Upload res_CIFAR2_32_lr1e-05_ep100_bs2048_attr_ckpts/md_0/step_98/pred_target.json with huggingface_hub

res_CIFAR2_32_lr1e-05_ep100_bs2048_attr_ckpts/md_0/step_98/pred_target.json

@@ -0,0 +1 @@
+{"1": {"train": {"loss_reduced": 0.0004466008394956589, "pred": 1.1630783081054688, "loss_l2": 1.4723132848739624, "loss_mape": 2716.943359375}}, "2": {"train": {"loss_reduced": 0.00028273649513721466, "pred": 1.1120131015777588, "loss_l2": 1.350370168685913, "loss_mape": 4110.02587890625}}, "3": {"train": {"loss_reduced": 0.00030340440571308136, "pred": 1.0639033317565918, "loss_l2": 1.2395743131637573, "loss_mape": 3669.5634765625}}, "4": {"train": {"loss_reduced": 0.00030573736876249313, "pred": 1.0185928344726562, "loss_l2": 1.13895845413208, "loss_mape": 3490.642822265625}}, "5": {"train": {"loss_reduced": 0.00011598411947488785, "pred": 0.9728889465332031, "loss_l2": 1.0417687892913818, "loss_mape": 8800.0908203125}, "valid": {"0": {"loss_reduced": 0.00020389538258314133, "pred": 0.9726715683937073, "valid_loss_l2": 0.9456933736801147, "valid_loss_mape": 4769.4443359375}}}, "6": {"train": {"loss_reduced": 0.0002977503463625908, "pred": 0.9219300746917725, "loss_l2": 0.9424452185630798, "loss_mape": 3260.436767578125}}, "7": {"train": {"loss_reduced": 0.00043119490146636963, "pred": 0.871195375919342, "loss_l2": 0.8431085348129272, "loss_mape": 2129.453369140625}}, "8": {"train": {"loss_reduced": 0.00039737019687891006, "pred": 0.8261604309082031, "loss_l2": 0.7602393627166748, "loss_mape": 2194.218505859375}}, "9": {"train": {"loss_reduced": 2.576969563961029e-05, "pred": 0.7810885310173035, "loss_l2": 0.681358277797699, "loss_mape": 32031.587890625}}, "10": {"train": {"loss_reduced": 0.000561675988137722, "pred": 0.7440363168716431, "loss_l2": 0.6178765892982483, "loss_mape": 1399.474609375}, "valid": {"0": {"loss_reduced": 0.00022551137953996658, "pred": 0.7423415184020996, "valid_loss_l2": 0.5507361888885498, "valid_loss_mape": 3290.814208984375}}}, "11": {"train": {"loss_reduced": 0.0005311137065291405, "pred": 0.6968363523483276, "loss_l2": 0.5464524030685425, "loss_mape": 1391.837890625}}, "12": {"train": {"loss_reduced": 0.00010083336383104324, "pred": 0.6579105257987976, "loss_l2": 0.48809200525283813, "loss_mape": 6928.61767578125}}, "13": {"train": {"loss_reduced": 0.00035915710031986237, "pred": 0.6180511116981506, "loss_l2": 0.43114525079727173, "loss_mape": 1828.21533203125}}, "14": {"train": {"loss_reduced": 0.00024564284831285477, "pred": 0.5818372964859009, "loss_l2": 0.3824140429496765, "loss_mape": 2517.461181640625}}, "15": {"train": {"loss_reduced": 0.00043691229075193405, "pred": 0.5449734926223755, "loss_l2": 0.335592120885849, "loss_mape": 1325.902587890625}, "valid": {"0": {"loss_reduced": 0.00015293527394533157, "pred": 0.548536479473114, "valid_loss_l2": 0.30072450637817383, "valid_loss_mape": 3585.72314453125}}}, "16": {"train": {"loss_reduced": 0.0004945630207657814, "pred": 0.5128725171089172, "loss_l2": 0.29938793182373047, "loss_mape": 1106.3575439453125}}, "17": {"train": {"loss_reduced": 0.00045625772327184677, "pred": 0.4790697991847992, "loss_l2": 0.2614516019821167, "loss_mape": 1120.6898193359375}}, "18": {"train": {"loss_reduced": 0.00015052035450935364, "pred": 0.4509218633174896, "loss_l2": 0.23179863393306732, "loss_mape": 3198.60205078125}}, "19": {"train": {"loss_reduced": 1.851934939622879e-05, "pred": 0.4178680181503296, "loss_l2": 0.19943147897720337, "loss_mape": 24114.103515625}}, "20": {"train": {"loss_reduced": 0.0006271954625844955, "pred": 0.4017924666404724, "loss_l2": 0.18336723744869232, "loss_mape": 682.744140625}, "valid": {"0": {"loss_reduced": 0.00023856665939092636, "pred": 0.3901759684085846, "valid_loss_l2": 0.15205118060112, "valid_loss_mape": 1634.5008544921875}}}, "21": {"train": {"loss_reduced": 0.00030168984085321426, "pred": 0.3666476607322693, "loss_l2": 0.15458163619041443, "loss_mape": 1303.2215576171875}}, "22": {"train": {"loss_reduced": 0.0003699306398630142, "pred": 0.3426448106765747, "loss_l2": 0.13487479090690613, "loss_mape": 992.7619018554688}}, "23": {"train": {"loss_reduced": 0.00045092031359672546, "pred": 0.32100051641464233, "loss_l2": 0.11818107217550278, "loss_mape": 762.3846435546875}}, "24": {"train": {"loss_reduced": 0.00018047355115413666, "pred": 0.29696810245513916, "loss_l2": 0.10126622021198273, "loss_mape": 1763.2696533203125}}, "25": {"train": {"loss_reduced": 0.00020079780369997025, "pred": 0.2754165530204773, "loss_l2": 0.08697251230478287, "loss_mape": 1468.696533203125}, "valid": {"0": {"loss_reduced": 0.00020797736942768097, "pred": 0.2793097496032715, "valid_loss_l2": 0.07789779454469681, "valid_loss_mape": 1341.9814453125}}}, "26": {"train": {"loss_reduced": 0.0003569163382053375, "pred": 0.25909435749053955, "loss_l2": 0.07752372324466705, "loss_mape": 780.10107421875}}, "27": {"train": {"loss_reduced": 0.000561123713850975, "pred": 0.23767304420471191, "loss_l2": 0.0651816725730896, "loss_mape": 454.9924011230469}}, "28": {"train": {"loss_reduced": -5.2539631724357605e-05, "pred": 0.22199781239032745, "loss_l2": 0.05706367269158363, "loss_mape": 4546.66357421875}}, "29": {"train": {"loss_reduced": 0.00023256707936525345, "pred": 0.21013833582401276, "loss_l2": 0.050871435552835464, "loss_mape": 969.814697265625}}, "30": {"train": {"loss_reduced": 0.0003922386094927788, "pred": 0.19266334176063538, "loss_l2": 0.04264098405838013, "loss_mape": 526.4574584960938}, "valid": {"0": {"loss_reduced": 0.0004730271175503731, "pred": 0.1956741213798523, "valid_loss_l2": 0.03810346871614456, "valid_loss_mape": 412.6636657714844}}}, "31": {"train": {"loss_reduced": 0.00046259816735982895, "pred": 0.1804189383983612, "loss_l2": 0.037686459720134735, "loss_mape": 419.6514892578125}}, "32": {"train": {"loss_reduced": -8.137989789247513e-05, "pred": 0.1683022826910019, "loss_l2": 0.03294350579380989, "loss_mape": 2230.322998046875}}, "33": {"train": {"loss_reduced": 0.00010562967509031296, "pred": 0.15384411811828613, "loss_l2": 0.027453390881419182, "loss_mape": 1568.599365234375}}, "34": {"train": {"loss_reduced": 0.0006047617644071579, "pred": 0.14415016770362854, "loss_l2": 0.02390650287270546, "loss_mape": 255.6664276123047}}, "35": {"train": {"loss_reduced": -2.9324553906917572e-05, "pred": 0.13343188166618347, "loss_l2": 0.02057236060500145, "loss_mape": 4891.14599609375}, "valid": {"0": {"loss_reduced": 0.0008268756791949272, "pred": 0.1301691234111786, "valid_loss_l2": 0.016729416325688362, "valid_loss_mape": 156.42283630371094}}}, "36": {"train": {"loss_reduced": 0.00037560146301984787, "pred": 0.12480458617210388, "loss_l2": 0.018098047003149986, "loss_mape": 358.1694641113281}}, "37": {"train": {"loss_reduced": 0.0004953043535351753, "pred": 0.1131209209561348, "loss_l2": 0.014829481020569801, "loss_mape": 245.86167907714844}}, "38": {"train": {"loss_reduced": 7.604807615280151e-05, "pred": 0.10577687621116638, "loss_l2": 0.01304690446704626, "loss_mape": 1501.9847412109375}}, "39": {"train": {"loss_reduced": 0.000153406523168087, "pred": 0.10014253109693527, "loss_l2": 0.011640852317214012, "loss_mape": 703.3128662109375}}, "40": {"train": {"loss_reduced": 0.0005089929327368736, "pred": 0.08768658339977264, "loss_l2": 0.008863376453518867, "loss_mape": 184.96426391601562}, "valid": {"0": {"loss_reduced": 0.00037401076406240463, "pred": 0.0909520611166954, "valid_loss_l2": 0.008204382844269276, "valid_loss_mape": 242.18032836914062}}}, "41": {"train": {"loss_reduced": 0.0003462694585323334, "pred": 0.08554418385028839, "loss_l2": 0.008536526001989841, "loss_mape": 266.8249206542969}}, "42": {"train": {"loss_reduced": 0.00029428862035274506, "pred": 0.07761694490909576, "loss_l2": 0.007029707543551922, "loss_mape": 284.9017639160156}}, "43": {"train": {"loss_reduced": 0.0003877757117152214, "pred": 0.07139359414577484, "loss_l2": 0.0059357257559895515, "loss_mape": 198.6809844970703}}, "44": {"train": {"loss_reduced": 0.00026735011488199234, "pred": 0.06502838432788849, "loss_l2": 0.004926913883537054, "loss_mape": 262.5470275878906}}, "45": {"train": {"loss_reduced": 0.00010925345122814178, "pred": 0.05896580219268799, "loss_l2": 0.004049380775541067, "loss_mape": 582.45068359375}, "valid": {"0": {"loss_reduced": 0.000296969898045063, "pred": 0.06208738312125206, "valid_loss_l2": 0.0038180553819984198, "valid_loss_mape": 208.0696258544922}}}, "46": {"train": {"loss_reduced": 0.0002622995525598526, "pred": 0.05595606938004494, "loss_l2": 0.0036909915506839752, "loss_mape": 231.618896484375}}, "47": {"train": {"loss_reduced": 0.00011433567851781845, "pred": 0.05042659491300583, "loss_l2": 0.0030127468053251505, "loss_mape": 480.064453125}}, "48": {"train": {"loss_reduced": 0.0003968197852373123, "pred": 0.046982184052467346, "loss_l2": 0.0025896707084029913, "loss_mape": 128.24160766601562}}, "49": {"train": {"loss_reduced": 0.0001350734382867813, "pred": 0.04403304681181908, "loss_l2": 0.0022934935986995697, "loss_mape": 354.5510559082031}}, "50": {"train": {"loss_reduced": 0.00041406136006116867, "pred": 0.04026240110397339, "loss_l2": 0.001903022057376802, "loss_mape": 105.35549926757812}, "valid": {"0": {"loss_reduced": 0.0008435752242803574, "pred": 0.03905351087450981, "valid_loss_l2": 0.0014599993592128158, "valid_loss_mape": 45.29523468017578}}}, "51": {"train": {"loss_reduced": 0.00022776983678340912, "pred": 0.03481663390994072, "loss_l2": 0.0014547902392223477, "loss_mape": 167.45726013183594}}, "52": {"train": {"loss_reduced": 0.00011429376900196075, "pred": 0.03234332799911499, "loss_l2": 0.0012673891615122557, "loss_mape": 311.48162841796875}}, "53": {"train": {"loss_reduced": 0.00045431405305862427, "pred": 0.03019876405596733, "loss_l2": 0.0010793798137456179, "loss_mape": 72.3154296875}}, "54": {"train": {"loss_reduced": 0.0004126355051994324, "pred": 0.027662863954901695, "loss_l2": 0.0009071266977116466, "loss_mape": 72.99067687988281}}, "55": {"train": {"loss_reduced": 0.00027858465909957886, "pred": 0.02465847134590149, "loss_l2": 0.0007282293518073857, "loss_mape": 96.86723327636719}, "valid": {"0": {"loss_reduced": 0.00033765286207199097, "pred": 0.023270493373274803, "valid_loss_l2": 0.0005259151803329587, "valid_loss_mape": 67.91839599609375}}}, "56": {"train": {"loss_reduced": 0.00016389694064855576, "pred": 0.021657155826687813, "loss_l2": 0.0005779623752459884, "loss_mape": 146.68270874023438}}, "57": {"train": {"loss_reduced": 0.0002238582819700241, "pred": 0.01913679949939251, "loss_l2": 0.00045015555224381387, "loss_mape": 94.77812957763672}}, "58": {"train": {"loss_reduced": 0.0004843929782509804, "pred": 0.018062740564346313, "loss_l2": 0.0003905365592800081, "loss_mape": 40.79745101928711}}, "59": {"train": {"loss_reduced": 0.00026075635105371475, "pred": 0.014858955517411232, "loss_l2": 0.0002704680373426527, "loss_mape": 63.07003402709961}}, "60": {"train": {"loss_reduced": 0.0005079042166471481, "pred": 0.013888994231820107, "loss_l2": 0.0002275425213156268, "loss_mape": 29.699522018432617}, "valid": {"0": {"loss_reduced": 0.00030822958797216415, "pred": 0.013424202799797058, "valid_loss_l2": 0.00017202875460498035, "valid_loss_mape": 42.552608489990234}}}, "61": {"train": {"loss_reduced": 0.0002460600808262825, "pred": 0.011857019737362862, "loss_l2": 0.00017711341206450015, "loss_mape": 54.08596420288086}}, "62": {"train": {"loss_reduced": 0.000665079802274704, "pred": 0.010683687403798103, "loss_l2": 0.0001340969611192122, "loss_mape": 17.411479949951172}}, "63": {"train": {"loss_reduced": 0.0003157295286655426, "pred": 0.00878001470118761, "loss_l2": 9.575176954967901e-05, "loss_mape": 30.99261474609375}}, "64": {"train": {"loss_reduced": 5.2539631724357605e-05, "pred": 0.008336210623383522, "loss_l2": 9.101872274186462e-05, "loss_mape": 181.58432006835938}}, "65": {"train": {"loss_reduced": 0.0004064040258526802, "pred": 0.0068933540023863316, "loss_l2": 5.711185440304689e-05, "loss_mape": 18.595382690429688}, "valid": {"0": {"loss_reduced": 9.019672870635986e-05, "pred": 0.006446667946875095, "valid_loss_l2": 4.040472776978277e-05, "valid_loss_mape": 70.4734115600586}}}, "66": {"train": {"loss_reduced": 0.00025168992578983307, "pred": 0.0058211032301187515, "loss_l2": 4.3760508560808375e-05, "loss_mape": 26.28302574157715}}, "67": {"train": {"loss_reduced": 0.00020912941545248032, "pred": 0.0048803407698869705, "loss_l2": 3.122144335065968e-05, "loss_mape": 26.718456268310547}}, "68": {"train": {"loss_reduced": 0.0004525706171989441, "pred": 0.00405634380877018, "loss_l2": 1.9287217583041638e-05, "loss_mape": 9.703947067260742}}, "69": {"train": {"loss_reduced": 0.0002729138359427452, "pred": 0.0033685339149087667, "loss_l2": 1.4046293472347315e-05, "loss_mape": 13.732680320739746}}, "70": {"train": {"loss_reduced": 0.00014435872435569763, "pred": 0.0029359045438468456, "loss_l2": 1.1391589396225754e-05, "loss_mape": 23.3802490234375}, "valid": {"0": {"loss_reduced": 0.0004926025867462158, "pred": 0.0030113596003502607, "valid_loss_l2": 6.344137091218727e-06, "valid_loss_mape": 5.113162517547607}}}, "71": {"train": {"loss_reduced": 0.0005179625004529953, "pred": 0.0023983344435691833, "loss_l2": 5.626870461128419e-06, "loss_mape": 4.5796799659729}}, "72": {"train": {"loss_reduced": 0.0004065064713358879, "pred": 0.0018526703352108598, "loss_l2": 3.924560132873012e-06, "loss_mape": 4.873354911804199}}, "73": {"train": {"loss_reduced": 0.0003022514283657074, "pred": 0.0015163091011345387, "loss_l2": 2.5228007416444598e-06, "loss_mape": 5.2550048828125}}, "74": {"train": {"loss_reduced": 2.744235098361969e-05, "pred": 0.0011788136325776577, "loss_l2": 2.0919944745401153e-06, "loss_mape": 52.70586395263672}}, "75": {"train": {"loss_reduced": 0.00022184476256370544, "pred": 0.0009585905936546624, "loss_l2": 1.0528033271839377e-06, "loss_mape": 4.62513542175293}, "valid": {"0": {"loss_reduced": 0.0002910345792770386, "pred": 0.0009735809871926904, "valid_loss_l2": 4.658695900161547e-07, "valid_loss_mape": 2.3452415466308594}}}, "76": {"train": {"loss_reduced": 0.0004727458581328392, "pred": 0.0007303168531507254, "loss_l2": 2.2113601971796015e-07, "loss_mape": 0.9947226643562317}}, "77": {"train": {"loss_reduced": 0.0002587670460343361, "pred": 0.0005299862241372466, "loss_l2": 2.4643856022521504e-07, "loss_mape": 1.9184273481369019}}, "78": {"train": {"loss_reduced": 0.0006151450797915459, "pred": 0.0004522661038208753, "loss_l2": 5.900163024818994e-09, "loss_mape": 0.12486894428730011}}, "79": {"train": {"loss_reduced": 0.0001254640519618988, "pred": 0.0003204727254342288, "loss_l2": 1.241118923189788e-07, "loss_mape": 2.8079371452331543}}, "80": {"train": {"loss_reduced": 0.00019998755306005478, "pred": 0.00023691481328569353, "loss_l2": 2.0842264802922728e-08, "loss_mape": 0.721887469291687}, "valid": {"0": {"loss_reduced": -0.0001376895233988762, "pred": 0.0001948898716364056, "valid_loss_l2": 1.1060905080739758e-07, "valid_loss_mape": 2.4154298305511475}}}, "81": {"train": {"loss_reduced": 0.00011935736984014511, "pred": 0.0001429714757250622, "loss_l2": 1.1013741918475262e-08, "loss_mape": 0.8792617917060852}}, "82": {"train": {"loss_reduced": 0.0003260252997279167, "pred": 0.00045443311682902277, "loss_l2": 3.097568423982011e-08, "loss_mape": 0.5398326516151428}}, "83": {"train": {"loss_reduced": 0.00042148027569055557, "pred": 0.0005070268525741994, "loss_l2": 3.535567616452795e-09, "loss_mape": 0.1410757303237915}}, "84": {"train": {"loss_reduced": 0.00024031847715377808, "pred": 0.00023046002024784684, "loss_l2": 1.1559016144246925e-07, "loss_mape": 1.414729118347168}}, "85": {"train": {"loss_reduced": 0.0005520321428775787, "pred": 0.00018029575585387647, "loss_l2": 1.3247836250229739e-07, "loss_mape": 0.6593379974365234}, "valid": {"0": {"loss_reduced": 0.0003252606838941574, "pred": 0.00015996297588571906, "valid_loss_l2": 2.732333292954081e-08, "valid_loss_mape": 0.5082007050514221}}}, "86": {"train": {"loss_reduced": 0.0003516487777233124, "pred": 0.0005378773203119636, "loss_l2": 3.5591863678519076e-08, "loss_mape": 0.5364956855773926}}, "87": {"train": {"loss_reduced": 0.0003628907725214958, "pred": 0.0003146193048451096, "loss_l2": 3.8229252652399737e-08, "loss_mape": 0.5387930274009705}}, "88": {"train": {"loss_reduced": 9.420700371265411e-05, "pred": 0.00020447598944883794, "loss_l2": 5.545155445929595e-08, "loss_mape": 2.4996180534362793}}, "89": {"train": {"loss_reduced": 0.0004666019231081009, "pred": 0.0003750846954062581, "loss_l2": 6.496905058384073e-08, "loss_mape": 0.5462692379951477}}, "90": {"train": {"loss_reduced": 0.00014686305075883865, "pred": 0.000368809443898499, "loss_l2": 4.830282307466405e-08, "loss_mape": 1.4964896440505981}, "valid": {"0": {"loss_reduced": 0.0003082267940044403, "pred": 0.000365227839211002, "valid_loss_l2": 3.2491191959138632e-09, "valid_loss_mape": 0.1849321573972702}}}, "91": {"train": {"loss_reduced": 0.0003191456198692322, "pred": 0.00014519625983666629, "loss_l2": 8.811390506124894e-10, "loss_mape": 0.0930107906460762}}, "92": {"train": {"loss_reduced": 0.000398159958422184, "pred": 0.0002976915566250682, "loss_l2": 5.894887422641659e-08, "loss_mape": 0.6097898483276367}}, "93": {"train": {"loss_reduced": 0.0003488995134830475, "pred": 0.0005362151423469186, "loss_l2": 2.7652440337533335e-09, "loss_mape": 0.15071843564510345}}, "94": {"train": {"loss_reduced": 1.3338401913642883e-05, "pred": 0.0002607516653370112, "loss_l2": 2.260399298847915e-07, "loss_mape": 35.64419174194336}}, "95": {"train": {"loss_reduced": 3.560539335012436e-05, "pred": 0.00017941882833838463, "loss_l2": 6.568124888417515e-08, "loss_mape": 7.197885036468506}, "valid": {"0": {"loss_reduced": 0.0007991306483745575, "pred": 0.00016725908790249377, "valid_loss_l2": 3.9926169392856536e-07, "valid_loss_mape": 0.7906987071037292}}}, "96": {"train": {"loss_reduced": 0.00040845200419425964, "pred": 0.0004936493351124227, "loss_l2": 4.090350103069795e-08, "loss_mape": 0.4951527714729309}}, "97": {"train": {"loss_reduced": -4.1311606764793396e-05, "pred": 0.0002788372803479433, "loss_l2": 3.302170057395415e-07, "loss_mape": 13.910016059875488}}, "98": {"train": {"loss_reduced": 0.00024960003793239594, "pred": 0.000365498592145741, "loss_l2": 2.1391220392241728e-11, "loss_mape": 0.018529903143644333}}, "99": {"train": {"loss_reduced": 0.00024196598678827286, "pred": 0.00043302890844643116, "loss_l2": 1.3691203726295953e-08, "loss_mape": 0.4835779666900635}}, "100": {"train": {"loss_reduced": 0.0006713420152664185, "pred": 0.0007578658405691385, "loss_l2": 6.049630485449597e-08, "loss_mape": 0.3663705885410309}, "valid": {"0": {"loss_reduced": 0.0007377220317721367, "pred": 0.0008550549973733723, "valid_loss_l2": 1.3767024853450494e-08, "valid_loss_mape": 0.1590476632118225}}}, "101": {"train": {"loss_reduced": 0.00026470888406038284, "pred": 0.00014576991088688374, "loss_l2": 2.655319519817567e-07, "loss_mape": 1.946658968925476}}, "102": {"train": {"loss_reduced": 0.0005471603944897652, "pred": 0.00032514691702090204, "loss_l2": 1.620348371034197e-07, "loss_mape": 0.7356809973716736}}, "103": {"train": {"loss_reduced": 0.00040568970143795013, "pred": 0.0008320403285324574, "loss_l2": 1.6591132634413697e-10, "loss_mape": 0.03175002336502075}}, "104": {"train": {"loss_reduced": 3.998447209596634e-05, "pred": 0.00044424354564398527, "loss_l2": 3.9961361153473263e-07, "loss_mape": 15.809886932373047}}, "105": {"train": {"loss_reduced": 0.00033672992140054703, "pred": 0.00027947890339419246, "loss_l2": 8.618373570357107e-09, "loss_mape": 0.2756963074207306}, "valid": {"0": {"loss_reduced": 0.00019128341227769852, "pred": 0.00029300310416147113, "valid_loss_l2": 1.0346895784607568e-08, "valid_loss_mape": 0.5317747592926025}}}, "106": {"train": {"loss_reduced": 0.00025907251983880997, "pred": 8.927407907322049e-05, "loss_l2": 1.751564937535477e-08, "loss_mape": 0.5108481049537659}}, "107": {"train": {"loss_reduced": 0.000315357930958271, "pred": 0.0003723181434907019, "loss_l2": 6.193678103727507e-08, "loss_mape": 0.78916996717453}}, "108": {"train": {"loss_reduced": 0.00028277188539505005, "pred": 0.0005898603703826666, "loss_l2": 1.3249928931813315e-09, "loss_mape": 0.1287272721529007}}, "109": {"train": {"loss_reduced": 0.00015278160572052002, "pred": 0.0002590505173429847, "loss_l2": 2.1430209073969309e-07, "loss_mape": 3.029996633529663}}, "110": {"train": {"loss_reduced": 0.0007813470438122749, "pred": 0.00026665395125746727, "loss_l2": 2.6965622623720265e-07, "loss_mape": 0.6646013855934143}, "valid": {"0": {"loss_reduced": 0.0003390274941921234, "pred": 0.00031430734088644385, "valid_loss_l2": 6.110859596120122e-10, "valid_loss_mape": 0.07291489094495773}}}, "111": {"train": {"loss_reduced": 0.00045614130795001984, "pred": 0.0010432470589876175, "loss_l2": 3.083885502519479e-08, "loss_mape": 0.38499024510383606}}, "112": {"train": {"loss_reduced": 0.00019719451665878296, "pred": 0.00029403300140984356, "loss_l2": 4.4875818616674223e-07, "loss_mape": 3.3971235752105713}}, "113": {"train": {"loss_reduced": 0.00040730927139520645, "pred": 0.00021964588086120784, "loss_l2": 2.5900781519538896e-10, "loss_mape": 0.039512284100055695}}, "114": {"train": {"loss_reduced": 0.0001994473859667778, "pred": 0.00025318984990008175, "loss_l2": 2.1990738396926446e-10, "loss_mape": 0.07435180991888046}}, "115": {"train": {"loss_reduced": 2.9916875064373016e-05, "pred": 0.00033771651214919984, "loss_l2": 6.654050821452984e-08, "loss_mape": 8.622373580932617}, "valid": {"0": {"loss_reduced": 0.00043396465480327606, "pred": 0.0002849362208507955, "valid_loss_l2": 2.2209473371503918e-08, "valid_loss_mape": 0.3434114456176758}}}, "116": {"train": {"loss_reduced": 0.00016514025628566742, "pred": 6.863144517410547e-05, "loss_l2": 1.6805921987383954e-08, "loss_mape": 0.7850154638290405}}, "117": {"train": {"loss_reduced": 6.008520722389221e-05, "pred": 0.00017214087711181492, "loss_l2": 1.5779266782089962e-10, "loss_mape": 0.2090623527765274}}, "118": {"train": {"loss_reduced": 0.00039188843220472336, "pred": 0.0007012150017544627, "loss_l2": 4.2374370678999185e-08, "loss_mape": 0.5252779722213745}}, "119": {"train": {"loss_reduced": 0.0005728509277105331, "pred": 0.0006280806264840066, "loss_l2": 2.987077607485844e-08, "loss_mape": 0.30170440673828125}}, "120": {"train": {"loss_reduced": 0.000391264446079731, "pred": 0.00028338615084066987, "loss_l2": 2.670259213743975e-08, "loss_mape": 0.41764408349990845}, "valid": {"0": {"loss_reduced": 0.00028560589998960495, "pred": 0.00035768712405115366, "valid_loss_l2": 5.19570297896621e-09, "valid_loss_mape": 0.25238001346588135}}}, "121": {"train": {"loss_reduced": -3.714766353368759e-05, "pred": 2.684133141883649e-05, "loss_l2": 1.0358294844081684e-07, "loss_mape": 8.663884162902832}}, "122": {"train": {"loss_reduced": 0.0003313180059194565, "pred": 0.00028161692898720503, "loss_l2": 1.1367207264356693e-07, "loss_mape": 1.0176111459732056}}, "123": {"train": {"loss_reduced": 0.0003379620611667633, "pred": 0.0008676384459249675, "loss_l2": 6.249018524862038e-10, "loss_mape": 0.07396698743104935}}, "124": {"train": {"loss_reduced": 0.000551578588783741, "pred": 0.0005670355749316514, "loss_l2": 1.4788274427246506e-07, "loss_mape": 0.6971903443336487}}, "125": {"train": {"loss_reduced": 0.0004896447062492371, "pred": 0.00027540005976334214, "loss_l2": 2.3017110439838007e-09, "loss_mape": 0.09798155725002289}, "valid": {"0": {"loss_reduced": 0.00021893717348575592, "pred": 0.000303500855807215, "valid_loss_l2": 7.15101622361658e-09, "valid_loss_mape": 0.38624635338783264}}}, "126": {"train": {"loss_reduced": 0.00030614156275987625, "pred": 4.34751964348834e-05, "loss_l2": 3.3171199120829442e-09, "loss_mape": 0.18813009560108185}}, "127": {"train": {"loss_reduced": 0.0003013657405972481, "pred": 0.00012144388165324926, "loss_l2": 8.672220985772583e-08, "loss_mape": 0.9771726131439209}}, "128": {"train": {"loss_reduced": 0.0003373594954609871, "pred": 0.00040938970050774515, "loss_l2": 5.049628626352387e-08, "loss_mape": 0.6660959124565125}}, "129": {"train": {"loss_reduced": 0.00031830836087465286, "pred": 0.0005660831229761243, "loss_l2": 3.640351575739942e-09, "loss_mape": 0.18954992294311523}}, "130": {"train": {"loss_reduced": 7.724948227405548e-05, "pred": 0.0002933573559857905, "loss_l2": 2.8372431870593573e-07, "loss_mape": 6.89529275894165}, "valid": {"0": {"loss_reduced": 0.00038940832018852234, "pred": 0.00041547970613464713, "valid_loss_l2": 6.797171714367778e-10, "valid_loss_mape": 0.06695128232240677}}}, "131": {"train": {"loss_reduced": 0.00035285763442516327, "pred": 0.0006559508619830012, "loss_l2": 5.318500639894808e-10, "loss_mape": 0.06535744667053223}}, "132": {"train": {"loss_reduced": 0.0003811884671449661, "pred": 0.00021935296535957605, "loss_l2": 3.976688489615299e-08, "loss_mape": 0.5231437683105469}}, "133": {"train": {"loss_reduced": 0.0002595316618680954, "pred": 0.00011983409058302641, "loss_l2": 1.5989581880759829e-09, "loss_mape": 0.1540735960006714}}, "134": {"train": {"loss_reduced": 0.0003165910020470619, "pred": 0.00017724221106618643, "loss_l2": 2.8263173135201214e-08, "loss_mape": 0.531021237373352}}, "135": {"train": {"loss_reduced": 0.00015617907047271729, "pred": 0.00022762370645068586, "loss_l2": 2.8212881683642443e-11, "loss_mape": 0.034009549766778946}, "valid": {"0": {"loss_reduced": 0.00022938940674066544, "pred": 0.000223714901949279, "valid_loss_l2": 3.220000308057358e-11, "valid_loss_mape": 0.024737432599067688}}}, "136": {"train": {"loss_reduced": 0.0002031363546848297, "pred": 0.00011222949251532555, "loss_l2": 1.4591047814427327e-10, "loss_mape": 0.05946420133113861}}, "137": {"train": {"loss_reduced": 0.0003756340593099594, "pred": 0.00030428971513174474, "loss_l2": 6.859724521746102e-08, "loss_mape": 0.6972497701644897}}, "138": {"train": {"loss_reduced": 0.00023875664919614792, "pred": 0.00038049666909500957, "loss_l2": 2.6394925134454184e-10, "loss_mape": 0.06804633140563965}}, "139": {"train": {"loss_reduced": 0.0002277875319123268, "pred": 0.0003350627375766635, "loss_l2": 6.308551547817842e-08, "loss_mape": 1.1026428937911987}}, "140": {"train": {"loss_reduced": 0.0003891121596097946, "pred": 0.000253600359428674, "loss_l2": 1.3829929201847335e-08, "loss_mape": 0.30222833156585693}, "valid": {"0": {"loss_reduced": 0.0005835872143507004, "pred": 0.00031577720073983073, "valid_loss_l2": 7.172220506390659e-08, "valid_loss_mape": 0.45890316367149353}}}, "141": {"train": {"loss_reduced": 0.0002492191269993782, "pred": 0.000111270637717098, "loss_l2": 4.5070613907682855e-09, "loss_mape": 0.26938000321388245}}, "142": {"train": {"loss_reduced": 0.0001874193549156189, "pred": 0.0001526059932075441, "loss_l2": 5.598012275953579e-09, "loss_mape": 0.39921098947525024}}, "143": {"train": {"loss_reduced": 0.0005091624334454536, "pred": 0.0004497829941101372, "loss_l2": 1.1853138914830197e-07, "loss_mape": 0.676176905632019}}, "144": {"train": {"loss_reduced": 0.0004040626809000969, "pred": 0.0006976760341785848, "loss_l2": 1.2233669632877309e-09, "loss_mape": 0.08656246960163116}}, "145": {"train": {"loss_reduced": -7.479917258024216e-05, "pred": 0.0002132266527041793, "loss_l2": 2.9044340976724925e-07, "loss_mape": 7.204999923706055}, "valid": {"0": {"loss_reduced": 0.0003347378224134445, "pred": 0.0004711859510280192, "valid_loss_l2": 1.8618091957023353e-08, "valid_loss_mape": 0.4076268672943115}}}, "146": {"train": {"loss_reduced": 0.0003652302548289299, "pred": 0.0006830203346908092, "loss_l2": 5.794827395710911e-10, "loss_mape": 0.06591033190488815}}, "147": {"train": {"loss_reduced": 0.0003872578963637352, "pred": 0.0002452374901622534, "loss_l2": 9.729158989557618e-08, "loss_mape": 0.8054477572441101}}, "148": {"train": {"loss_reduced": 0.000348702073097229, "pred": 0.00015906499174889177, "loss_l2": 4.284659294029325e-09, "loss_mape": 0.187717005610466}}, "149": {"train": {"loss_reduced": 0.00017331354320049286, "pred": 0.00015157580492086709, "loss_l2": 3.6254663160484313e-10, "loss_mape": 0.10986249148845673}}, "150": {"train": {"loss_reduced": 0.00010807719081640244, "pred": 0.00020241067977622151, "loss_l2": 2.3719017860912572e-09, "loss_mape": 0.4506239891052246}, "valid": {"0": {"loss_reduced": 0.000341302715241909, "pred": 0.0001949383004102856, "valid_loss_l2": 2.142254196257909e-08, "valid_loss_mape": 0.4288404583930969}}}, "151": {"train": {"loss_reduced": 0.0002694902941584587, "pred": 0.0005818566423840821, "loss_l2": 5.54096502014545e-09, "loss_mape": 0.2762164771556854}}, "152": {"train": {"loss_reduced": 0.000298231840133667, "pred": 0.00019886014342773706, "loss_l2": 8.762829395436711e-08, "loss_mape": 0.992586076259613}}, "153": {"train": {"loss_reduced": 0.0004154304042458534, "pred": 0.0001475046738050878, "loss_l2": 4.865225378125615e-08, "loss_mape": 0.5309494733810425}}, "154": {"train": {"loss_reduced": 0.00046215299516916275, "pred": 0.0001837372110458091, "loss_l2": 1.1460444682143134e-07, "loss_mape": 0.732512354850769}}, "155": {"train": {"loss_reduced": -0.0003626476973295212, "pred": 0.00014799779455643147, "loss_l2": 3.1389026844408363e-07, "loss_mape": 1.5449129343032837}, "valid": {"0": {"loss_reduced": 0.0003718435764312744, "pred": 0.00014128186739981174, "valid_loss_l2": 5.3158700552558e-08, "valid_loss_mape": 0.6200502514839172}}}, "156": {"train": {"loss_reduced": 0.00033887196332216263, "pred": 0.0004668058536481112, "loss_l2": 3.858718145011153e-08, "loss_mape": 0.5796767473220825}}, "157": {"train": {"loss_reduced": 0.0002988642081618309, "pred": 0.0003690203302539885, "loss_l2": 2.0086330820845433e-08, "loss_mape": 0.4742162227630615}}, "158": {"train": {"loss_reduced": 0.0002177320420742035, "pred": 0.00025514111621305346, "loss_l2": 1.9483264779296405e-08, "loss_mape": 0.641074538230896}}, "159": {"train": {"loss_reduced": 0.0004124213010072708, "pred": 0.0002713599824346602, "loss_l2": 2.7958922288462418e-08, "loss_mape": 0.4054330289363861}}, "160": {"train": {"loss_reduced": 0.0002323109656572342, "pred": 0.00029739580349996686, "loss_l2": 3.090193656518636e-09, "loss_mape": 0.23928922414779663}, "valid": {"0": {"loss_reduced": 0.0002544643357396126, "pred": 0.0002703061909414828, "valid_loss_l2": 2.509643881598578e-10, "valid_loss_mape": 0.062255699187517166}}}, "161": {"train": {"loss_reduced": 0.00041240081191062927, "pred": 0.000668426277115941, "loss_l2": 1.1912728581364718e-08, "loss_mape": 0.264658659696579}}, "162": {"train": {"loss_reduced": 0.0003426307812333107, "pred": 0.0003606054815463722, "loss_l2": 9.87469590540968e-08, "loss_mape": 0.9171397089958191}}, "163": {"train": {"loss_reduced": 0.0001630624756217003, "pred": 0.00019964412786066532, "loss_l2": 3.0425276520418265e-08, "loss_mape": 1.0697029829025269}}, "164": {"train": {"loss_reduced": 0.00023810938000679016, "pred": 0.00026316664298065007, "loss_l2": 4.000071107679304e-11, "loss_mape": 0.026561791077256203}}, "165": {"train": {"loss_reduced": 0.000544324517250061, "pred": 0.0006730647874064744, "loss_l2": 4.1601957434522774e-08, "loss_mape": 0.3747132122516632}, "valid": {"0": {"loss_reduced": 0.00023109186440706253, "pred": 0.000555286300368607, "valid_loss_l2": 1.0510203196645307e-07, "valid_loss_mape": 1.4028812646865845}}}, "166": {"train": {"loss_reduced": 0.00011875852942466736, "pred": 0.0001022181095322594, "loss_l2": 1.5685466792092484e-07, "loss_mape": 3.3349084854125977}}, "167": {"train": {"loss_reduced": 0.0004512108862400055, "pred": 0.0003544833743944764, "loss_l2": 1.1501940377911524e-07, "loss_mape": 0.7516332268714905}}, "168": {"train": {"loss_reduced": 0.00038705021142959595, "pred": 0.0007553498726338148, "loss_l2": 1.3233268703061185e-08, "loss_mape": 0.2972119450569153}}, "169": {"train": {"loss_reduced": 0.00011300016194581985, "pred": 0.0004929789574816823, "loss_l2": 5.613487701339182e-07, "loss_mape": 6.630363464355469}}, "170": {"train": {"loss_reduced": 0.0002613011747598648, "pred": 0.00024189702526200563, "loss_l2": 6.821653641964076e-08, "loss_mape": 0.9995476007461548}, "valid": {"0": {"loss_reduced": 0.0006362739950418472, "pred": 0.00021034326346125454, "valid_loss_l2": 1.8141697921691957e-07, "valid_loss_mape": 0.6694139838218689}}}, "171": {"train": {"loss_reduced": 0.00012005213648080826, "pred": 6.928959919605404e-05, "loss_l2": 1.7855407818956337e-08, "loss_mape": 1.1130508184432983}}, "172": {"train": {"loss_reduced": 0.0005603432655334473, "pred": 0.00048654453712515533, "loss_l2": 2.060770754042096e-07, "loss_mape": 0.8101411461830139}}, "173": {"train": {"loss_reduced": 0.00026979949325323105, "pred": 0.00044635828817263246, "loss_l2": 4.1015479013140066e-08, "loss_mape": 0.7506418228149414}}, "174": {"train": {"loss_reduced": 0.00018679257482290268, "pred": 0.00024494912941008806, "loss_l2": 1.0646624559740303e-07, "loss_mape": 1.7468128204345703}}, "175": {"train": {"loss_reduced": 0.0005078548565506935, "pred": 0.00018909963546320796, "loss_l2": 8.426844289033397e-08, "loss_mape": 0.5716008543968201}, "valid": {"0": {"loss_reduced": 0.0002999119460582733, "pred": 0.00020260282326489687, "valid_loss_l2": 9.469065531675369e-09, "valid_loss_mape": 0.3244589865207672}}}, "176": {"train": {"loss_reduced": 0.0003869738429784775, "pred": 0.0005963745061308146, "loss_l2": 4.7271047520780485e-08, "loss_mape": 0.5618443489074707}}, "177": {"train": {"loss_reduced": 0.0005039200186729431, "pred": 0.0005244472995400429, "loss_l2": 1.1474899253016702e-08, "loss_mape": 0.21257531642913818}}, "178": {"train": {"loss_reduced": 0.00048511289060115814, "pred": 0.0004033244913443923, "loss_l2": 1.8294172843269507e-09, "loss_mape": 0.08816852420568466}}, "179": {"train": {"loss_reduced": -1.134723424911499e-05, "pred": 0.00018439926498103887, "loss_l2": 1.4544535531513247e-07, "loss_mape": 33.60933303833008}}, "180": {"train": {"loss_reduced": -8.62274318933487e-05, "pred": 7.359363371506333e-05, "loss_l2": 1.090696812866554e-07, "loss_mape": 3.830068826675415}, "valid": {"0": {"loss_reduced": 0.00031365640461444855, "pred": 0.00017479063535574824, "valid_loss_l2": 1.9283701746530824e-08, "valid_loss_mape": 0.4427321255207062}}}, "181": {"train": {"loss_reduced": 0.00027234386652708054, "pred": 0.00039551127701997757, "loss_l2": 2.0668716516070162e-08, "loss_mape": 0.5278847813606262}}, "182": {"train": {"loss_reduced": 0.00024476833641529083, "pred": 0.00023806099488865584, "loss_l2": 3.265948933517393e-08, "loss_mape": 0.7383281588554382}}, "183": {"train": {"loss_reduced": 0.0003626057878136635, "pred": 0.0002559127169661224, "loss_l2": 1.1865223470408637e-08, "loss_mape": 0.30040228366851807}}, "184": {"train": {"loss_reduced": 0.00041735079139471054, "pred": 0.0003417393600102514, "loss_l2": 2.5705448436497136e-08, "loss_mape": 0.38415929675102234}}, "185": {"train": {"loss_reduced": 7.90199264883995e-05, "pred": 0.00030703621450811625, "loss_l2": 8.069092416462809e-08, "loss_mape": 3.5948081016540527}, "valid": {"0": {"loss_reduced": 0.0003185635432600975, "pred": 0.0002658687299117446, "valid_loss_l2": 2.776743279753191e-09, "valid_loss_mape": 0.16541382670402527}}}, "186": {"train": {"loss_reduced": 0.0002879016101360321, "pred": 0.0002022526750806719, "loss_l2": 3.786162772190238e-10, "loss_mape": 0.06758581101894379}}, "187": {"train": {"loss_reduced": 0.00033318717032670975, "pred": 0.000303647160762921, "loss_l2": 1.7759246517812244e-08, "loss_mape": 0.399966835975647}}, "188": {"train": {"loss_reduced": 0.00029597245156764984, "pred": 0.00038029998540878296, "loss_l2": 2.643219627548876e-12, "loss_mape": 0.005493072792887688}}, "189": {"train": {"loss_reduced": 0.00010877847671508789, "pred": 0.0002685985527932644, "loss_l2": 6.171786992581474e-08, "loss_mape": 2.283823251724243}}, "190": {"train": {"loss_reduced": 4.5833177864551544e-05, "pred": 0.0001776649587554857, "loss_l2": 4.362815175795731e-08, "loss_mape": 4.55725622177124}, "valid": {"0": {"loss_reduced": 0.0009008599445223808, "pred": 0.00021902767184656113, "valid_loss_l2": 4.648952369734616e-07, "valid_loss_mape": 0.7568682432174683}}}, "191": {"train": {"loss_reduced": 6.629433482885361e-05, "pred": 9.15985438041389e-05, "loss_l2": 1.382461434218385e-08, "loss_mape": 1.7735772132873535}}, "192": {"train": {"loss_reduced": 0.00023565813899040222, "pred": 0.00015522072499152273, "loss_l2": 1.568405494367653e-08, "loss_mape": 0.5314307808876038}}, "193": {"train": {"loss_reduced": 0.0005109682679176331, "pred": 0.000450262421509251, "loss_l2": 1.1805819610799517e-07, "loss_mape": 0.6724409461021423}}, "194": {"train": {"loss_reduced": 0.0004126736894249916, "pred": 0.0006947710644453764, "loss_l2": 4.022024047145578e-09, "loss_mape": 0.15367935597896576}}, "195": {"train": {"loss_reduced": 0.0002926895394921303, "pred": 0.00048441861872561276, "loss_l2": 1.1800876364986834e-07, "loss_mape": 1.1736806631088257}, "valid": {"0": {"loss_reduced": 0.00029229652136564255, "pred": 0.0006507690413855016, "valid_loss_l2": 1.2850254904606118e-07, "valid_loss_mape": 1.2264002561569214}}}, "196": {"train": {"loss_reduced": 0.00025686994194984436, "pred": 0.00015096049173735082, "loss_l2": 1.0542009221126136e-07, "loss_mape": 1.264003872871399}}, "197": {"train": {"loss_reduced": 0.0005820300430059433, "pred": 0.00022772522061131895, "loss_l2": 1.895865153755949e-07, "loss_mape": 0.7480977177619934}}, "198": {"train": {"loss_reduced": 0.00017686467617750168, "pred": 0.00035108617157675326, "loss_l2": 2.3426323103592495e-09, "loss_mape": 0.27365976572036743}}, "199": {"train": {"loss_reduced": 0.00029106251895427704, "pred": 0.0004307810449972749, "loss_l2": 5.134509706294921e-09, "loss_mape": 0.24618591368198395}}, "200": {"train": {"loss_reduced": 8.12821090221405e-05, "pred": 0.00026661227457225323, "loss_l2": 1.090282211180238e-07, "loss_mape": 4.062323570251465}, "valid": {"0": {"loss_reduced": 0.0002967454493045807, "pred": 0.0002828256110660732, "valid_loss_l2": 1.9376189541731037e-10, "valid_loss_mape": 0.04690834507346153}}}, "201": {"train": {"loss_reduced": 0.0002714451402425766, "pred": 0.0004865074879489839, "loss_l2": 8.908675463992211e-10, "loss_mape": 0.10995741188526154}}, "202": {"train": {"loss_reduced": 0.0003841780126094818, "pred": 0.000255785183981061, "loss_l2": 1.749399380912564e-08, "loss_mape": 0.3442801535129547}}, "203": {"train": {"loss_reduced": 0.00023284461349248886, "pred": 0.00015732977772131562, "loss_l2": 1.3617230676388203e-09, "loss_mape": 0.15848135948181152}}, "204": {"train": {"loss_reduced": 0.00023127347230911255, "pred": 0.00015608638932462782, "loss_l2": 5.910352207649794e-09, "loss_mape": 0.3324151933193207}}, "205": {"train": {"loss_reduced": 0.0004344731569290161, "pred": 0.0002521646092645824, "loss_l2": 8.253154248905048e-08, "loss_mape": 0.6612216234207153}, "valid": {"0": {"loss_reduced": 0.0003945250064134598, "pred": 0.0002844642731361091, "valid_loss_l2": 1.2113365421839717e-08, "valid_loss_mape": 0.27897024154663086}}}, "206": {"train": {"loss_reduced": 0.0001441584900021553, "pred": 8.97472637007013e-05, "loss_l2": 3.54271740832246e-08, "loss_mape": 1.3056538105010986}}, "207": {"train": {"loss_reduced": 0.0004644067957997322, "pred": 0.0004588086740113795, "loss_l2": 1.1606786642914813e-07, "loss_mape": 0.7335968017578125}}, "208": {"train": {"loss_reduced": 0.00044196657836437225, "pred": 0.0009384894510731101, "loss_l2": 2.4671893417149704e-09, "loss_mape": 0.11238589137792587}}, "209": {"train": {"loss_reduced": 0.00015898142009973526, "pred": 0.0004575540078803897, "loss_l2": 5.947910040049464e-07, "loss_mape": 4.851050853729248}}, "210": {"train": {"loss_reduced": 0.00020914338529109955, "pred": 0.00010634220961946994, "loss_l2": 1.824327711119622e-08, "loss_mape": 0.6458137631416321}, "valid": {"0": {"loss_reduced": 0.0003927377983927727, "pred": 0.00014386184921022505, "valid_loss_l2": 6.193923240971344e-08, "valid_loss_mape": 0.6336948871612549}}}, "211": {"train": {"loss_reduced": 0.0005195438861846924, "pred": 0.0006690402515232563, "loss_l2": 1.4458177588494436e-07, "loss_mape": 0.7318710088729858}}, "212": {"train": {"loss_reduced": 0.00023255310952663422, "pred": 0.00033213867573067546, "loss_l2": 2.426639014174725e-07, "loss_mape": 2.1182656288146973}}, "213": {"train": {"loss_reduced": 0.00018672645092010498, "pred": 0.00017331862181890756, "loss_l2": 3.015025384911496e-08, "loss_mape": 0.9299072623252869}}, "214": {"train": {"loss_reduced": 0.0002041766420006752, "pred": 0.00016664009308442473, "loss_l2": 7.46487260894213e-10, "loss_mape": 0.13381510972976685}}, "215": {"train": {"loss_reduced": 0.00038574449717998505, "pred": 0.00027055077953264117, "loss_l2": 3.3473149585461215e-08, "loss_mape": 0.4742950201034546}, "valid": {"0": {"loss_reduced": 0.00038626231253147125, "pred": 0.00027717126067727804, "valid_loss_l2": 1.1900857188607006e-08, "valid_loss_mape": 0.2824273705482483}}}, "216": {"train": {"loss_reduced": 0.0002771560102701187, "pred": 0.00019165562116540968, "loss_l2": 4.0831085040826665e-11, "loss_mape": 0.023055320605635643}}, "217": {"train": {"loss_reduced": 0.0003160294145345688, "pred": 0.0003749028837773949, "loss_l2": 1.2156460726941987e-08, "loss_mape": 0.34887999296188354}}, "218": {"train": {"loss_reduced": 0.00031358934938907623, "pred": 0.00041198660619556904, "loss_l2": 5.456005647275219e-10, "loss_mape": 0.07448624819517136}}, "219": {"train": {"loss_reduced": 0.00027180183678865433, "pred": 0.0002618039143271744, "loss_l2": 1.7632645565868188e-08, "loss_mape": 0.4885469973087311}}, "220": {"train": {"loss_reduced": 0.00011083483695983887, "pred": 9.601593774277717e-05, "loss_l2": 2.1282430040514555e-08, "loss_mape": 1.3162376880645752}, "valid": {"0": {"loss_reduced": 0.000535513274371624, "pred": 0.0002006054564844817, "valid_loss_l2": 1.1216324935503508e-07, "valid_loss_mape": 0.6253958940505981}}}, "221": {"train": {"loss_reduced": 0.00018443819135427475, "pred": 0.00011601913865888491, "loss_l2": 6.680480613141526e-09, "loss_mape": 0.4431523084640503}}, "222": {"train": {"loss_reduced": 0.0005331514403223991, "pred": 0.00031538173789158463, "loss_l2": 2.4517086671949073e-07, "loss_mape": 0.9287179708480835}}, "223": {"train": {"loss_reduced": 0.00026292726397514343, "pred": 0.0005368543788790703, "loss_l2": 6.466595037224465e-10, "loss_mape": 0.09671686589717865}}, "224": {"train": {"loss_reduced": 0.0003759656101465225, "pred": 0.0005235144635662436, "loss_l2": 1.38375559899373e-08, "loss_mape": 0.3128827214241028}}, "225": {"train": {"loss_reduced": 0.00017531774938106537, "pred": 0.0002835254999808967, "loss_l2": 4.946899778701663e-08, "loss_mape": 1.2686465978622437}, "valid": {"0": {"loss_reduced": 0.00011907704174518585, "pred": 0.00037740881089121103, "valid_loss_l2": 6.673530350553847e-08, "valid_loss_mape": 2.1694507598876953}}}, "226": {"train": {"loss_reduced": 7.322151213884354e-05, "pred": 0.00010297715198248625, "loss_l2": 5.064489272399442e-08, "loss_mape": 3.0734710693359375}}, "227": {"train": {"loss_reduced": 0.00029956456273794174, "pred": 0.00019200694805476815, "loss_l2": 3.3189994752547136e-08, "loss_mape": 0.6081534624099731}}, "228": {"train": {"loss_reduced": 0.00017878040671348572, "pred": 0.0002922422718256712, "loss_l2": 9.762317690342748e-12, "loss_mape": 0.017476584762334824}}, "229": {"train": {"loss_reduced": 0.0007335133850574493, "pred": 0.0007555638439953327, "loss_l2": 1.5563996669243352e-07, "loss_mape": 0.5378392934799194}}, "230": {"train": {"loss_reduced": -8.511077612638474e-05, "pred": 0.0003515498246997595, "loss_l2": 3.8490844644911704e-07, "loss_mape": 7.289440155029297}, "valid": {"0": {"loss_reduced": 0.00047574006021022797, "pred": 0.0005634804838337004, "valid_loss_l2": 7.698382376020163e-09, "valid_loss_mape": 0.184429332613945}}}, "231": {"train": {"loss_reduced": 0.00045370589941740036, "pred": 0.00013797517749480903, "loss_l2": 1.1666466015469723e-08, "loss_mape": 0.23806482553482056}}, "232": {"train": {"loss_reduced": -3.379210829734802e-05, "pred": 4.978990909876302e-05, "loss_l2": 3.0712929088849705e-08, "loss_mape": 5.186152935028076}}, "233": {"train": {"loss_reduced": 0.0003408500924706459, "pred": 0.00026940973475575447, "loss_l2": 8.00084336560758e-08, "loss_mape": 0.8298593163490295}}, "234": {"train": {"loss_reduced": 0.000489535741508007, "pred": 0.0008770384010858834, "loss_l2": 3.137816761977774e-08, "loss_mape": 0.36185067892074585}}, "235": {"train": {"loss_reduced": 0.0001778341829776764, "pred": 0.00048048229655250907, "loss_l2": 3.3995181070167746e-07, "loss_mape": 3.278637647628784}, "valid": {"0": {"loss_reduced": 0.00033449847251176834, "pred": 0.0004978424985893071, "valid_loss_l2": 2.668127052629643e-08, "valid_loss_mape": 0.48832517862319946}}}, "236": {"train": {"loss_reduced": 0.00016623735427856445, "pred": 1.6621110262349248e-05, "loss_l2": 1.572757639678457e-07, "loss_mape": 2.3856256008148193}}, "237": {"train": {"loss_reduced": 0.00039129145443439484, "pred": 0.00014125308371149004, "loss_l2": 1.1227033525074148e-07, "loss_mape": 0.8563122153282166}}, "238": {"train": {"loss_reduced": 0.0001809699460864067, "pred": 0.00029710278613492846, "loss_l2": 1.0955165663517619e-08, "loss_mape": 0.5783663392066956}}, "239": {"train": {"loss_reduced": 0.0005670059472322464, "pred": 0.0009192089783027768, "loss_l2": 1.622126433176163e-08, "loss_mape": 0.22462326288223267}}, "240": {"train": {"loss_reduced": -3.984477370977402e-05, "pred": 0.0005313784349709749, "loss_l2": 8.667859106026299e-07, "loss_mape": 23.366010665893555}, "valid": {"0": {"loss_reduced": 0.00039733294397592545, "pred": 0.0003338932292535901, "valid_loss_l2": 4.024597544116659e-09, "valid_loss_mape": 0.1596638709306717}}}, "241": {"train": {"loss_reduced": 0.00036328285932540894, "pred": 0.0009221667423844337, "loss_l2": 1.203113786374388e-08, "loss_mape": 0.3019315302371979}}, "242": {"train": {"loss_reduced": 0.0002985270693898201, "pred": 0.0005141604924574494, "loss_l2": 1.126329379985691e-06, "loss_mape": 3.555076837539673}}, "243": {"train": {"loss_reduced": 0.00045036058872938156, "pred": 0.00017176657274831086, "loss_l2": 5.154708215826531e-09, "loss_mape": 0.15941958129405975}}, "244": {"train": {"loss_reduced": -2.636108547449112e-05, "pred": 6.751256296411157e-05, "loss_l2": 1.7536041951871084e-08, "loss_mape": 5.023454666137695}}, "245": {"train": {"loss_reduced": 0.00018265657126903534, "pred": 0.0002299098705407232, "loss_l2": 1.3298067536027247e-08, "loss_mape": 0.6313337087631226}, "valid": {"0": {"loss_reduced": 0.0006674788892269135, "pred": 0.00019816274289041758, "valid_loss_l2": 2.2025764678801352e-07, "valid_loss_mape": 0.7031176090240479}}}, "246": {"train": {"loss_reduced": 0.0002905838191509247, "pred": 0.000672596856020391, "loss_l2": 8.680617114009692e-09, "loss_mape": 0.3206298053264618}}, "247": {"train": {"loss_reduced": 0.0005317293107509613, "pred": 0.0005777041660621762, "loss_l2": 2.1198576227732246e-09, "loss_mape": 0.08658900111913681}}, "248": {"train": {"loss_reduced": 0.00016896426677703857, "pred": 0.00022261886624619365, "loss_l2": 2.62549832541481e-07, "loss_mape": 3.0325710773468018}}, "249": {"train": {"loss_reduced": 0.00020221713930368423, "pred": 8.62071174196899e-05, "loss_l2": 2.996677628264166e-10, "loss_mape": 0.08560557663440704}}, "250": {"train": {"loss_reduced": 0.0004041949287056923, "pred": 6.010026118019596e-05, "loss_l2": 1.2238106705808605e-07, "loss_mape": 0.8654983639717102}, "valid": {"0": {"loss_reduced": 0.0002679424360394478, "pred": 5.852847607457079e-05, "valid_loss_l2": 4.385420737662571e-08, "valid_loss_mape": 0.7815632820129395}}}, "251": {"train": {"loss_reduced": 0.00031563639640808105, "pred": 0.0004393514827825129, "loss_l2": 3.255404834590081e-08, "loss_mape": 0.5716305375099182}}, "252": {"train": {"loss_reduced": 0.00036714039742946625, "pred": 0.0007098936475813389, "loss_l2": 5.052167129093732e-09, "loss_mape": 0.193600594997406}}, "253": {"train": {"loss_reduced": 8.411426097154617e-05, "pred": 0.0002971813373733312, "loss_l2": 3.159532298013801e-07, "loss_mape": 6.6825432777404785}}, "254": {"train": {"loss_reduced": 0.0003263680264353752, "pred": 0.00021322038082871586, "loss_l2": 4.997677383045129e-09, "loss_mape": 0.21660900115966797}}, "255": {"train": {"loss_reduced": 0.00040546711534261703, "pred": 0.00010589917656034231, "loss_l2": 9.056326177869778e-08, "loss_mape": 0.7421990633010864}, "valid": {"0": {"loss_reduced": 0.00047219544649124146, "pred": 0.00018973146507050842, "valid_loss_l2": 7.978589167123573e-08, "valid_loss_mape": 0.5981929302215576}}}, "256": {"train": {"loss_reduced": 0.00034537725150585175, "pred": 0.000436488218838349, "loss_l2": 2.7021924253745055e-08, "loss_mape": 0.4759533703327179}}, "257": {"train": {"loss_reduced": 0.0002916213124990463, "pred": 0.00035895712790079415, "loss_l2": 1.3616577199115909e-08, "loss_mape": 0.40014252066612244}}, "258": {"train": {"loss_reduced": -8.074566721916199e-07, "pred": 0.00020484749984461814, "loss_l2": 1.3341922056042677e-07, "loss_mape": 452.36602783203125}}, "259": {"train": {"loss_reduced": 0.0005161687731742859, "pred": 0.00021025845489930362, "loss_l2": 9.388592303594123e-08, "loss_mape": 0.5936200022697449}}, "260": {"train": {"loss_reduced": 0.000459304079413414, "pred": 0.000312718068016693, "loss_l2": 4.827298027976212e-08, "loss_mape": 0.47835659980773926}, "valid": {"0": {"loss_reduced": 0.0003076614812016487, "pred": 0.00039434031350538135, "valid_loss_l2": 7.513220268151599e-09, "valid_loss_mape": 0.281734436750412}}}, "261": {"train": {"loss_reduced": 0.00044048577547073364, "pred": 0.0006737082730978727, "loss_l2": 3.8703948490592666e-08, "loss_mape": 0.44662779569625854}}, "262": {"train": {"loss_reduced": 0.0002495991066098213, "pred": 0.00038802268682047725, "loss_l2": 2.031924566381349e-07, "loss_mape": 1.8059710264205933}}, "263": {"train": {"loss_reduced": 0.00029127486050128937, "pred": 0.0002660716709215194, "loss_l2": 9.607272311029647e-09, "loss_mape": 0.3365092873573303}}, "264": {"train": {"loss_reduced": 0.00027019158005714417, "pred": 0.00027801375836133957, "loss_l2": 1.3831162881672299e-09, "loss_mape": 0.13764408230781555}}, "265": {"train": {"loss_reduced": -4.321616142988205e-05, "pred": 0.00015868860646151006, "loss_l2": 6.134123253787038e-08, "loss_mape": 5.730995178222656}, "valid": {"0": {"loss_reduced": 0.0005105528980493546, "pred": 0.00026073571643792093, "valid_loss_l2": 6.240862404638392e-08, "valid_loss_mape": 0.48930713534355164}}}, "266": {"train": {"loss_reduced": 0.0003998223692178726, "pred": 0.0006523305783048272, "loss_l2": 2.7334273511314677e-08, "loss_mape": 0.41351062059402466}}, "267": {"train": {"loss_reduced": 0.00020987167954444885, "pred": 0.00032129581086337566, "loss_l2": 2.2786844056099653e-07, "loss_mape": 2.2745120525360107}}, "268": {"train": {"loss_reduced": 0.0001250430941581726, "pred": 0.0001756697311066091, "loss_l2": 3.21660245106159e-08, "loss_mape": 1.4342966079711914}}, "269": {"train": {"loss_reduced": 0.0003367820754647255, "pred": 0.00025516445748507977, "loss_l2": 2.5838017947421577e-08, "loss_mape": 0.4772881269454956}}, "270": {"train": {"loss_reduced": 0.0005790479481220245, "pred": 0.0005619273288175464, "loss_l2": 1.085027747649292e-07, "loss_mape": 0.568860650062561}, "valid": {"0": {"loss_reduced": 0.00037647224962711334, "pred": 0.0005630070227198303, "valid_loss_l2": 3.4795220926753245e-08, "valid_loss_mape": 0.49548080563545227}}}, "271": {"train": {"loss_reduced": 0.0002031000331044197, "pred": 0.00011553741933312267, "loss_l2": 8.185639188695859e-08, "loss_mape": 1.4086928367614746}}, "272": {"train": {"loss_reduced": 0.00041822995990514755, "pred": 0.00020378857152536511, "loss_l2": 8.892329361742668e-08, "loss_mape": 0.7130050659179688}}, "273": {"train": {"loss_reduced": 0.00020949728786945343, "pred": 0.0003570350236259401, "loss_l2": 1.2463596821277179e-09, "loss_mape": 0.1685168296098709}}, "274": {"train": {"loss_reduced": 0.0004617534577846527, "pred": 0.0007110304431989789, "loss_l2": 8.404247076043703e-09, "loss_mape": 0.1985359936952591}}, "275": {"train": {"loss_reduced": 0.0004763063043355942, "pred": 0.0006187879480421543, "loss_l2": 7.780418798120081e-08, "loss_mape": 0.5856189727783203}, "valid": {"0": {"loss_reduced": 6.741844117641449e-06, "pred": 0.0006590208504348993, "valid_loss_l2": 4.2546790268715995e-07, "valid_loss_mape": 96.7508316040039}}}, "276": {"train": {"loss_reduced": 0.0004723668098449707, "pred": 0.00014639340224675834, "loss_l2": 1.2871758769961161e-08, "loss_mape": 0.24018150568008423}}, "277": {"train": {"loss_reduced": 0.00024959444999694824, "pred": 0.00015258823987096548, "loss_l2": 4.589858271231151e-09, "loss_mape": 0.27143430709838867}}, "278": {"train": {"loss_reduced": 0.00044408906251192093, "pred": 0.00016340317961294204, "loss_l2": 1.3536207177367032e-07, "loss_mape": 0.8284730911254883}}, "279": {"train": {"loss_reduced": 5.8935023844242096e-05, "pred": 0.00023484881967306137, "loss_l2": 2.96130959753782e-08, "loss_mape": 2.919903039932251}}, "280": {"train": {"loss_reduced": -6.687454879283905e-05, "pred": 0.0001600444520590827, "loss_l2": 7.215801645088504e-08, "loss_mape": 4.016811370849609}, "valid": {"0": {"loss_reduced": 0.0005840659141540527, "pred": 0.00018944129988085479, "valid_loss_l2": 1.557285713715828e-07, "valid_loss_mape": 0.6756507754325867}}}, "281": {"train": {"loss_reduced": 3.7727877497673035e-06, "pred": 8.591347432229668e-05, "loss_l2": 3.454267982760939e-08, "loss_mape": 49.26240921020508}}, "282": {"train": {"loss_reduced": 0.0005818475037813187, "pred": 0.0002881444524973631, "loss_l2": 2.3788608416452917e-07, "loss_mape": 0.8382534384727478}}, "283": {"train": {"loss_reduced": 0.0003297785297036171, "pred": 0.0005626300117000937, "loss_l2": 6.007532249441283e-09, "loss_mape": 0.23503129184246063}}, "284": {"train": {"loss_reduced": 0.0002586999908089638, "pred": 0.00042304774979129434, "loss_l2": 1.274772927217782e-07, "loss_mape": 1.3801300525665283}}, "285": {"train": {"loss_reduced": -4.735775291919708e-05, "pred": 0.0001831108093028888, "loss_l2": 1.900397137433174e-07, "loss_mape": 9.205154418945312}, "valid": {"0": {"loss_reduced": 0.0006725182756781578, "pred": 0.00026785701629705727, "valid_loss_l2": 1.6375074096686149e-07, "valid_loss_mape": 0.6017104387283325}}}, "286": {"train": {"loss_reduced": 0.00017165951430797577, "pred": 0.00010122764797415584, "loss_l2": 7.630943654746147e-10, "loss_mape": 0.16092415153980255}}, "287": {"train": {"loss_reduced": 0.000164693221449852, "pred": 0.00016151854651980102, "loss_l2": 2.6843174349977517e-09, "loss_mape": 0.3145873248577118}}, "288": {"train": {"loss_reduced": 0.000361807644367218, "pred": 0.00026388070546090603, "loss_l2": 5.3128516697142913e-08, "loss_mape": 0.6370684504508972}}, "289": {"train": {"loss_reduced": 0.00033412035554647446, "pred": 0.00047774985432624817, "loss_l2": 2.670262011505997e-09, "loss_mape": 0.15465857088565826}}, "290": {"train": {"loss_reduced": 0.0005180230364203453, "pred": 0.0006741561810486019, "loss_l2": 1.661925175255874e-08, "loss_mape": 0.2488608956336975}, "valid": {"0": {"loss_reduced": 0.0005061235278844833, "pred": 0.0005565491737797856, "valid_loss_l2": 2.5427457917004403e-09, "valid_loss_mape": 0.09963110089302063}}}, "291": {"train": {"loss_reduced": 0.00045489147305488586, "pred": 0.00028255447978153825, "loss_l2": 1.1288097567785371e-07, "loss_mape": 0.7385885715484619}}, "292": {"train": {"loss_reduced": 0.00043102074414491653, "pred": 0.00023519070236943662, "loss_l2": 2.1735267807798664e-08, "loss_mape": 0.3420458436012268}}, "293": {"train": {"loss_reduced": 0.0003265189006924629, "pred": 0.00027123981271870434, "loss_l2": 8.988520150410295e-09, "loss_mape": 0.2903593182563782}}, "294": {"train": {"loss_reduced": 0.0002106800675392151, "pred": 0.0003363005234859884, "loss_l2": 1.1257245802198668e-08, "loss_mape": 0.503607988357544}}, "295": {"train": {"loss_reduced": 6.598327308893204e-05, "pred": 0.00025026657385751605, "loss_l2": 8.670760820450596e-08, "loss_mape": 4.462669849395752}, "valid": {"0": {"loss_reduced": 7.09686428308487e-05, "pred": 0.00023981585400179029, "valid_loss_l2": 2.8509381522212607e-08, "valid_loss_mape": 2.379180431365967}}}, "296": {"train": {"loss_reduced": 0.0004914635792374611, "pred": 0.0006286274292506278, "loss_l2": 7.920649380821487e-08, "loss_mape": 0.5726497173309326}}, "297": {"train": {"loss_reduced": 0.00021578744053840637, "pred": 0.00036265215021558106, "loss_l2": 1.4847701379494538e-07, "loss_mape": 1.7856792211532593}}, "298": {"train": {"loss_reduced": 0.00024224258959293365, "pred": 0.000231202197028324, "loss_l2": 1.8216901764844806e-08, "loss_mape": 0.5571687817573547}}, "299": {"train": {"loss_reduced": 0.000255584716796875, "pred": 0.00019465488730929792, "loss_l2": 5.229945643225875e-11, "loss_mape": 0.028295259922742844}}, "300": {"train": {"loss_reduced": 0.00019101053476333618, "pred": 0.00017830531578511, "loss_l2": 9.072811252286428e-11, "loss_mape": 0.049867045134305954}, "valid": {"0": {"loss_reduced": 0.0004164744168519974, "pred": 0.0002659795864019543, "valid_loss_l2": 2.2648693587257185e-08, "valid_loss_mape": 0.3613543212413788}}}, "301": {"train": {"loss_reduced": 0.00029700249433517456, "pred": 0.0004596486978698522, "loss_l2": 1.2066813326327974e-08, "loss_mape": 0.3698590099811554}}, "302": {"train": {"loss_reduced": 0.0003043143078684807, "pred": 0.0002816433261614293, "loss_l2": 2.0918831111771397e-08, "loss_mape": 0.47527649998664856}}, "303": {"train": {"loss_reduced": 0.00040086545050144196, "pred": 0.0002989328349940479, "loss_l2": 4.6454881608148924e-10, "loss_mape": 0.05376715585589409}}, "304": {"train": {"loss_reduced": 0.0002675512805581093, "pred": 0.00022654754866380244, "loss_l2": 6.588946749319646e-11, "loss_mape": 0.03033898025751114}}, "305": {"train": {"loss_reduced": 0.0002290615811944008, "pred": 0.00022096883913036436, "loss_l2": 1.5886243431850744e-09, "loss_mape": 0.17400364577770233}, "valid": {"0": {"loss_reduced": 0.0002533150836825371, "pred": 0.00022648152662441134, "valid_loss_l2": 7.200398055573487e-10, "valid_loss_mape": 0.10592956840991974}}}, "306": {"train": {"loss_reduced": 6.680004298686981e-05, "pred": 5.281766061671078e-05, "loss_l2": 2.4825778766057738e-08, "loss_mape": 2.358710765838623}}, "307": {"train": {"loss_reduced": 0.00031449832022190094, "pred": 0.0002715948794502765, "loss_l2": 3.0194104994052395e-08, "loss_mape": 0.5525133013725281}}, "308": {"train": {"loss_reduced": 0.0003676656633615494, "pred": 0.0005323305958881974, "loss_l2": 1.5927023255812855e-08, "loss_mape": 0.34325292706489563}}, "309": {"train": {"loss_reduced": 0.0003401944413781166, "pred": 0.000488403020426631, "loss_l2": 1.033252505777682e-08, "loss_mape": 0.2987968623638153}}, "310": {"train": {"loss_reduced": 0.0005611134693026543, "pred": 0.0005244143540039659, "loss_l2": 1.53169903427397e-08, "loss_mape": 0.22056470811367035}, "valid": {"0": {"loss_reduced": 0.0003548283129930496, "pred": 0.0006377288373187184, "valid_loss_l2": 8.003270579592936e-08, "valid_loss_mape": 0.7972884774208069}}}, "311": {"train": {"loss_reduced": 0.00041977409273386, "pred": 0.0007131961174309254, "loss_l2": 6.012235709285108e-10, "loss_mape": 0.058412037789821625}}, "312": {"train": {"loss_reduced": 0.00012803543359041214, "pred": 0.00028965293313376606, "loss_l2": 4.121202152873593e-07, "loss_mape": 5.013970375061035}}, "313": {"train": {"loss_reduced": 0.00030325353145599365, "pred": 0.00017985953309107572, "loss_l2": 1.6892500731557902e-09, "loss_mape": 0.13553176820278168}}, "314": {"train": {"loss_reduced": 0.00048821326345205307, "pred": 0.0001976741332327947, "loss_l2": 1.6235661348673602e-07, "loss_mape": 0.8253257870674133}}, "315": {"train": {"loss_reduced": 0.00018065422773361206, "pred": 0.0003372284409124404, "loss_l2": 1.304593932882625e-11, "loss_mape": 0.019993532449007034}, "valid": {"0": {"loss_reduced": 0.00015001092106103897, "pred": 0.00038619193946942687, "valid_loss_l2": 5.578147366236408e-08, "valid_loss_mape": 1.574425458908081}}}, "316": {"train": {"loss_reduced": 0.0001719864085316658, "pred": 3.714420381584205e-05, "loss_l2": 4.2190972493472145e-08, "loss_mape": 1.1943061351776123}}, "317": {"train": {"loss_reduced": 0.00014369655400514603, "pred": 0.00014056111103855073, "loss_l2": 3.1384799203948432e-09, "loss_mape": 0.3898641765117645}}, "318": {"train": {"loss_reduced": 0.0003660619258880615, "pred": 0.00033656915184110403, "loss_l2": 7.120551970274391e-08, "loss_mape": 0.7289575934410095}}, "319": {"train": {"loss_reduced": 0.00041319243609905243, "pred": 0.0006113967392593622, "loss_l2": 2.2112303099675046e-08, "loss_mape": 0.35988572239875793}}, "320": {"train": {"loss_reduced": 0.0005087815225124359, "pred": 0.0005122022703289986, "loss_l2": 1.2852918729322482e-08, "loss_mape": 0.22282788157463074}, "valid": {"0": {"loss_reduced": 0.000385284423828125, "pred": 0.0002137321134796366, "valid_loss_l2": 2.9430195169766193e-08, "valid_loss_mape": 0.44526147842407227}}}, "321": {"train": {"loss_reduced": 0.00040834303945302963, "pred": 0.0008687183144502342, "loss_l2": 6.762920445879672e-09, "loss_mape": 0.20139189064502716}}, "322": {"train": {"loss_reduced": 0.000410289503633976, "pred": 0.0003437247942201793, "loss_l2": 2.3803328019766923e-07, "loss_mape": 1.1891275644302368}}, "323": {"train": {"loss_reduced": 0.0002447590231895447, "pred": 7.065477257128805e-05, "loss_l2": 1.4017711991165527e-10, "loss_mape": 0.048372648656368256}}, "324": {"train": {"loss_reduced": 0.00023608654737472534, "pred": 0.0001480622886447236, "loss_l2": 5.537764691254665e-10, "loss_mape": 0.09967723488807678}}, "325": {"train": {"loss_reduced": 0.00030037853866815567, "pred": 0.00011479858221719041, "loss_l2": 4.6048342028370826e-08, "loss_mape": 0.7143945097923279}, "valid": {"0": {"loss_reduced": 0.00013476237654685974, "pred": 0.00018294078472536057, "valid_loss_l2": 2.3211590427507645e-09, "valid_loss_mape": 0.3575063645839691}}}, "326": {"train": {"loss_reduced": 0.0002158908173441887, "pred": 0.00033090656506828964, "loss_l2": 4.383928775553159e-09, "loss_mape": 0.3066885471343994}}, "327": {"train": {"loss_reduced": 0.0004409775137901306, "pred": 0.0007163096452131867, "loss_l2": 8.075096147308614e-09, "loss_mape": 0.20377805829048157}}, "328": {"train": {"loss_reduced": 0.0003929426893591881, "pred": 0.00040763671859167516, "loss_l2": 9.578558035627793e-08, "loss_mape": 0.7876274585723877}}, "329": {"train": {"loss_reduced": 0.00010636914521455765, "pred": 7.800828461768106e-05, "loss_l2": 3.714479390737324e-08, "loss_mape": 1.8118960857391357}}, "330": {"train": {"loss_reduced": 0.0003566741943359375, "pred": 0.0002702517085708678, "loss_l2": 1.1237318631174276e-08, "loss_mape": 0.29720741510391235}, "valid": {"0": {"loss_reduced": 0.00038276147097349167, "pred": 0.0001926826371345669, "valid_loss_l2": 3.612996479773756e-08, "valid_loss_mape": 0.49659866094589233}}}, "331": {"train": {"loss_reduced": 0.0004250016063451767, "pred": 0.0005502898129634559, "loss_l2": 4.2995583982019525e-08, "loss_mape": 0.4878893494606018}}, "332": {"train": {"loss_reduced": 0.00047367624938488007, "pred": 0.0007510767318308353, "loss_l2": 5.091168372300947e-12, "loss_mape": 0.0047635105438530445}}, "333": {"train": {"loss_reduced": 0.0003710351884365082, "pred": 0.0005515393568202853, "loss_l2": 2.981895761422493e-07, "loss_mape": 1.4717401266098022}}, "334": {"train": {"loss_reduced": 0.0001103859394788742, "pred": 0.0002771796425804496, "loss_l2": 1.531035422885907e-07, "loss_mape": 3.5446949005126953}}, "335": {"train": {"loss_reduced": 0.00012607313692569733, "pred": 0.0001849359250627458, "loss_l2": 1.0882732937034234e-08, "loss_mape": 0.8274588584899902}, "valid": {"0": {"loss_reduced": 0.00011049583554267883, "pred": 0.00017734769789967686, "valid_loss_l2": 4.469171699383878e-09, "valid_loss_mape": 0.6050170063972473}}}, "336": {"train": {"loss_reduced": 0.0002446286380290985, "pred": 0.00036110676592215896, "loss_l2": 2.0471695449941762e-09, "loss_mape": 0.18495650589466095}}, "337": {"train": {"loss_reduced": 0.0003099953755736351, "pred": 0.00036009110044687986, "loss_l2": 2.5452895346944615e-10, "loss_mape": 0.05146516487002373}}, "338": {"train": {"loss_reduced": 8.147861808538437e-05, "pred": 0.00026511383475735784, "loss_l2": 1.2106610824957897e-07, "loss_mape": 4.27039098739624}}, "339": {"train": {"loss_reduced": 0.0004722103476524353, "pred": 0.00021209559054113925, "loss_l2": 7.07796559140661e-08, "loss_mape": 0.5634024143218994}}, "340": {"train": {"loss_reduced": 0.0004844982177019119, "pred": 0.00030417743255384266, "loss_l2": 7.276692315372202e-08, "loss_mape": 0.5567687153816223}, "valid": {"0": {"loss_reduced": 0.00037750881165266037, "pred": 0.00035729631781578064, "valid_loss_l2": 4.0854492011632715e-10, "valid_loss_mape": 0.05354177951812744}}}, "341": {"train": {"loss_reduced": 0.000168544240295887, "pred": 0.00011915973300347105, "loss_l2": 1.3734937631681987e-08, "loss_mape": 0.695343554019928}}, "342": {"train": {"loss_reduced": 0.00028681568801403046, "pred": 0.00014992250362411141, "loss_l2": 3.105348866938584e-08, "loss_mape": 0.6144015192985535}}, "343": {"train": {"loss_reduced": 0.00021671969443559647, "pred": 0.00025335740065202117, "loss_l2": 6.136217645114073e-10, "loss_mape": 0.11430151760578156}}, "344": {"train": {"loss_reduced": 0.00040707364678382874, "pred": 0.0004049302660860121, "loss_l2": 2.4128727460492883e-08, "loss_mape": 0.38158756494522095}}, "345": {"train": {"loss_reduced": 0.000304296612739563, "pred": 0.00042537838453426957, "loss_l2": 3.5400763209736397e-08, "loss_mape": 0.6183141469955444}, "valid": {"0": {"loss_reduced": 0.0005828281864523888, "pred": 0.0003850835491903126, "valid_loss_l2": 3.9102943105717713e-08, "valid_loss_mape": 0.33928462862968445}}}, "346": {"train": {"loss_reduced": 0.0005402108654379845, "pred": 0.000842290697619319, "loss_l2": 3.2914485359469836e-08, "loss_mape": 0.33583828806877136}}, "347": {"train": {"loss_reduced": 0.0001774262636899948, "pred": 0.0004339119768701494, "loss_l2": 4.2009961020994524e-07, "loss_mape": 3.6530721187591553}}, "348": {"train": {"loss_reduced": 4.158914089202881e-05, "pred": 0.0002556578256189823, "loss_l2": 1.7575881372522417e-07, "loss_mape": 10.080419540405273}}, "349": {"train": {"loss_reduced": 0.0004218900576233864, "pred": 0.000278452062048018, "loss_l2": 3.1681150147733206e-08, "loss_mape": 0.4218918979167938}}, "350": {"train": {"loss_reduced": 0.00036181695759296417, "pred": 0.0004170152242295444, "loss_l2": 7.322997763736794e-09, "loss_mape": 0.23651328682899475}, "valid": {"0": {"loss_reduced": 0.0003275461494922638, "pred": 0.0004096546908840537, "valid_loss_l2": 6.741812441646289e-09, "valid_loss_mape": 0.25067779421806335}}}, "351": {"train": {"loss_reduced": 0.0004171933978796005, "pred": 0.0005798822385258973, "loss_l2": 1.2006755312210515e-10, "loss_mape": 0.02626487798988819}}, "352": {"train": {"loss_reduced": 8.854549378156662e-05, "pred": 0.00021933014795649797, "loss_l2": 2.4638688955747057e-07, "loss_mape": 5.605861186981201}}, "353": {"train": {"loss_reduced": 0.00018555577844381332, "pred": 0.00011947291932301596, "loss_l2": 3.0231639414068923e-09, "loss_mape": 0.29631686210632324}}, "354": {"train": {"loss_reduced": 0.0003551691770553589, "pred": 0.0002249430981464684, "loss_l2": 3.9487709102559165e-08, "loss_mape": 0.5594943761825562}}, "355": {"train": {"loss_reduced": 0.0005640508607029915, "pred": 0.0005863048136234283, "loss_l2": 7.585843775359535e-08, "loss_mape": 0.4882965683937073}, "valid": {"0": {"loss_reduced": 0.0004399064928293228, "pred": 0.0004364713095128536, "valid_loss_l2": 1.1800484200907846e-11, "valid_loss_mape": 0.007808894384652376}}}, "356": {"train": {"loss_reduced": 0.00018256716430187225, "pred": 0.00010792426473926753, "loss_l2": 8.016466068738737e-08, "loss_mape": 1.5508464574813843}}, "357": {"train": {"loss_reduced": -2.2417865693569183e-05, "pred": 0.000113026806502603, "loss_l2": 2.1423470997206095e-08, "loss_mape": 6.529059886932373}}, "358": {"train": {"loss_reduced": 0.000592443160712719, "pred": 0.0004211862396914512, "loss_l2": 2.2796447751716187e-07, "loss_mape": 0.8059106469154358}}, "359": {"train": {"loss_reduced": 0.000299869105219841, "pred": 0.0006451751687563956, "loss_l2": 2.7741361208200033e-08, "loss_mape": 0.5554336309432983}}, "360": {"train": {"loss_reduced": 0.0003761518746614456, "pred": 0.0004989843582734466, "loss_l2": 3.5626818828404794e-08, "loss_mape": 0.5017938017845154}, "valid": {"0": {"loss_reduced": 0.0005794251337647438, "pred": 0.0005342871882021427, "valid_loss_l2": 2.037434221335843e-09, "valid_loss_mape": 0.07790125906467438}}}, "361": {"train": {"loss_reduced": 0.00027462560683488846, "pred": 7.090596773196012e-05, "loss_l2": 6.495583448895559e-08, "loss_mape": 0.9280428886413574}}, "362": {"train": {"loss_reduced": 0.0003537740558385849, "pred": 6.336126534733921e-05, "loss_l2": 7.279007263605308e-08, "loss_mape": 0.7626233100891113}}, "363": {"train": {"loss_reduced": 0.00020359549671411514, "pred": 0.00015868186892475933, "loss_l2": 1.5311551138097457e-08, "loss_mape": 0.6077730655670166}}, "364": {"train": {"loss_reduced": 0.00023257732391357422, "pred": 0.00014200425357557833, "loss_l2": 4.271648279541296e-08, "loss_mape": 0.8886492252349854}}, "365": {"train": {"loss_reduced": 0.00045339204370975494, "pred": 0.0004767546779476106, "loss_l2": 6.23450802095249e-08, "loss_mape": 0.5507153868675232}, "valid": {"0": {"loss_reduced": 0.0004922142252326012, "pred": 0.0005115224048495293, "valid_loss_l2": 3.7280578624176997e-10, "valid_loss_mape": 0.039227187633514404}}}, "366": {"train": {"loss_reduced": 0.0002468312159180641, "pred": 0.00011921077384613454, "loss_l2": 8.438023968437847e-08, "loss_mape": 1.1768478155136108}}, "367": {"train": {"loss_reduced": 0.00026527512818574905, "pred": 0.00015438449918292463, "loss_l2": 5.962971005857298e-09, "loss_mape": 0.2910950481891632}}, "368": {"train": {"loss_reduced": 0.0003966623917222023, "pred": 0.0003888714127242565, "loss_l2": 8.246807681189239e-08, "loss_mape": 0.7239722609519958}}, "369": {"train": {"loss_reduced": 0.00029534101486206055, "pred": 0.0006023299647495151, "loss_l2": 2.5547883808485494e-09, "loss_mape": 0.1711408495903015}}, "370": {"train": {"loss_reduced": 0.00033460650593042374, "pred": 0.0005118779372423887, "loss_l2": 6.380011541295971e-08, "loss_mape": 0.7548772692680359}, "valid": {"0": {"loss_reduced": 0.00030243396759033203, "pred": 0.0005560652352869511, "valid_loss_l2": 6.432882315721145e-08, "valid_loss_mape": 0.8386335372924805}}}, "371": {"train": {"loss_reduced": 0.00048820022493600845, "pred": 8.19739798316732e-05, "loss_l2": 8.648709304281965e-09, "loss_mape": 0.1904924064874649}}, "372": {"train": {"loss_reduced": 4.0735118091106415e-05, "pred": 4.478147820918821e-05, "loss_l2": 1.2792258807792223e-08, "loss_mape": 2.7765445709228516}}, "373": {"train": {"loss_reduced": 0.00043594371527433395, "pred": 0.0001839564210968092, "loss_l2": 1.5404934572416096e-07, "loss_mape": 0.9003254175186157}}, "374": {"train": {"loss_reduced": 0.00018957722932100296, "pred": 0.0004018695908598602, "loss_l2": 8.149473984531141e-09, "loss_mape": 0.47618818283081055}}, "375": {"train": {"loss_reduced": 0.0003634067252278328, "pred": 0.0004511547740548849, "loss_l2": 5.109673129055636e-09, "loss_mape": 0.19669964909553528}, "valid": {"0": {"loss_reduced": 0.0003808513283729553, "pred": 0.0002877158403862268, "valid_loss_l2": 8.674219564852592e-09, "valid_loss_mape": 0.24454551935195923}}}, "376": {"train": {"loss_reduced": 0.00034337956458330154, "pred": 0.00011269420792814344, "loss_l2": 7.192551443324646e-09, "loss_mape": 0.24698299169540405}}, "377": {"train": {"loss_reduced": 0.0003337394446134567, "pred": 0.00011085818550782278, "loss_l2": 6.830629217802198e-08, "loss_mape": 0.7831100821495056}}, "378": {"train": {"loss_reduced": 0.00026129279285669327, "pred": 0.00014616874977946281, "loss_l2": 4.161388034162883e-08, "loss_mape": 0.7807134389877319}}, "379": {"train": {"loss_reduced": 0.00035789143294095993, "pred": 0.00032755068968981504, "loss_l2": 3.62792924590849e-08, "loss_mape": 0.5322039723396301}}, "380": {"train": {"loss_reduced": 8.957833051681519e-05, "pred": 0.00030020231497474015, "loss_l2": 3.9120358508171194e-08, "loss_mape": 2.2079968452453613}, "valid": {"0": {"loss_reduced": 0.00031158700585365295, "pred": 0.00019120692741125822, "valid_loss_l2": 1.4491363664603796e-08, "valid_loss_mape": 0.3863449990749359}}}, "381": {"train": {"loss_reduced": 0.00031538959592580795, "pred": 0.000177775596966967, "loss_l2": 5.387548185353808e-09, "loss_mape": 0.2327277809381485}}, "382": {"train": {"loss_reduced": 0.0003612581640481949, "pred": 0.0002305652160430327, "loss_l2": 6.093249993455174e-08, "loss_mape": 0.683292806148529}}, "383": {"train": {"loss_reduced": 0.000535089522600174, "pred": 0.000487898156279698, "loss_l2": 7.303751203835418e-08, "loss_mape": 0.5050641298294067}}, "384": {"train": {"loss_reduced": -7.450580596923828e-09, "pred": 0.00034562143264338374, "loss_l2": 2.1617070444790443e-07, "loss_mape": 62403.40625}}, "385": {"train": {"loss_reduced": -3.2529234886169434e-05, "pred": 0.00021638922044076025, "loss_l2": 1.296909886150388e-07, "loss_mape": 11.070852279663086}, "valid": {"0": {"loss_reduced": 0.0005834633484482765, "pred": 0.00021063326857984066, "valid_loss_l2": 1.390022674740976e-07, "valid_loss_mape": 0.6389948725700378}}}, "386": {"train": {"loss_reduced": 0.00023916736245155334, "pred": 0.00017126754391938448, "loss_l2": 4.0480979679458073e-10, "loss_mape": 0.08412471413612366}}, "387": {"train": {"loss_reduced": 0.00040337443351745605, "pred": 0.00031256373040378094, "loss_l2": 4.719327506563786e-08, "loss_mape": 0.5385569930076599}}, "388": {"train": {"loss_reduced": 0.000404982827603817, "pred": 0.00042930414201691747, "loss_l2": 2.5644087742193733e-08, "loss_mape": 0.39541852474212646}}, "389": {"train": {"loss_reduced": 0.00019526388496160507, "pred": 0.0003903067554347217, "loss_l2": 5.9603877389236004e-08, "loss_mape": 1.2503031492233276}}, "390": {"train": {"loss_reduced": 0.00022869929671287537, "pred": 0.00025207281578332186, "loss_l2": 9.489728114431273e-09, "loss_mape": 0.42595335841178894}, "valid": {"0": {"loss_reduced": 0.00030879490077495575, "pred": 0.00031919428147375584, "valid_loss_l2": 1.0814711626228046e-10, "valid_loss_mape": 0.03367730602622032}}}, "391": {"train": {"loss_reduced": 0.00022894702851772308, "pred": 0.00014933654165361077, "loss_l2": 6.911293315425837e-09, "loss_mape": 0.3631154000759125}}, "392": {"train": {"loss_reduced": 0.00040090177208185196, "pred": 0.00037663785042241216, "loss_l2": 1.422540929496563e-08, "loss_mape": 0.29750511050224304}}, "393": {"train": {"loss_reduced": 0.00025892630219459534, "pred": 0.0002989746571984142, "loss_l2": 4.5015373650869606e-09, "loss_mape": 0.25912198424339294}}, "394": {"train": {"loss_reduced": 0.0004563005641102791, "pred": 0.0005693549755960703, "loss_l2": 1.597025089949966e-08, "loss_mape": 0.27695223689079285}}, "395": {"train": {"loss_reduced": 2.8592534363269806e-05, "pred": 0.0004625135916285217, "loss_l2": 4.979714276487357e-07, "loss_mape": 24.68025016784668}, "valid": {"0": {"loss_reduced": 0.0002609891816973686, "pred": 0.00031871514511294663, "valid_loss_l2": 3.3322868908669534e-09, "valid_loss_mape": 0.22118143737316132}}}, "396": {"train": {"loss_reduced": 0.0001883339136838913, "pred": 0.0001326451892964542, "loss_l2": 2.406837573687426e-08, "loss_mape": 0.8237489461898804}}, "397": {"train": {"loss_reduced": 0.00025607552379369736, "pred": 0.0002123762242263183, "loss_l2": 7.15454095967516e-09, "loss_mape": 0.3303108513355255}}, "398": {"train": {"loss_reduced": 0.0004494553431868553, "pred": 0.00040211965097114444, "loss_l2": 5.0319247435481884e-08, "loss_mape": 0.49909189343452454}}, "399": {"train": {"loss_reduced": 0.00021333526819944382, "pred": 0.0003468763898126781, "loss_l2": 2.5969642436507456e-08, "loss_mape": 0.7553884387016296}}, "400": {"train": {"loss_reduced": 0.0007706154137849808, "pred": 0.000637441931758076, "loss_l2": 1.0900991043172326e-07, "loss_mape": 0.4284452199935913}, "valid": {"0": {"loss_reduced": 0.00014860369265079498, "pred": 0.0005216327263042331, "valid_loss_l2": 1.3915065721903375e-07, "valid_loss_mape": 2.5102272033691406}}}, "401": {"train": {"loss_reduced": 0.00017517618834972382, "pred": 0.00014498036762233824, "loss_l2": 1.2509744351518748e-07, "loss_mape": 2.019059658050537}}, "402": {"train": {"loss_reduced": 0.00025238748639822006, "pred": 0.0002426689025014639, "loss_l2": 2.108900692965321e-10, "loss_mape": 0.057538725435733795}}, "403": {"train": {"loss_reduced": 0.0005672425031661987, "pred": 0.0005018587689846754, "loss_l2": 1.1296356206003111e-07, "loss_mape": 0.5925164818763733}}, "404": {"train": {"loss_reduced": 0.00012771505862474442, "pred": 0.00042386693530716, "loss_l2": 1.7615182201780044e-08, "loss_mape": 1.039205551147461}}, "405": {"train": {"loss_reduced": 0.00042317435145378113, "pred": 0.0005991894286125898, "loss_l2": 1.3473762904003816e-11, "loss_mape": 0.008674114011228085}, "valid": {"0": {"loss_reduced": 0.0003979569301009178, "pred": 0.000545776856597513, "valid_loss_l2": 2.185073100235968e-08, "valid_loss_mape": 0.37144705653190613}}}, "406": {"train": {"loss_reduced": 0.0003091413527727127, "pred": 3.4182023227913305e-05, "loss_l2": 7.463438578270143e-08, "loss_mape": 0.8837152719497681}}, "407": {"train": {"loss_reduced": 0.0003961576148867607, "pred": 0.00023217182024382055, "loss_l2": 1.1683308542842497e-08, "loss_mape": 0.2728443145751953}}, "408": {"train": {"loss_reduced": 0.0003089234232902527, "pred": 0.00017700213356874883, "loss_l2": 4.39950476049944e-08, "loss_mape": 0.6789707541465759}}, "409": {"train": {"loss_reduced": 0.0002285027876496315, "pred": 0.00035554327769204974, "loss_l2": 1.385746101201235e-10, "loss_mape": 0.05151697248220444}}, "410": {"train": {"loss_reduced": 0.0005975924432277679, "pred": 0.0007502329535782337, "loss_l2": 9.081555507606254e-10, "loss_mape": 0.05042837932705879}, "valid": {"0": {"loss_reduced": 1.0856427252292633e-05, "pred": 0.00032230044598691165, "valid_loss_l2": 9.699737546498e-08, "valid_loss_mape": 28.687524795532227}}}, "411": {"train": {"loss_reduced": 0.00022288504987955093, "pred": 0.00013152280007489026, "loss_l2": 7.040968341698317e-08, "loss_mape": 1.1905161142349243}}, "412": {"train": {"loss_reduced": 0.0003293808549642563, "pred": 0.00020326508092693985, "loss_l2": 2.5832983752138716e-08, "loss_mape": 0.48796528577804565}}, "413": {"train": {"loss_reduced": 0.0004941057413816452, "pred": 0.00031650823075324297, "loss_l2": 1.7360835613544623e-07, "loss_mape": 0.8432676196098328}}, "414": {"train": {"loss_reduced": 0.00025716517120599747, "pred": 0.0005517849931493402, "loss_l2": 3.214516430816161e-09, "loss_mape": 0.22046805918216705}}, "415": {"train": {"loss_reduced": 0.00040107499808073044, "pred": 0.0005840061930939555, "loss_l2": 1.7217188030826946e-07, "loss_mape": 1.0345596075057983}, "valid": {"0": {"loss_reduced": 4.5085325837135315e-05, "pred": 0.0005377255147323012, "valid_loss_l2": 2.426943694899819e-07, "valid_loss_mape": 10.926840782165527}}}, "416": {"train": {"loss_reduced": 0.0004892414435744286, "pred": 0.00039918880793266, "loss_l2": 8.39055821350021e-12, "loss_mape": 0.005920688156038523}}, "417": {"train": {"loss_reduced": 0.00036229100078344345, "pred": 0.0003639703500084579, "loss_l2": 1.1459463586382945e-11, "loss_mape": 0.009343822486698627}}, "418": {"train": {"loss_reduced": 0.0002290802076458931, "pred": 0.00017384473176207393, "loss_l2": 1.956627393440158e-08, "loss_mape": 0.6106136441230774}}, "419": {"train": {"loss_reduced": 6.38868659734726e-05, "pred": 8.085113222477958e-05, "loss_l2": 1.958090400933088e-08, "loss_mape": 2.1903059482574463}}, "420": {"train": {"loss_reduced": 0.000500963069498539, "pred": 7.712340448051691e-05, "loss_l2": 2.2706305458086717e-07, "loss_mape": 0.9511905312538147}, "valid": {"0": {"loss_reduced": 0.0002901032567024231, "pred": 0.00010729803034337237, "valid_loss_l2": 3.341775212106768e-08, "valid_loss_mape": 0.6301385164260864}}}, "421": {"train": {"loss_reduced": 0.00012943707406520844, "pred": 0.0002162063610740006, "loss_l2": 2.032547463670653e-09, "loss_mape": 0.3483065664768219}}, "422": {"train": {"loss_reduced": 0.00022496003657579422, "pred": 0.00039750244468450546, "loss_l2": 1.0759347190969493e-08, "loss_mape": 0.4610919952392578}}, "423": {"train": {"loss_reduced": 0.0004927720874547958, "pred": 0.0007529958384111524, "loss_l2": 7.841602367442135e-10, "loss_mape": 0.056827206164598465}}, "424": {"train": {"loss_reduced": 0.0003329785540699959, "pred": 0.00047133053885772824, "loss_l2": 2.105507519445382e-07, "loss_mape": 1.3780410289764404}}, "425": {"train": {"loss_reduced": 0.00035985279828310013, "pred": 0.00020867025887127966, "loss_l2": 2.3278143856941824e-09, "loss_mape": 0.13407546281814575}, "valid": {"0": {"loss_reduced": 0.0003311093896627426, "pred": 0.0002976963296532631, "valid_loss_l2": 1.1164326130241875e-09, "valid_loss_mape": 0.10091245174407959}}}, "426": {"train": {"loss_reduced": 0.00036110077053308487, "pred": 0.0006018724525347352, "loss_l2": 1.0175239317788964e-08, "loss_mape": 0.27934694290161133}}, "427": {"train": {"loss_reduced": 0.00039569009095430374, "pred": 0.00037757138488814235, "loss_l2": 4.5256292935391684e-08, "loss_mape": 0.5376310348510742}}, "428": {"train": {"loss_reduced": 9.710527956485748e-05, "pred": 0.0001679954439168796, "loss_l2": 8.082471225634436e-08, "loss_mape": 2.927717924118042}}, "429": {"train": {"loss_reduced": 0.00022640079259872437, "pred": 0.00013945104728918523, "loss_l2": 3.9455927414167036e-09, "loss_mape": 0.27744582295417786}}, "430": {"train": {"loss_reduced": 0.0005989884957671165, "pred": 0.0005611861124634743, "loss_l2": 7.731910045549739e-08, "loss_mape": 0.46422111988067627}, "valid": {"0": {"loss_reduced": 0.000342383049428463, "pred": 0.0003411099314689636, "valid_loss_l2": 1.6208293387998118e-12, "valid_loss_mape": 0.0037184024695307016}}}, "431": {"train": {"loss_reduced": 0.00030935555696487427, "pred": 0.0005613992107100785, "loss_l2": 3.3739596005943895e-08, "loss_mape": 0.5937615036964417}}, "432": {"train": {"loss_reduced": 0.00023833755403757095, "pred": 0.0003727151779457927, "loss_l2": 3.1353019380730984e-07, "loss_mape": 2.3493473529815674}}, "433": {"train": {"loss_reduced": 0.0002617994323372841, "pred": 0.00020165654132142663, "loss_l2": 1.4878233756121517e-08, "loss_mape": 0.465915322303772}}, "434": {"train": {"loss_reduced": 0.0002845423296093941, "pred": 0.00020116023370064795, "loss_l2": 9.239781384451362e-09, "loss_mape": 0.3378189206123352}}, "435": {"train": {"loss_reduced": 0.0003101332113146782, "pred": 0.00028103875229135156, "loss_l2": 1.5713506940073785e-08, "loss_mape": 0.4041925370693207}, "valid": {"0": {"loss_reduced": 0.0005476223304867744, "pred": 0.00035813573049381375, "valid_loss_l2": 3.5905170392425134e-08, "valid_loss_mape": 0.34601694345474243}}}, "436": {"train": {"loss_reduced": 0.0006256569176912308, "pred": 0.0008309765253216028, "loss_l2": 1.1014317635726911e-07, "loss_mape": 0.5304476618766785}}, "437": {"train": {"loss_reduced": 0.00023786071687936783, "pred": 0.0004492811276577413, "loss_l2": 3.732633899744542e-07, "loss_mape": 2.5685319900512695}}, "438": {"train": {"loss_reduced": 7.86222517490387e-05, "pred": 0.0002378580393269658, "loss_l2": 1.5436587830208737e-07, "loss_mape": 4.997239589691162}}, "439": {"train": {"loss_reduced": 0.00038785580545663834, "pred": 0.00016732505173422396, "loss_l2": 2.8019522702038557e-08, "loss_mape": 0.43157878518104553}}, "440": {"train": {"loss_reduced": 0.00021240487694740295, "pred": 0.0002694172435440123, "loss_l2": 1.5364398642248034e-10, "loss_mape": 0.05835704877972603}, "valid": {"0": {"loss_reduced": 0.000143357552587986, "pred": 0.00017110707995016128, "valid_loss_l2": 7.700362569806884e-10, "valid_loss_mape": 0.1935686469078064}}}, "441": {"train": {"loss_reduced": 0.00023822765797376633, "pred": 0.0003765766159631312, "loss_l2": 1.2892653611373817e-09, "loss_mape": 0.15072280168533325}}, "442": {"train": {"loss_reduced": -9.090546518564224e-05, "pred": 0.0002107423497363925, "loss_l2": 3.007201883065136e-07, "loss_mape": 6.032416343688965}}, "443": {"train": {"loss_reduced": 0.00021829549223184586, "pred": 0.00015464321768376976, "loss_l2": 2.008219368576647e-09, "loss_mape": 0.20528669655323029}}, "444": {"train": {"loss_reduced": 0.00040832627564668655, "pred": 0.00025033659767359495, "loss_l2": 4.9321585038342164e-08, "loss_mape": 0.543890118598938}}, "445": {"train": {"loss_reduced": 0.000816740095615387, "pred": 0.000530977500602603, "loss_l2": 3.374548782630882e-07, "loss_mape": 0.7112528085708618}, "valid": {"0": {"loss_reduced": 0.00079384446144104, "pred": 0.0005911891348659992, "valid_loss_l2": 4.1069181833108814e-08, "valid_loss_mape": 0.2552834153175354}}}, "446": {"train": {"loss_reduced": 0.0002436656504869461, "pred": 0.00012794739450328052, "loss_l2": 9.702748826612151e-08, "loss_mape": 1.2783597707748413}}, "447": {"train": {"loss_reduced": 0.0001716194674372673, "pred": 0.00013844910426996648, "loss_l2": 1.0912594161638367e-09, "loss_mape": 0.1924852430820465}}, "448": {"train": {"loss_reduced": 0.00040851905941963196, "pred": 0.0003832742222584784, "loss_l2": 5.7192465874322806e-08, "loss_mape": 0.5854058861732483}}, "449": {"train": {"loss_reduced": 0.00028342846781015396, "pred": 0.0005460618413053453, "loss_l2": 4.689550525682762e-09, "loss_mape": 0.24161402881145477}}, "450": {"train": {"loss_reduced": 4.535168409347534e-05, "pred": 0.0004228359612170607, "loss_l2": 3.924840257241158e-07, "loss_mape": 13.813940048217773}, "valid": {"0": {"loss_reduced": 0.0007345490157604218, "pred": 0.00018866687605623156, "valid_loss_l2": 2.979873272579425e-07, "valid_loss_mape": 0.7431527972221375}}}, "451": {"train": {"loss_reduced": 0.00023864954710006714, "pred": 8.902498666429892e-05, "loss_l2": 4.5774939394505054e-09, "loss_mape": 0.28350013494491577}}, "452": {"train": {"loss_reduced": 0.0002615172415971756, "pred": 0.00016357918502762914, "loss_l2": 1.5983744106051745e-08, "loss_mape": 0.4834359586238861}}, "453": {"train": {"loss_reduced": 0.0003403034061193466, "pred": 0.0002215494168922305, "loss_l2": 5.2146283735510224e-08, "loss_mape": 0.6710353493690491}}, "454": {"train": {"loss_reduced": 0.0005706558004021645, "pred": 0.0004774609114974737, "loss_l2": 1.1520266696152248e-07, "loss_mape": 0.5947809219360352}}, "455": {"train": {"loss_reduced": -4.153512418270111e-05, "pred": 0.00021299129002727568, "loss_l2": 5.630008104162698e-08, "loss_mape": 5.712668418884277}, "valid": {"0": {"loss_reduced": 0.00018238183110952377, "pred": 0.0006238933419808745, "valid_loss_l2": 1.9493241154577845e-07, "valid_loss_mape": 2.4208085536956787}}}, "456": {"train": {"loss_reduced": 0.00026954617351293564, "pred": 0.00023042442626319826, "loss_l2": 1.42958612059374e-07, "loss_mape": 1.4027233123779297}}, "457": {"train": {"loss_reduced": 0.0004456760361790657, "pred": 0.00024329077859874815, "loss_l2": 5.0136556239976926e-08, "loss_mape": 0.5024096369743347}}, "458": {"train": {"loss_reduced": 0.00019760336726903915, "pred": 0.000310595118207857, "loss_l2": 1.1020889756352403e-10, "loss_mape": 0.05312684178352356}}, "459": {"train": {"loss_reduced": 0.00037177279591560364, "pred": 0.0005353818996809423, "loss_l2": 1.792159753932765e-09, "loss_mape": 0.11387037485837936}}, "460": {"train": {"loss_reduced": 0.00022734515368938446, "pred": 0.0004232869832776487, "loss_l2": 1.1699206226012393e-07, "loss_mape": 1.5045009851455688}, "valid": {"0": {"loss_reduced": 0.000224248506128788, "pred": 0.0003848231863230467, "valid_loss_l2": 2.5784228085967698e-08, "valid_loss_mape": 0.7160568833351135}}}, "461": {"train": {"loss_reduced": 0.0002976171672344208, "pred": 0.00012344529386609793, "loss_l2": 1.0319098464606213e-08, "loss_mape": 0.3413209021091461}}, "462": {"train": {"loss_reduced": 0.00032676849514245987, "pred": 0.00016457711171824485, "loss_l2": 4.1436770459313266e-08, "loss_mape": 0.6229494214057922}}, "463": {"train": {"loss_reduced": 0.00047995708882808685, "pred": 0.0003544232458807528, "loss_l2": 7.84089877470251e-08, "loss_mape": 0.5834189057350159}}, "464": {"train": {"loss_reduced": 0.0001218719407916069, "pred": 0.0003325201978441328, "loss_l2": 4.95233507535886e-08, "loss_mape": 1.8260021209716797}}, "465": {"train": {"loss_reduced": 0.00043353624641895294, "pred": 0.0003431124787312001, "loss_l2": 2.6466029368066302e-08, "loss_mape": 0.375248521566391}, "valid": {"0": {"loss_reduced": 0.00017721671611070633, "pred": 0.00025869987439364195, "valid_loss_l2": 6.639504945837871e-09, "valid_loss_mape": 0.4597938656806946}}}, "466": {"train": {"loss_reduced": 0.0002787373960018158, "pred": 0.00016433907148893923, "loss_l2": 1.894031376181715e-09, "loss_mape": 0.15613430738449097}}, "467": {"train": {"loss_reduced": 0.00033420510590076447, "pred": 0.00030020938720554113, "loss_l2": 1.0671612038493095e-08, "loss_mape": 0.3091020882129669}}, "468": {"train": {"loss_reduced": 0.0005597677081823349, "pred": 0.0003952684055548161, "loss_l2": 1.2039190266932565e-07, "loss_mape": 0.6198559999465942}}, "469": {"train": {"loss_reduced": 0.00018894020467996597, "pred": 0.0004377596196718514, "loss_l2": 1.3024927625338023e-07, "loss_mape": 1.910131573677063}}, "470": {"train": {"loss_reduced": 0.0002931049093604088, "pred": 0.00032062287209555507, "loss_l2": 6.722380985202392e-10, "loss_mape": 0.08845827728509903}, "valid": {"0": {"loss_reduced": 1.3317912817001343e-05, "pred": 0.0003076497232541442, "valid_loss_l2": 8.663121775498439e-08, "valid_loss_mape": 22.100446701049805}}}, "471": {"train": {"loss_reduced": 0.00022800080478191376, "pred": 0.0001803431659936905, "loss_l2": 1.6163683724812472e-08, "loss_mape": 0.5576141476631165}}, "472": {"train": {"loss_reduced": 0.0004683472216129303, "pred": 0.00027316619525663555, "loss_l2": 7.07762026763703e-08, "loss_mape": 0.5680357813835144}}, "473": {"train": {"loss_reduced": 8.085090667009354e-05, "pred": 0.0002492680214345455, "loss_l2": 3.8893688270036364e-08, "loss_mape": 2.4392406940460205}}, "474": {"train": {"loss_reduced": 0.0004287008196115494, "pred": 0.00022463564528152347, "loss_l2": 6.93341704049999e-08, "loss_mape": 0.6142134666442871}}, "475": {"train": {"loss_reduced": 0.0005157226696610451, "pred": 0.00036620476748794317, "loss_l2": 9.9535412800833e-08, "loss_mape": 0.6117480397224426}, "valid": {"0": {"loss_reduced": 0.00015242397785186768, "pred": 0.0003925109631381929, "valid_loss_l2": 5.764175980971231e-08, "valid_loss_mape": 1.575126051902771}}}, "476": {"train": {"loss_reduced": 0.00025024544447660446, "pred": 0.00017542840214446187, "loss_l2": 1.5955903265307825e-08, "loss_mape": 0.5047711133956909}}, "477": {"train": {"loss_reduced": 0.0003204112872481346, "pred": 0.00021065858891233802, "loss_l2": 1.4618735555416151e-08, "loss_mape": 0.37735238671302795}}, "478": {"train": {"loss_reduced": 0.00035464484244585037, "pred": 0.000323724583722651, "loss_l2": 1.6537164526653214e-08, "loss_mape": 0.36260756850242615}}, "479": {"train": {"loss_reduced": 0.0004536900669336319, "pred": 0.0004417204181663692, "loss_l2": 3.781681101600043e-08, "loss_mape": 0.42863062024116516}}, "480": {"train": {"loss_reduced": 3.084912896156311e-05, "pred": 0.0003708818112500012, "loss_l2": 1.9355711344815063e-07, "loss_mape": 14.261383056640625}, "valid": {"0": {"loss_reduced": 0.0001897122710943222, "pred": 0.0005182358436286449, "valid_loss_l2": 1.0792773963430591e-07, "valid_loss_mape": 1.7316938638687134}}}, "481": {"train": {"loss_reduced": 0.00026847701519727707, "pred": 0.00016613095067441463, "loss_l2": 4.750707827128053e-09, "loss_mape": 0.25672730803489685}}, "482": {"train": {"loss_reduced": 0.0007033310830593109, "pred": 0.0003727308358065784, "loss_l2": 2.2617059869389777e-07, "loss_mape": 0.6761736869812012}}, "483": {"train": {"loss_reduced": 0.00011072028428316116, "pred": 0.0003784637083299458, "loss_l2": 8.81478428027549e-08, "loss_mape": 2.6815052032470703}}, "484": {"train": {"loss_reduced": 0.00031712837517261505, "pred": 0.0003274113987572491, "loss_l2": 7.745485364196725e-10, "loss_mape": 0.08775850385427475}}, "485": {"train": {"loss_reduced": 0.0003968244418501854, "pred": 0.0002736925962381065, "loss_l2": 3.624735356311248e-08, "loss_mape": 0.47977733612060547}, "valid": {"0": {"loss_reduced": -0.00014832522720098495, "pred": 0.0003915157285518944, "valid_loss_l2": 2.914282504207222e-07, "valid_loss_mape": 3.6395761966705322}}}, "486": {"train": {"loss_reduced": 0.00037681031972169876, "pred": 0.00026623831945471466, "loss_l2": 8.327432965415937e-09, "loss_mape": 0.24217693507671356}}, "487": {"train": {"loss_reduced": 0.00043854210525751114, "pred": 0.0003916346759069711, "loss_l2": 4.810321740933432e-08, "loss_mape": 0.5001217722892761}}, "488": {"train": {"loss_reduced": 0.00010101217776536942, "pred": 0.0002958113036584109, "loss_l2": 6.975302113687576e-08, "loss_mape": 2.6146152019500732}}, "489": {"train": {"loss_reduced": 0.0003590751439332962, "pred": 0.00030316191259771585, "loss_l2": 1.887658029886552e-09, "loss_mape": 0.12099748104810715}}, "490": {"train": {"loss_reduced": 0.0003966577351093292, "pred": 0.000313816184643656, "loss_l2": 1.4895833011507875e-08, "loss_mape": 0.30769217014312744}, "valid": {"0": {"loss_reduced": 0.00010620430111885071, "pred": 0.00035095561179332435, "valid_loss_l2": 5.99032006221023e-08, "valid_loss_mape": 2.304533004760742}}}, "491": {"train": {"loss_reduced": 0.0005068108439445496, "pred": 0.000681732315570116, "loss_l2": 3.77971751674977e-08, "loss_mape": 0.3836045563220978}}, "492": {"train": {"loss_reduced": 0.00020584464073181152, "pred": 0.00039607120561413467, "loss_l2": 1.6941258706992812e-07, "loss_mape": 1.9995546340942383}}, "493": {"train": {"loss_reduced": 0.000311095267534256, "pred": 0.0002939560799859464, "loss_l2": 1.4770283662812744e-08, "loss_mape": 0.3906618654727936}}, "494": {"train": {"loss_reduced": 0.000253225676715374, "pred": 0.000225842886720784, "loss_l2": 6.701058041791441e-10, "loss_mape": 0.1022266075015068}}, "495": {"train": {"loss_reduced": 0.000387461856007576, "pred": 0.00023458604118786752, "loss_l2": 2.6780263340242527e-08, "loss_mape": 0.4223558008670807}, "valid": {"0": {"loss_reduced": 0.00011050049215555191, "pred": 0.000269524083705619, "valid_loss_l2": 2.528850195915311e-08, "valid_loss_mape": 1.439121127128601}}}, "496": {"train": {"loss_reduced": 0.00045722536742687225, "pred": 0.0005259271711111069, "loss_l2": 4.947647624931051e-08, "loss_mape": 0.486484557390213}}, "497": {"train": {"loss_reduced": 0.00032651424407958984, "pred": 0.0004114214680157602, "loss_l2": 4.4742535010300344e-08, "loss_mape": 0.6478256583213806}}, "498": {"train": {"loss_reduced": 9.457021951675415e-05, "pred": 0.0002720683696679771, "loss_l2": 1.1773813923809939e-07, "loss_mape": 3.6283082962036133}}, "499": {"train": {"loss_reduced": 0.00031989067792892456, "pred": 0.00022827310021966696, "loss_l2": 2.6970687905247814e-09, "loss_mape": 0.16234706342220306}}, "500": {"train": {"loss_reduced": -6.227754056453705e-05, "pred": 0.00019686808809638023, "loss_l2": 1.0427081065245147e-07, "loss_mape": 5.185013771057129}, "valid": {"0": {"loss_reduced": 0.0006352141499519348, "pred": 0.00021424065926112235, "valid_loss_l2": 1.7721868061926216e-07, "valid_loss_mape": 0.662726879119873}}}}