss_l2": 5.712964048143476e-05, "valid_loss_mape": 2.4772918224334717}}}, "321": {"train": {"loss_reduced": -0.004669405519962311, "pred": 0.00021039076091255993, "loss_l2": 0.00011366900434950367, "loss_mape": 2.2832813262939453}}, "322": {"train": {"loss_reduced": -0.0006935447454452515, "pred": 0.0005513538490049541, "loss_l2": 8.07615492703917e-07, "loss_mape": 1.2957698106765747}}, "323": {"train": {"loss_reduced": 0.001109294593334198, "pred": 0.0014629245270043612, "loss_l2": 3.1871471151134756e-07, "loss_mape": 0.5089254379272461}}, "324": {"train": {"loss_reduced": 0.002236001193523407, "pred": 0.0031506498344242573, "loss_l2": 5.393474680204235e-07, "loss_mape": 0.3284447193145752}}, "325": {"train": {"loss_reduced": 0.0006858557462692261, "pred": 0.004358478356152773, "loss_l2": 5.15669489686843e-06, "loss_mape": 3.3109524250030518}, "valid": {"0": {"loss_reduced": -0.0011382848024368286, "pred": 0.004592530429363251, "valid_loss_l2": 3.28422429447528e-05, "valid_loss_mape": 5.034605979919434}}}, "326": {"train": {"loss_reduced": -0.00553806871175766, "pred": 0.00046626603580079973, "loss_l2": 9.562246123095974e-05, "loss_mape": 1.7657190561294556}}, "327": {"train": {"loss_reduced": 0.0006045922636985779, "pred": 0.0002738817420322448, "loss_l2": 1.3637525775322956e-08, "loss_mape": 0.19315466284751892}}, "328": {"train": {"loss_reduced": 0.004884980618953705, "pred": 0.0014971543569117785, "loss_l2": 2.127921106875874e-05, "loss_mape": 0.9443106651306152}}, "329": {"train": {"loss_reduced": 0.0022090375423431396, "pred": 0.006559717934578657, "loss_l2": 4.728928502117924e-07, "loss_mape": 0.3112993836402893}}, "330": {"train": {"loss_reduced": -0.006641969084739685, "pred": 0.0013969393912702799, "loss_l2": 0.00019540572247933596, "loss_mape": 2.1046106815338135}, "valid": {"0": {"loss_reduced": -0.003774404525756836, "pred": 0.0012610995909199119, "valid_loss_l2": 2.535630301281344e-05, "valid_loss_mape": 1.3341188430786133}}}, "331": {"train": {"loss_reduced": -0.0035110637545585632, "pred": 0.0002955721574835479, "loss_l2": 2.27795317186974e-05, "loss_mape": 1.359357476234436}}, "332": {"train": {"loss_reduced": 0.002169303596019745, "pred": 0.0031117512844502926, "loss_l2": 3.5221198686485877e-06, "loss_mape": 0.8651307225227356}}, "333": {"train": {"loss_reduced": -0.0018527880311012268, "pred": 0.0007974880281835794, "loss_l2": 3.0192237318260595e-05, "loss_mape": 2.9656639099121094}}, "334": {"train": {"loss_reduced": 0.002501465380191803, "pred": 0.000671014713589102, "loss_l2": 3.350957285874756e-06, "loss_mape": 0.7317958474159241}}, "335": {"train": {"loss_reduced": -0.00022655725479125977, "pred": 0.0008028678130358458, "loss_l2": 8.194279530471249e-07, "loss_mape": 3.9955577850341797}, "valid": {"0": {"loss_reduced": -0.003113768994808197, "pred": 0.0008892015321180224, "valid_loss_l2": 1.6023774151108228e-05, "valid_loss_mape": 1.2855708599090576}}}, "336": {"train": {"loss_reduced": 0.00489392876625061, "pred": 0.005046831909567118, "loss_l2": 1.6131014490383677e-05, "loss_mape": 0.8206787705421448}}, "337": {"train": {"loss_reduced": 0.0011144354939460754, "pred": 0.002346973866224289, "loss_l2": 1.6357920685550198e-05, "loss_mape": 3.629185199737549}}, "338": {"train": {"loss_reduced": -0.003981448709964752, "pred": 0.0005831671878695488, "loss_l2": 3.735168866114691e-05, "loss_mape": 1.535019874572754}}, "339": {"train": {"loss_reduced": -0.0012720003724098206, "pred": 0.00020789567497558892, "loss_l2": 3.4345850963291014e-06, "loss_mape": 1.4569675922393799}}, "340": {"train": {"loss_reduced": -0.003456220030784607, "pred": 0.00021599615865852684, "loss_l2": 1.340872586297337e-05, "loss_mape": 1.059478998184204}, "valid": {"0": {"loss_reduced": -0.003469698131084442, "pred": 0.00020997918909415603, "valid_loss_l2": 1.354002597508952e-05, "valid_loss_mape": 1.0605180263519287}}}, "341": {"train": {"loss_reduced": -0.0029366537928581238, "pred": 0.00015659874770790339, "loss_l2": 9.905804290610831e-06, "loss_mape": 1.071746587753296}}, "342": {"train": {"loss_reduced": -5.9582293033599854e-05, "pred": 0.0005981163121759892, "loss_l2": 4.679536758089853e-08, "loss_mape": 3.630648612976074}}, "343": {"train": {"loss_reduced": 0.0016508400440216064, "pred": 0.0017412897432222962, "loss_l2": 1.1177600072187488e-06, "loss_mape": 0.640426516532898}}, "344": {"train": {"loss_reduced": 0.0008172392845153809, "pred": 0.0016779591096565127, "loss_l2": 1.366137098557374e-06, "loss_mape": 1.4302037954330444}}, "345": {"train": {"loss_reduced": -0.0018459632992744446, "pred": 0.0006922578904777765, "loss_l2": 1.1470166100480128e-05, "loss_mape": 1.8346861600875854}, "valid": {"0": {"loss_reduced": -0.002143070101737976, "pred": 0.0007350551313720644, "valid_loss_l2": 8.283604984171689e-06, "valid_loss_mape": 1.3429917097091675}}}, "346": {"train": {"loss_reduced": 0.00620444118976593, "pred": 0.002803967334330082, "loss_l2": 3.049555562029127e-05, "loss_mape": 0.8900524377822876}}, "347": {"train": {"loss_reduced": -0.002265922725200653, "pred": 0.001657187007367611, "loss_l2": 2.427507752145175e-05, "loss_mape": 2.1743788719177246}}, "348": {"train": {"loss_reduced": 0.0009509101510047913, "pred": 0.0011493045603856444, "loss_l2": 8.006365419532813e-07, "loss_mape": 0.9409753084182739}}, "349": {"train": {"loss_reduced": -0.0052324458956718445, "pred": 0.0004820208123419434, "loss_l2": 4.0428836655337363e-05, "loss_mape": 1.21518075466156}}, "350": {"train": {"loss_reduced": -0.00086955726146698, "pred": 6.007417687214911e-05, "loss_l2": 1.7083960983654833e-06, "loss_mape": 1.5031285285949707}, "valid": {"0": {"loss_reduced": -0.0033112242817878723, "pred": 0.00010648142779245973, "valid_loss_l2": 1.1680712304951157e-05, "valid_loss_mape": 1.0321576595306396}}}, "351": {"train": {"loss_reduced": -0.0003620460629463196, "pred": 4.603977868100628e-05, "loss_l2": 2.1841202624273137e-07, "loss_mape": 1.2908459901809692}}, "352": {"train": {"loss_reduced": -0.0006822869181632996, "pred": 5.423468246590346e-05, "loss_l2": 6.959606366763182e-07, "loss_mape": 1.222715139389038}}, "353": {"train": {"loss_reduced": -0.003633536398410797, "pred": 5.968324330751784e-05, "loss_l2": 1.3811603821523022e-05, "loss_mape": 1.0228042602539062}}, "354": {"train": {"loss_reduced": 0.005417384207248688, "pred": 0.0006106984801590443, "loss_l2": 2.7657131795422174e-05, "loss_mape": 0.9707646369934082}}, "355": {"train": {"loss_reduced": -0.00459066778421402, "pred": 0.00024544683401472867, "loss_l2": 2.5091985662584193e-05, "loss_mape": 1.0911680459976196}, "valid": {"0": {"loss_reduced": -0.0025214850902557373, "pred": 0.0004434456932358444, "valid_loss_l2": 8.79081471794052e-06, "valid_loss_mape": 1.1758668422698975}}}, "356": {"train": {"loss_reduced": 0.0030125677585601807, "pred": 0.001951803220435977, "loss_l2": 6.3385305111296475e-06, "loss_mape": 0.8357136249542236}}, "357": {"train": {"loss_reduced": -0.00030005723237991333, "pred": 0.001266905223019421, "loss_l2": 4.637937308871187e-06, "loss_mape": 7.1772541999816895}}, "358": {"train": {"loss_reduced": -0.0032906830310821533, "pred": 0.00040580733912065625, "loss_l2": 2.1139352611498907e-05, "loss_mape": 1.3972039222717285}}, "359": {"train": {"loss_reduced": 0.0003611519932746887, "pred": 8.162869198713452e-05, "loss_l2": 1.1777681052649314e-09, "loss_mape": 0.095025435090065}}, "360": {"train": {"loss_reduced": -0.006993480026721954, "pred": 3.8290982047328725e-05, "loss_l2": 4.974256080458872e-05, "loss_mape": 1.0084879398345947}, "valid": {"0": {"loss_reduced": 0.0013788267970085144, "pred": 3.8562939153052866e-05, "valid_loss_l2": 1.796307287804666e-06, "valid_loss_mape": 0.9720320701599121}}}, "361": {"train": {"loss_reduced": 0.0051587894558906555, "pred": 0.000661436642985791, "loss_l2": 2.6244348191539757e-05, "loss_mape": 0.9930476546287537}}, "362": {"train": {"loss_reduced": 0.0032289475202560425, "pred": 0.002942944411188364, "loss_l2": 5.964931915514171e-06, "loss_mape": 0.7563830018043518}}, "363": {"train": {"loss_reduced": -0.0034305453300476074, "pred": 0.0012533320114016533, "loss_l2": 3.710982491611503e-05, "loss_mape": 1.7757477760314941}}, "364": {"train": {"loss_reduced": -0.008463077247142792, "pred": 0.00039733413723297417, "loss_l2": 9.492044773651287e-05, "loss_mape": 1.1512020826339722}}, "365": {"train": {"loss_reduced": 0.00016782432794570923, "pred": 0.00019525657990016043, "loss_l2": 5.4024937412577856e-08, "loss_mape": 1.3849759101867676}, "valid": {"0": {"loss_reduced": 0.002328217029571533, "pred": 0.00017421241500414908, "valid_loss_l2": 4.639735379896592e-06, "valid_loss_mape": 0.9251734018325806}}}, "366": {"train": {"loss_reduced": -0.0019979923963546753, "pred": 0.00021446970640681684, "loss_l2": 4.802609055332141e-06, "loss_mape": 1.0968438386917114}}, "367": {"train": {"loss_reduced": 0.004703164100646973, "pred": 0.0009860421996563673, "loss_l2": 2.0647103156079538e-05, "loss_mape": 0.9661386013031006}}, "368": {"train": {"loss_reduced": 0.0010496675968170166, "pred": 0.002175112022086978, "loss_l2": 9.5554586465596e-09, "loss_mape": 0.09312664717435837}}, "369": {"train": {"loss_reduced": -0.0032067522406578064, "pred": 0.0011682091280817986, "loss_l2": 2.7246287572779693e-05, "loss_mape": 1.6277520656585693}}, "370": {"train": {"loss_reduced": -0.00440501794219017, "pred": 0.000486699806060642, "loss_l2": 3.098833985859528e-05, "loss_mape": 1.2637218236923218}, "valid": {"0": {"loss_reduced": -0.002279408276081085, "pred": 0.0004665290180128068, "valid_loss_l2": 7.540171736764023e-06, "valid_loss_mape": 1.2046711444854736}}}, "371": {"train": {"loss_reduced": -0.0018819719552993774, "pred": 5.004063496016897e-05, "loss_l2": 5.607943876384525e-06, "loss_mape": 1.2583129405975342}}, "372": {"train": {"loss_reduced": -0.0035680383443832397, "pred": 7.054618617985398e-05, "loss_l2": 1.319366492680274e-05, "loss_mape": 1.0180127620697021}}, "373": {"train": {"loss_reduced": 0.000187017023563385, "pred": 0.0003695760387927294, "loss_l2": 1.1494548424195727e-08, "loss_mape": 0.5732774138450623}}, "374": {"train": {"loss_reduced": -0.0007229596376419067, "pred": 0.0004827354568988085, "loss_l2": 1.2141707657065126e-06, "loss_mape": 1.5241434574127197}}, "375": {"train": {"loss_reduced": 0.005027100443840027, "pred": 0.0011223945766687393, "loss_l2": 2.0648471036111005e-05, "loss_mape": 0.9039124846458435}, "valid": {"0": {"loss_reduced": 0.003481060266494751, "pred": 0.0010708480840548873, "valid_loss_l2": 5.809122285427293e-06, "valid_loss_mape": 0.6923786997795105}}}, "376": {"train": {"loss_reduced": -0.0010445788502693176, "pred": 0.00016921033966355026, "loss_l2": 4.5777965169691015e-06, "loss_mape": 2.048269033432007}}, "377": {"train": {"loss_reduced": -0.0013877823948860168, "pred": 5.63188805244863e-05, "loss_l2": 2.496155047992943e-06, "loss_mape": 1.1384512186050415}}, "378": {"train": {"loss_reduced": 0.0025819391012191772, "pred": 0.0010941963410004973, "loss_l2": 6.3786678765609395e-06, "loss_mape": 0.978180468082428}}, "379": {"train": {"loss_reduced": 0.001879177987575531, "pred": 0.013740390539169312, "loss_l2": 1.9662802941411428e-08, "loss_mape": 0.07461992651224136}}, "380": {"train": {"loss_reduced": -0.004117779433727264, "pred": 0.000568263465538621, "loss_l2": 0.00016827991930767894, "loss_mape": 3.15030837059021}, "valid": {"0": {"loss_reduced": -0.0055439770221710205, "pred": 0.0008261915063485503, "valid_loss_l2": 4.057904880028218e-05, "valid_loss_mape": 1.1490250825881958}}}, "381": {"train": {"loss_reduced": 0.0017794370651245117, "pred": 0.018854539841413498, "loss_l2": 7.510032560276159e-07, "loss_mape": 0.4870104491710663}}, "382": {"train": {"loss_reduced": -0.005381889641284943, "pred": 0.0011104734148830175, "loss_l2": 0.0005303052021190524, "loss_mape": 4.278861045837402}}, "383": {"train": {"loss_reduced": -0.0006978586316108704, "pred": 0.0004340996383689344, "loss_l2": 3.7383738344942685e-06, "loss_mape": 2.7706005573272705}}, "384": {"train": {"loss_reduced": 0.00190696120262146, "pred": 0.00028660212410613894, "loss_l2": 2.0810007299587596e-06, "loss_mape": 0.7564744353294373}}, "385": {"train": {"loss_reduced": 0.0019048377871513367, "pred": 0.00030186440562829375, "loss_l2": 2.6620070912031224e-06, "loss_mape": 0.856537938117981}, "valid": {"0": {"loss_reduced": -0.0013537704944610596, "pred": 0.0002698303433135152, "valid_loss_l2": 2.6360796709923306e-06, "valid_loss_mape": 1.1993176937103271}}}, "386": {"train": {"loss_reduced": -0.0012373626232147217, "pred": 7.415464642690495e-05, "loss_l2": 2.376608335907804e-06, "loss_mape": 1.2458961009979248}}, "387": {"train": {"loss_reduced": -0.0009118765592575073, "pred": 0.00015119266754481941, "loss_l2": 9.824846074479865e-07, "loss_mape": 1.0869932174682617}}, "388": {"train": {"loss_reduced": 0.0010091885924339294, "pred": 0.0005240888567641377, "loss_l2": 7.260817938004038e-07, "loss_mape": 0.8443459868431091}}, "389": {"train": {"loss_reduced": -0.003904372453689575, "pred": 0.00017246746574528515, "loss_l2": 1.917150257213507e-05, "loss_mape": 1.1214420795440674}}, "390": {"train": {"loss_reduced": -0.004744797945022583, "pred": -3.751717031263979e-06, "loss_l2": 2.4712413505767472e-05, "loss_mape": 1.0477070808410645}, "valid": {"0": {"loss_reduced": 0.009448423981666565, "pred": 3.1952542485669255e-05, "valid_loss_l2": 8.866992720868438e-05, "valid_loss_mape": 0.9966182112693787}}}, "391": {"train": {"loss_reduced": -0.0005186200141906738, "pred": 1.4854672372166533e-05, "loss_l2": 3.0218032520679117e-07, "loss_mape": 1.0599461793899536}}, "392": {"train": {"loss_reduced": -0.0004558637738227844, "pred": 2.6410716600366868e-05, "loss_l2": 2.2683420297653356e-07, "loss_mape": 1.0447664260864258}}, "393": {"train": {"loss_reduced": 0.001294843852519989, "pred": 0.0001598960952833295, "loss_l2": 1.6021693909351598e-06, "loss_mape": 0.9775451421737671}}, "394": {"train": {"loss_reduced": 0.0003160536289215088, "pred": 0.0005463032284751534, "loss_l2": 1.3377179364226777e-08, "loss_mape": 0.3659497797489166}}, "395": {"train": {"loss_reduced": -0.00301910936832428, "pred": 0.0001118827422033064, "loss_l2": 1.1702534720825497e-05, "loss_mape": 1.1330814361572266}, "valid": {"0": {"loss_reduced": -0.0035801082849502563, "pred": 0.00012489306391216815, "valid_loss_l2": 1.3727035366173368e-05, "valid_loss_mape": 1.034885287284851}}}, "396": {"train": {"loss_reduced": -0.005035482347011566, "pred": 4.8802841774886474e-05, "loss_l2": 2.6609663109411485e-05, "loss_mape": 1.0244213342666626}}, "397": {"train": {"loss_reduced": 0.0004040524363517761, "pred": 0.000386553758289665, "loss_l2": 1.1350137896215529e-07, "loss_mape": 0.833801805973053}}, "398": {"train": {"loss_reduced": 0.0015151724219322205, "pred": 0.0011175796389579773, "loss_l2": 1.2394970099194325e-06, "loss_mape": 0.7347856760025024}}, "399": {"train": {"loss_reduced": -0.0017772018909454346, "pred": 0.0007441032794304192, "loss_l2": 8.434788469457999e-06, "loss_mape": 1.6341817378997803}}, "400": {"train": {"loss_reduced": 0.0025074034929275513, "pred": 0.000769253121688962, "loss_l2": 3.2115406156663084e-06, "loss_mape": 0.7147143483161926}, "valid": {"0": {"loss_reduced": 0.003279551863670349, "pred": 0.0007845003856346011, "valid_loss_l2": 6.225281140359584e-06, "valid_loss_mape": 0.7607903480529785}}}, "401": {"train": {"loss_reduced": -0.0009662136435508728, "pred": 0.00016997603233903646, "loss_l2": 3.0785859053139575e-06, "loss_mape": 1.8159440755844116}}, "402": {"train": {"loss_reduced": -0.0028150007128715515, "pred": 9.04043554328382e-05, "loss_l2": 8.815262845018879e-06, "loss_mape": 1.0547246932983398}}, "403": {"train": {"loss_reduced": 0.0025429949164390564, "pred": 0.00035656336694955826, "loss_l2": 6.29890337222605e-06, "loss_mape": 0.9869314432144165}}, "404": {"train": {"loss_reduced": 0.0012588649988174438, "pred": 0.0009631356224417686, "loss_l2": 7.488790743082063e-07, "loss_mape": 0.6874271631240845}}, "405": {"train": {"loss_reduced": -0.009334288537502289, "pred": 0.00043435898260213435, "loss_l2": 0.00010769846267066896, "loss_mape": 1.111791968345642}, "valid": {"0": {"loss_reduced": 0.00278356671333313, "pred": 0.0005936044617556036, "valid_loss_l2": 4.7959342737158295e-06, "valid_loss_mape": 0.7867467999458313}}}, "406": {"train": {"loss_reduced": -0.001617424190044403, "pred": 7.674610242247581e-05, "loss_l2": 4.610955784301041e-06, "loss_mape": 1.3276132345199585}}, "407": {"train": {"loss_reduced": -0.0009073615074157715, "pred": 6.942668551346287e-05, "loss_l2": 1.0230512543785153e-06, "loss_mape": 1.1147265434265137}}, "408": {"train": {"loss_reduced": -0.002929389476776123, "pred": 2.3836844775360078e-05, "loss_l2": 9.08478887140518e-06, "loss_mape": 1.0289169549942017}}, "409": {"train": {"loss_reduced": 0.0015769526362419128, "pred": 0.0002359169884584844, "loss_l2": 2.275656470374088e-06, "loss_mape": 0.9566095471382141}}, "410": {"train": {"loss_reduced": 0.0006959810853004456, "pred": 0.00037622125819325447, "loss_l2": 3.700377817494882e-07, "loss_mape": 0.8740285038948059}, "valid": {"0": {"loss_reduced": 0.0026618242263793945, "pred": 0.0005645743221975863, "valid_loss_l2": 4.398457349452656e-06, "valid_loss_mape": 0.7878994941711426}}}, "411": {"train": {"loss_reduced": -0.004941567778587341, "pred": 6.832370854681358e-05, "loss_l2": 2.9789938707835972e-05, "loss_mape": 1.104511022567749}}, "412": {"train": {"loss_reduced": 0.0021607056260108948, "pred": 0.0004868586838711053, "loss_l2": 4.383304712973768e-06, "loss_mape": 0.9689586162567139}}, "413": {"train": {"loss_reduced": 0.0018595680594444275, "pred": 0.0021506445482373238, "loss_l2": 1.7963225218409207e-06, "loss_mape": 0.720742404460907}}, "414": {"train": {"loss_reduced": 0.001575656235218048, "pred": 0.0025088568218052387, "loss_l2": 5.057270300312666e-07, "loss_mape": 0.4513325095176697}}, "415": {"train": {"loss_reduced": 0.0016571581363677979, "pred": 0.0020206081680953503, "loss_l2": 9.74218778537761e-07, "loss_mape": 0.5956131815910339}, "valid": {"0": {"loss_reduced": -0.007395349442958832, "pred": 0.002316367346793413, "valid_loss_l2": 9.431743092136458e-05, "valid_loss_mape": 1.313219428062439}}}, "416": {"train": {"loss_reduced": -0.0037142932415008545, "pred": 0.00018611720588523895, "loss_l2": 2.879639941966161e-05, "loss_mape": 1.4447506666183472}}, "417": {"train": {"loss_reduced": -0.0012955144047737122, "pred": 6.592203135369346e-05, "loss_l2": 2.2565109247807413e-06, "loss_mape": 1.1595152616500854}}, "418": {"train": {"loss_reduced": -0.0046322643756866455, "pred": 5.7870871387422085e-05, "loss_l2": 2.233241502835881e-05, "loss_mape": 1.0201746225357056}}, "419": {"train": {"loss_reduced": 0.004461720585823059, "pred": 0.0003796644741669297, "loss_l2": 1.95366646948969e-05, "loss_mape": 0.9906558990478516}}, "420": {"train": {"loss_reduced": 0.0066978707909584045, "pred": 0.0010987845016643405, "loss_l2": 4.064314634888433e-05, "loss_mape": 0.9518245458602905}, "valid": {"0": {"loss_reduced": 0.00048122555017471313, "pred": 0.0010580139933153987, "valid_loss_l2": 3.3268491961280233e-07, "valid_loss_mape": 1.1985822916030884}}}, "421": {"train": {"loss_reduced": -0.0006900206208229065, "pred": 0.0002263528440380469, "loss_l2": 3.0329783839988522e-06, "loss_mape": 2.523902654647827}}, "422": {"train": {"loss_reduced": -0.0009623244404792786, "pred": 3.2282143365591764e-05, "loss_l2": 1.4275757393988897e-06, "loss_mape": 1.2415895462036133}}, "423": {"train": {"loss_reduced": -0.004238918423652649, "pred": 0.001119979307986796, "loss_l2": 1.7837137420428917e-05, "loss_mape": 0.9963399171829224}}, "424": {"train": {"loss_reduced": 0.006666973233222961, "pred": 0.028873924165964127, "loss_l2": 3.323298005852848e-05, "loss_mape": 0.8646810054779053}}, "425": {"train": {"loss_reduced": -0.004477746784687042, "pred": 0.007830344140529633, "loss_l2": 0.0013550558360293508, "loss_mape": 8.220894813537598}, "valid": {"0": {"loss_reduced": -0.0026868581771850586, "pred": 0.006462206598371267, "valid_loss_l2": 8.370539580937475e-05, "valid_loss_mape": 3.405116558074951}}}, "426": {"train": {"loss_reduced": -0.003194764256477356, "pred": 0.00010908524564001709, "loss_l2": 0.00011305072985123843, "loss_mape": 3.328111410140991}}, "427": {"train": {"loss_reduced": 0.004585541784763336, "pred": 0.0004610463511198759, "loss_l2": 1.9561886801966466e-05, "loss_mape": 0.9645277261734009}}, "428": {"train": {"loss_reduced": -0.0011686086654663086, "pred": 0.0008683268679305911, "loss_l2": 2.6386246645415667e-06, "loss_mape": 1.390015721321106}}, "429": {"train": {"loss_reduced": -0.001571260392665863, "pred": 0.0013136083725839853, "loss_l2": 6.038726951373974e-06, "loss_mape": 1.5639560222625732}}, "430": {"train": {"loss_reduced": -0.003821253776550293, "pred": 0.0014918578090146184, "loss_l2": 2.861823668354191e-05, "loss_mape": 1.3999598026275635}, "valid": {"0": {"loss_reduced": 0.001134246587753296, "pred": 0.0014603444142267108, "valid_loss_l2": 1.063397903067198e-07, "valid_loss_mape": 0.2875016927719116}}}, "431": {"train": {"loss_reduced": -0.004732541739940643, "pred": 0.00018766765424516052, "loss_l2": 3.7516536394832656e-05, "loss_mape": 1.2942461967468262}}, "432": {"train": {"loss_reduced": -0.001276560127735138, "pred": 0.00030635675648227334, "loss_l2": 2.154994035663549e-06, "loss_mape": 1.1499574184417725}}, "433": {"train": {"loss_reduced": -0.0028024688363075256, "pred": 0.00015295136836357415, "loss_l2": 9.55676023295382e-06, "loss_mape": 1.1030991077423096}}, "434": {"train": {"loss_reduced": 0.0021763071417808533, "pred": 0.0005678292363882065, "loss_l2": 3.925434612028766e-06, "loss_mape": 0.9103820323944092}}, "435": {"train": {"loss_reduced": 0.0058938488364219666, "pred": 0.005845313426107168, "loss_l2": 2.809360194078181e-05, "loss_mape": 0.8993002772331238}, "valid": {"0": {"loss_reduced": 0.004110507667064667, "pred": 0.003266428131610155, "valid_loss_l2": 7.124702392502513e-07, "valid_loss_mape": 0.20534677803516388}}}, "436": {"train": {"loss_reduced": 0.002384290099143982, "pred": 0.0003050283412449062, "loss_l2": 7.3962329594223775e-09, "loss_mape": 0.03607000410556793}}, "437": {"train": {"loss_reduced": -0.0009795278310775757, "pred": 5.866007995791733e-05, "loss_l2": 2.0588020106515614e-06, "loss_mape": 1.4648411273956299}}, "438": {"train": {"loss_reduced": -0.0028695911169052124, "pred": 7.210106559796259e-05, "loss_l2": 8.481057193421293e-06, "loss_mape": 1.014857292175293}}, "439": {"train": {"loss_reduced": 0.0020737051963806152, "pred": 0.0005004769773222506, "loss_l2": 3.920508788723964e-06, "loss_mape": 0.9548258781433105}}, "440": {"train": {"loss_reduced": 0.004677899181842804, "pred": 0.0016721480060368776, "loss_l2": 1.7215515981661156e-05, "loss_mape": 0.8869704604148865}, "valid": {"0": {"loss_reduced": -0.009743034839630127, "pred": 0.001537397038191557, "valid_loss_l2": 0.00012724816042464226, "valid_loss_mape": 1.15779447555542}}}, "441": {"train": {"loss_reduced": -0.0035178586840629578, "pred": 0.00023452643654309213, "loss_l2": 2.4314036636496894e-05, "loss_mape": 1.401684045791626}}, "442": {"train": {"loss_reduced": 0.005686990916728973, "pred": 0.00034636061172932386, "loss_l2": 2.97383467113832e-05, "loss_mape": 0.9589056372642517}}, "443": {"train": {"loss_reduced": -1.0341405868530273e-05, "pred": 0.0006690295995213091, "loss_l2": 1.2414596994858584e-07, "loss_mape": 34.071144104003906}}, "444": {"train": {"loss_reduced": -0.0010261908173561096, "pred": 0.0003656263870652765, "loss_l2": 3.33911179950519e-06, "loss_mape": 1.7806860208511353}}, "445": {"train": {"loss_reduced": -0.002540178596973419, "pred": 0.00032196196843869984, "loss_l2": 8.693890777067281e-06, "loss_mape": 1.1607611179351807}, "valid": {"0": {"loss_reduced": -0.004983328282833099, "pred": 0.00030626924126408994, "valid_loss_l2": 2.7979840524494648e-05, "valid_loss_mape": 1.061458706855774}}}, "446": {"train": {"loss_reduced": -0.0034692957997322083, "pred": 0.0017552372300997376, "loss_l2": 1.4174267562339082e-05, "loss_mape": 1.0851980447769165}}, "447": {"train": {"loss_reduced": -0.0023832619190216064, "pred": 7.32515036361292e-05, "loss_l2": 1.4159460988594219e-05, "loss_mape": 1.578889012336731}}, "448": {"train": {"loss_reduced": -0.0010447800159454346, "pred": 0.00023926520952954888, "loss_l2": 1.314306928179576e-06, "loss_mape": 1.0972952842712402}}, "449": {"train": {"loss_reduced": -0.0007598400115966797, "pred": 0.00038945931009948254, "loss_l2": 1.0116054909303784e-06, "loss_mape": 1.3236812353134155}}, "450": {"train": {"loss_reduced": 0.009643912315368652, "pred": 0.0015588654205203056, "loss_l2": 8.4176346717868e-05, "loss_mape": 0.9513531923294067}, "valid": {"0": {"loss_reduced": 0.003173336386680603, "pred": 0.0015030847862362862, "valid_loss_l2": 2.789740392472595e-06, "valid_loss_mape": 0.5263392925262451}}}, "451": {"train": {"loss_reduced": 0.0028244853019714355, "pred": 0.008340446278452873, "loss_l2": 2.3875211354607018e-06, "loss_mape": 0.547059178352356}}, "452": {"train": {"loss_reduced": -0.0011117085814476013, "pred": 0.0018610517727211118, "loss_l2": 7.280938734766096e-05, "loss_mape": 7.6754302978515625}}, "453": {"train": {"loss_reduced": -0.003276236355304718, "pred": 0.0006439407006837428, "loss_l2": 2.9862947485526092e-05, "loss_mape": 1.6679810285568237}}, "454": {"train": {"loss_reduced": 0.003771856427192688, "pred": 0.00025101148639805615, "loss_l2": 1.0183769518334884e-05, "loss_mape": 0.8460560441017151}}, "455": {"train": {"loss_reduced": -0.0034467950463294983, "pred": 0.00013380133896134794, "loss_l2": 1.3591405149782076e-05, "loss_mape": 1.069588541984558}, "valid": {"0": {"loss_reduced": -0.006454087793827057, "pred": 0.0001527012063888833, "valid_loss_l2": 4.364965934655629e-05, "valid_loss_mape": 1.023659586906433}}}, "456": {"train": {"loss_reduced": -0.002319023013114929, "pred": 8.633817196823657e-05, "loss_l2": 6.17981777395471e-06, "loss_mape": 1.0719703435897827}}, "457": {"train": {"loss_reduced": -0.002164289355278015, "pred": 7.93944054748863e-05, "loss_l2": 5.137774223840097e-06, "loss_mape": 1.0473026037216187}}, "458": {"train": {"loss_reduced": 0.001476876437664032, "pred": 0.00023075571516528726, "loss_l2": 1.9639198853838025e-06, "loss_mape": 0.9488940238952637}}, "459": {"train": {"loss_reduced": -0.0010052695870399475, "pred": 0.00023122303537093103, "loss_l2": 1.5798974573044688e-06, "loss_mape": 1.250350832939148}}, "460": {"train": {"loss_reduced": 0.003099583089351654, "pred": 0.00045718695037066936, "loss_l2": 8.275447726191487e-06, "loss_mape": 0.9280951023101807}, "valid": {"0": {"loss_reduced": 0.0009952560067176819, "pred": 0.0004108416324015707, "valid_loss_l2": 3.4154012951148616e-07, "valid_loss_mape": 0.5872000455856323}}}, "461": {"train": {"loss_reduced": -0.0010608509182929993, "pred": 4.866864037467167e-05, "loss_l2": 2.2482975055027055e-06, "loss_mape": 1.4134242534637451}}, "462": {"train": {"loss_reduced": 0.0007865726947784424, "pred": 0.0001473098382120952, "loss_l2": 5.445925808089669e-07, "loss_mape": 0.9382033944129944}}, "463": {"train": {"loss_reduced": -0.0032926276326179504, "pred": 3.604936500778422e-05, "loss_l2": 1.1818470738944598e-05, "loss_mape": 1.0440902709960938}}, "464": {"train": {"loss_reduced": -0.0011269152164459229, "pred": 4.179481402388774e-05, "loss_l2": 1.3853821201337269e-06, "loss_mape": 1.0444642305374146}}, "465": {"train": {"loss_reduced": -0.0012802258133888245, "pred": 5.152256562723778e-05, "loss_l2": 1.6951437373791123e-06, "loss_mape": 1.0169899463653564}, "valid": {"0": {"loss_reduced": 0.005930997431278229, "pred": 7.391266262857243e-05, "valid_loss_l2": 3.430544165894389e-05, "valid_loss_mape": 0.9875379204750061}}}, "466": {"train": {"loss_reduced": 0.0027842000126838684, "pred": 0.0006661913939751685, "loss_l2": 7.383991942333523e-06, "loss_mape": 0.975989580154419}}, "467": {"train": {"loss_reduced": -0.002946197986602783, "pred": 0.00021278862550389022, "loss_l2": 1.3000294529774692e-05, "loss_mape": 1.2238118648529053}}, "468": {"train": {"loss_reduced": -0.003801599144935608, "pred": 5.390807200456038e-05, "loss_l2": 1.615053588466253e-05, "loss_mape": 1.0571268796920776}}, "469": {"train": {"loss_reduced": 0.0018090829253196716, "pred": 0.00023522553965449333, "loss_l2": 3.0522803626809036e-06, "loss_mape": 0.9657256007194519}}, "470": {"train": {"loss_reduced": -0.002889104187488556, "pred": 0.0002619614824652672, "loss_l2": 9.814772056415677e-06, "loss_mape": 1.0843685865402222}, "valid": {"0": {"loss_reduced": 0.00203058123588562, "pred": 0.00029121077386662364, "valid_loss_l2": 3.0254093417170225e-06, "valid_loss_mape": 0.8565874695777893}}}, "471": {"train": {"loss_reduced": -0.0060514360666275024, "pred": 5.0746726628858596e-05, "loss_l2": 3.9178208680823445e-05, "loss_mape": 1.0343412160873413}}, "472": {"train": {"loss_reduced": -0.0015511736273765564, "pred": 0.0002523951116017997, "loss_l2": 2.5432375423406484e-06, "loss_mape": 1.0280945301055908}}, "473": {"train": {"loss_reduced": -0.0008982792496681213, "pred": 0.0004069969872944057, "loss_l2": 1.339218215434812e-06, "loss_mape": 1.2882919311523438}}, "474": {"train": {"loss_reduced": 0.002021774649620056, "pred": 0.0007589232991449535, "loss_l2": 2.6210263968096115e-06, "loss_mape": 0.8007610440254211}}, "475": {"train": {"loss_reduced": 0.004830650985240936, "pred": 0.002966876607388258, "loss_l2": 1.6018961105146445e-05, "loss_mape": 0.8285362720489502}, "valid": {"0": {"loss_reduced": 0.004649698734283447, "pred": 0.00185498152859509, "valid_loss_l2": 7.81044400355313e-06, "valid_loss_mape": 0.6010534167289734}}}, "476": {"train": {"loss_reduced": -1.2695789337158203e-05, "pred": 0.00043233748874627054, "loss_l2": 2.6596976567816455e-06, "loss_mape": 128.45660400390625}}, "477": {"train": {"loss_reduced": -0.004306904971599579, "pred": 1.7673060938250273e-05, "loss_l2": 2.2605168851441704e-05, "loss_mape": 1.1039224863052368}}, "478": {"train": {"loss_reduced": 0.0018234550952911377, "pred": 8.858920773491263e-05, "loss_l2": 3.286011178715853e-06, "loss_mape": 0.9941214323043823}}, "479": {"train": {"loss_reduced": -0.001408018171787262, "pred": 0.0002655187272466719, "loss_l2": 2.2752356017008424e-06, "loss_mape": 1.0712847709655762}}, "480": {"train": {"loss_reduced": 0.0055168867111206055, "pred": 0.0009790252661332488, "loss_l2": 2.7333349862601608e-05, "loss_mape": 0.9476596117019653}, "valid": {"0": {"loss_reduced": -0.001178160309791565, "pred": 0.0007874178700149059, "valid_loss_l2": 3.863497568090679e-06, "valid_loss_mape": 1.6683452129364014}}}, "481": {"train": {"loss_reduced": -0.0021357461810112, "pred": 0.00011162627924932167, "loss_l2": 8.722911843506154e-06, "loss_mape": 1.3828692436218262}}, "482": {"train": {"loss_reduced": -0.0008421391248703003, "pred": 1.8915812688646838e-05, "loss_l2": 9.041265229825513e-07, "loss_mape": 1.1290956735610962}}, "483": {"train": {"loss_reduced": 0.0019469037652015686, "pred": 0.00020212825620546937, "loss_l2": 3.67704660675372e-06, "loss_mape": 0.9849293828010559}}, "484": {"train": {"loss_reduced": -0.00235651433467865, "pred": 0.00023184735618997365, "loss_l2": 6.503199983853847e-06, "loss_mape": 1.082165002822876}}, "485": {"train": {"loss_reduced": 0.0044030919671058655, "pred": 0.0006170911947265267, "loss_l2": 1.716402948659379e-05, "loss_mape": 0.9409182071685791}, "valid": {"0": {"loss_reduced": -0.0013363510370254517, "pred": 0.0005075189401395619, "valid_loss_l2": 3.3998562685155775e-06, "valid_loss_mape": 1.379779577255249}}}, "486": {"train": {"loss_reduced": 0.00019266456365585327, "pred": 9.829143527895212e-05, "loss_l2": 1.7734301138716546e-07, "loss_mape": 2.1857736110687256}}, "487": {"train": {"loss_reduced": -0.0012473464012145996, "pred": 2.7739493816625327e-05, "loss_l2": 1.8255917666465393e-06, "loss_mape": 1.0832152366638184}}, "488": {"train": {"loss_reduced": 0.0013094022870063782, "pred": 0.0001924174139276147, "loss_l2": 1.7056136130122468e-06, "loss_mape": 0.9973950982093811}}, "489": {"train": {"loss_reduced": -0.0008141025900840759, "pred": 0.00022291218920145184, "loss_l2": 1.0132242778126965e-06, "loss_mape": 1.236441731452942}}, "490": {"train": {"loss_reduced": -0.0015917345881462097, "pred": 0.0001116371713578701, "loss_l2": 3.2744496820669156e-06, "loss_mape": 1.1368378400802612}, "valid": {"0": {"loss_reduced": -0.0022845640778541565, "pred": 0.00011636489216471091, "valid_loss_l2": 5.764459274359979e-06, "valid_loss_mape": 1.0509352684020996}}}, "491": {"train": {"loss_reduced": -0.0024034306406974792, "pred": 5.698365384887438e-06, "loss_l2": 6.390231646946631e-06, "loss_mape": 1.0517843961715698}}, "492": {"train": {"loss_reduced": 0.0051508694887161255, "pred": 0.0003107354277744889, "loss_l2": 2.647268593136687e-05, "loss_mape": 0.9988918304443359}}, "493": {"train": {"loss_reduced": -0.0008743107318878174, "pred": 0.00043722608825191855, "loss_l2": 1.4138837514110492e-06, "loss_mape": 1.3600066900253296}}, "494": {"train": {"loss_reduced": -0.0012135431170463562, "pred": 0.00031484581995755434, "loss_l2": 2.727311994021875e-06, "loss_mape": 1.360856056213379}}, "495": {"train": {"loss_reduced": -0.005077101290225983, "pred": 9.349780157208443e-05, "loss_l2": 2.9116958103259094e-05, "loss_mape": 1.0628137588500977}, "valid": {"0": {"loss_reduced": -0.0019648298621177673, "pred": 0.0001031600113492459, "valid_loss_l2": 4.276582330930978e-06, "valid_loss_mape": 1.0525033473968506}}}, "496": {"train": {"loss_reduced": -0.001540064811706543, "pred": 1.1293279385427013e-05, "loss_l2": 2.7016878902941244e-06, "loss_mape": 1.0672805309295654}}, "497": {"train": {"loss_reduced": 0.002392090857028961, "pred": 0.00035578501410782337, "loss_l2": 5.66465269002947e-06, "loss_mape": 0.9949676394462585}}, "498": {"train": {"loss_reduced": 0.0012506544589996338, "pred": 0.004887035582214594, "loss_l2": 6.263842919906892e-07, "loss_mape": 0.6328242421150208}}, "499": {"train": {"loss_reduced": -0.0008996948599815369, "pred": 0.000464682379970327, "loss_l2": 3.271215609856881e-05, "loss_mape": 6.357104301452637}}, "500": {"train": {"loss_reduced": -0.004165731370449066, "pred": 0.00017214588297065347, "loss_l2": 2.1021854990976863e-05, "loss_mape": 1.100637435913086}, "valid": {"0": {"loss_reduced": -0.003814101219177246, "pred": 0.00018394290236756206, "valid_loss_l2": 1.5984354831743985e-05, "valid_loss_mape": 1.048227071762085}}}}