Upload res_CIFAR2_32_lr5e-06_ep50_bs2048_attr_ckpts/md_3/step_75/pred_target.json with huggingface_hub
Browse files
res_CIFAR2_32_lr5e-06_ep50_bs2048_attr_ckpts/md_3/step_75/pred_target.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"1": {"train": {"loss_reduced": -0.013402644544839859, "pred": 0.8872231245040894, "loss_l2": 0.851383626461029, "loss_mape": 68.84496307373047}}, "2": {"train": {"loss_reduced": -0.018368927761912346, "pred": 0.8704087138175964, "loss_l2": 0.8289849162101746, "loss_mape": 49.56664276123047}}, "3": {"train": {"loss_reduced": -0.0169425867497921, "pred": 0.8467011451721191, "loss_l2": 0.7836530804634094, "loss_mape": 52.249507904052734}}, "4": {"train": {"loss_reduced": -0.01192094013094902, "pred": 0.8311489820480347, "loss_l2": 0.7472059726715088, "loss_mape": 72.511962890625}}, "5": {"train": {"loss_reduced": -0.024683328345417976, "pred": 0.8118307590484619, "loss_l2": 0.7359374165534973, "loss_mape": 34.75495529174805}, "valid": {"0": {"loss_reduced": -0.021528132259845734, "pred": 0.8066319823265076, "valid_loss_l2": 0.6858491897583008, "valid_loss_mape": 38.4687385559082}}}, "6": {"train": {"loss_reduced": -0.01619773544371128, "pred": 0.7842159271240234, "loss_l2": 0.6762869954109192, "loss_mape": 50.77047348022461}}, "7": {"train": {"loss_reduced": -0.01676948368549347, "pred": 0.7615048885345459, "loss_l2": 0.6398330330848694, "loss_mape": 47.69947814941406}}, "8": {"train": {"loss_reduced": -0.01382836140692234, "pred": 0.7409189939498901, "loss_l2": 0.6026085615158081, "loss_mape": 56.1367073059082}}, "9": {"train": {"loss_reduced": -0.01792415976524353, "pred": 0.7161805033683777, "loss_l2": 0.5706078410148621, "loss_mape": 42.14344787597656}}, "10": {"train": {"loss_reduced": -0.02037413790822029, "pred": 0.7033246755599976, "loss_l2": 0.554251492023468, "loss_mape": 36.54047393798828}, "valid": {"0": {"loss_reduced": -0.016644611954689026, "pred": 0.7037783861160278, "valid_loss_l2": 0.5190092921257019, "valid_loss_mape": 43.28265380859375}}}, "11": {"train": {"loss_reduced": -0.015420807525515556, "pred": 0.6751315593719482, "loss_l2": 0.5067174434661865, "loss_mape": 46.16106414794922}}, "12": {"train": {"loss_reduced": -0.017090080305933952, "pred": 0.6576586365699768, "loss_l2": 0.483794242143631, "loss_mape": 40.69923400878906}}, "13": {"train": {"loss_reduced": -0.015964796766638756, "pred": 0.638346791267395, "loss_l2": 0.4553193747997284, "loss_mape": 42.26634216308594}}, "14": {"train": {"loss_reduced": -0.01884078048169613, "pred": 0.6161340475082397, "loss_l2": 0.42917630076408386, "loss_mape": 34.77114486694336}}, "15": {"train": {"loss_reduced": -0.02324199490249157, "pred": 0.5958570837974548, "loss_l2": 0.4081096351146698, "loss_mape": 27.486221313476562}, "valid": {"0": {"loss_reduced": -0.009009264409542084, "pred": 0.5995725393295288, "valid_loss_l2": 0.3703717887401581, "valid_loss_mape": 67.5506591796875}}}, "16": {"train": {"loss_reduced": -0.01786738634109497, "pred": 0.5834240317344666, "loss_l2": 0.38576796650886536, "loss_mape": 34.761783599853516}}, "17": {"train": {"loss_reduced": -0.01567123830318451, "pred": 0.5533159375190735, "loss_l2": 0.3460794985294342, "loss_mape": 37.53916549682617}}, "18": {"train": {"loss_reduced": -0.018476661294698715, "pred": 0.5391740798950195, "loss_l2": 0.33248475193977356, "loss_mape": 31.207744598388672}}, "19": {"train": {"loss_reduced": -0.014889704063534737, "pred": 0.5215470194816589, "loss_l2": 0.30772629380226135, "loss_mape": 37.25600051879883}}, "20": {"train": {"loss_reduced": -0.015089370310306549, "pred": 0.5025345087051392, "loss_l2": 0.28694266080856323, "loss_mape": 35.49984359741211}, "valid": {"0": {"loss_reduced": -0.016439296305179596, "pred": 0.4977126121520996, "valid_loss_l2": 0.2643522024154663, "valid_loss_mape": 31.275787353515625}}}, "21": {"train": {"loss_reduced": -0.013425586745142937, "pred": 0.4867058992385864, "loss_l2": 0.26849299669265747, "loss_mape": 38.595191955566406}}, "22": {"train": {"loss_reduced": -0.01640072464942932, "pred": 0.46718722581863403, "loss_l2": 0.25108012557029724, "loss_mape": 30.55224609375}}, "23": {"train": {"loss_reduced": -0.019465330988168716, "pred": 0.45129871368408203, "loss_l2": 0.23788276314735413, "loss_mape": 25.056459426879883}}, "24": {"train": {"loss_reduced": -0.017442407086491585, "pred": 0.43426212668418884, "loss_l2": 0.21914130449295044, "loss_mape": 26.838342666625977}}, "25": {"train": {"loss_reduced": -0.015509195625782013, "pred": 0.4137033224105835, "loss_l2": 0.1981496810913086, "loss_mape": 28.70168685913086}, "valid": {"0": {"loss_reduced": -0.016450148075819016, "pred": 0.4179579019546509, "valid_loss_l2": 0.18871034681797028, "valid_loss_mape": 26.40754508972168}}}, "26": {"train": {"loss_reduced": -0.015632225200533867, "pred": 0.40363261103630066, "loss_l2": 0.18938256800174713, "loss_mape": 27.838716506958008}}, "27": {"train": {"loss_reduced": -0.016205161809921265, "pred": 0.3842739760875702, "loss_l2": 0.17292086780071259, "loss_mape": 25.660808563232422}}, "28": {"train": {"loss_reduced": -0.015596482902765274, "pred": 0.36877086758613586, "loss_l2": 0.1593860536813736, "loss_mape": 25.59755516052246}}, "29": {"train": {"loss_reduced": -0.020217301324009895, "pred": 0.3611011505126953, "loss_l2": 0.1566743403673172, "loss_mape": 19.57833480834961}}, "30": {"train": {"loss_reduced": -0.013925131410360336, "pred": 0.3454040586948395, "loss_l2": 0.1393054723739624, "loss_mape": 26.803085327148438}, "valid": {"0": {"loss_reduced": -0.015851782634854317, "pred": 0.3455604910850525, "valid_loss_l2": 0.1306188404560089, "valid_loss_mape": 22.79947280883789}}}, "31": {"train": {"loss_reduced": -0.017012620344758034, "pred": 0.3292689621448517, "loss_l2": 0.12969695031642914, "loss_mape": 21.16867446899414}}, "32": {"train": {"loss_reduced": -0.019166642799973488, "pred": 0.3168994188308716, "loss_l2": 0.12210336327552795, "loss_mape": 18.231306076049805}}, "33": {"train": {"loss_reduced": -0.01730894297361374, "pred": 0.3074344992637634, "loss_l2": 0.11399198323488235, "loss_mape": 19.50592803955078}}, "34": {"train": {"loss_reduced": -0.01479613408446312, "pred": 0.2888309359550476, "loss_l2": 0.09984612464904785, "loss_mape": 21.355873107910156}}, "35": {"train": {"loss_reduced": -0.01263359934091568, "pred": 0.2759935259819031, "loss_l2": 0.0902199000120163, "loss_mape": 23.77519416809082}, "valid": {"0": {"loss_reduced": -0.015598595142364502, "pred": 0.28334760665893555, "valid_loss_l2": 0.08936883509159088, "valid_loss_mape": 19.16494369506836}}}, "36": {"train": {"loss_reduced": -0.013607218861579895, "pred": 0.2682912051677704, "loss_l2": 0.08628425747156143, "loss_mape": 21.58720588684082}}, "37": {"train": {"loss_reduced": -0.01537296548485756, "pred": 0.2561263144016266, "loss_l2": 0.08000331372022629, "loss_mape": 18.399089813232422}}, "38": {"train": {"loss_reduced": -0.016126321628689766, "pred": 0.24720905721187592, "loss_l2": 0.07522592693567276, "loss_mape": 17.0078125}}, "39": {"train": {"loss_reduced": -0.018872041255235672, "pred": 0.23579782247543335, "loss_l2": 0.07038289308547974, "loss_mape": 14.057713508605957}}, "40": {"train": {"loss_reduced": -0.02056398242712021, "pred": 0.21713952720165253, "loss_l2": 0.061324868351221085, "loss_mape": 12.042346000671387}, "valid": {"0": {"loss_reduced": -0.018009154126048088, "pred": 0.22720925509929657, "valid_loss_l2": 0.060132067650556564, "valid_loss_mape": 13.616320610046387}}}, "41": {"train": {"loss_reduced": -0.020270809531211853, "pred": 0.21442125737667084, "loss_l2": 0.0598914660513401, "loss_mape": 12.072894096374512}}, "42": {"train": {"loss_reduced": -0.012782853096723557, "pred": 0.20557844638824463, "loss_l2": 0.05195194110274315, "loss_mape": 17.83089256286621}}, "43": {"train": {"loss_reduced": -0.01783449947834015, "pred": 0.1971973031759262, "loss_l2": 0.050298068672418594, "loss_mape": 12.5751953125}}, "44": {"train": {"loss_reduced": -0.01570570096373558, "pred": 0.18572714924812317, "loss_l2": 0.044169098138809204, "loss_mape": 13.381412506103516}}, "45": {"train": {"loss_reduced": -0.016368016600608826, "pred": 0.17627201974391937, "loss_l2": 0.040363434702157974, "loss_mape": 12.274335861206055}, "valid": {"0": {"loss_reduced": -0.016043344512581825, "pred": 0.18573012948036194, "valid_loss_l2": 0.04071253538131714, "valid_loss_mape": 12.57677173614502}}}, "46": {"train": {"loss_reduced": -0.017313772812485695, "pred": 0.17264188826084137, "loss_l2": 0.03934716060757637, "loss_mape": 11.456843376159668}}, "47": {"train": {"loss_reduced": -0.013628702610731125, "pred": 0.16422295570373535, "loss_l2": 0.03453414514660835, "loss_mape": 13.635461807250977}}, "48": {"train": {"loss_reduced": -0.017302267253398895, "pred": 0.152739018201828, "loss_l2": 0.03153861314058304, "loss_mape": 10.264039039611816}}, "49": {"train": {"loss_reduced": -0.01761741004884243, "pred": 0.14694081246852875, "loss_l2": 0.02949938178062439, "loss_mape": 9.749096870422363}}, "50": {"train": {"loss_reduced": -0.012379780411720276, "pred": 0.143480584025383, "loss_l2": 0.026540327817201614, "loss_mape": 13.159524917602539}, "valid": {"0": {"loss_reduced": -0.02076437510550022, "pred": 0.1408737748861313, "valid_loss_l2": 0.026126893237233162, "valid_loss_mape": 7.784397602081299}}}, "51": {"train": {"loss_reduced": -0.014308992773294449, "pred": 0.13189730048179626, "loss_l2": 0.02340075559914112, "loss_mape": 10.690693855285645}}, "52": {"train": {"loss_reduced": -0.019653338938951492, "pred": 0.1291290670633316, "loss_l2": 0.024153511971235275, "loss_mape": 7.907765865325928}}, "53": {"train": {"loss_reduced": -0.01889602467417717, "pred": 0.12417906522750854, "loss_l2": 0.022322233766317368, "loss_mape": 7.90675687789917}}, "54": {"train": {"loss_reduced": -0.013707287609577179, "pred": 0.11563470214605331, "loss_l2": 0.018298303708434105, "loss_mape": 9.868562698364258}}, "55": {"train": {"loss_reduced": -0.01534963771700859, "pred": 0.10693776607513428, "loss_l2": 0.016317030414938927, "loss_mape": 8.321898460388184}, "valid": {"0": {"loss_reduced": -0.016923975199460983, "pred": 0.10997115075588226, "valid_loss_l2": 0.016102373600006104, "valid_loss_mape": 7.497950553894043}}}, "56": {"train": {"loss_reduced": -0.015725962817668915, "pred": 0.10452771931886673, "loss_l2": 0.015824900940060616, "loss_mape": 7.99932336807251}}, "57": {"train": {"loss_reduced": -0.01507180742919445, "pred": 0.09834130108356476, "loss_l2": 0.014080279506742954, "loss_mape": 7.8730010986328125}}, "58": {"train": {"loss_reduced": -0.015979377552866936, "pred": 0.09463675320148468, "loss_l2": 0.013372812420129776, "loss_mape": 7.23688268661499}}, "59": {"train": {"loss_reduced": -0.01763726957142353, "pred": 0.08787915110588074, "loss_l2": 0.012143462896347046, "loss_mape": 6.247983932495117}}, "60": {"train": {"loss_reduced": -0.020578749477863312, "pred": 0.08621101826429367, "loss_l2": 0.01238902285695076, "loss_mape": 5.408782958984375}, "valid": {"0": {"loss_reduced": -0.01710456795990467, "pred": 0.0883941650390625, "valid_loss_l2": 0.011129981838166714, "valid_loss_mape": 6.167868614196777}}}, "61": {"train": {"loss_reduced": -0.018537122756242752, "pred": 0.07969297468662262, "loss_l2": 0.010535734705626965, "loss_mape": 5.537198543548584}}, "62": {"train": {"loss_reduced": -0.018394576385617256, "pred": 0.07647791504859924, "loss_l2": 0.009815660305321217, "loss_mape": 5.386044979095459}}, "63": {"train": {"loss_reduced": -0.015013059601187706, "pred": 0.07136193662881851, "loss_l2": 0.00814827810972929, "loss_mape": 6.012619495391846}}, "64": {"train": {"loss_reduced": -0.016773734241724014, "pred": 0.07100498676300049, "loss_l2": 0.008393662050366402, "loss_mape": 5.461927890777588}}, "65": {"train": {"loss_reduced": -0.012900672852993011, "pred": 0.06538625061511993, "loss_l2": 0.0066983760334551334, "loss_mape": 6.34413480758667}, "valid": {"0": {"loss_reduced": -0.014493703842163086, "pred": 0.06485103070735931, "valid_loss_l2": 0.006295586936175823, "valid_loss_mape": 5.474427700042725}}}, "66": {"train": {"loss_reduced": -0.017424799501895905, "pred": 0.06063792109489441, "loss_l2": 0.006643736734986305, "loss_mape": 4.677765369415283}}, "67": {"train": {"loss_reduced": -0.015612669289112091, "pred": 0.05762214958667755, "loss_l2": 0.005854894872754812, "loss_mape": 4.900973796844482}}, "68": {"train": {"loss_reduced": -0.01919129118323326, "pred": 0.057431209832429886, "loss_l2": 0.006374836899340153, "loss_mape": 4.1603546142578125}}, "69": {"train": {"loss_reduced": -0.015781844034790993, "pred": 0.052861422300338745, "loss_l2": 0.005127423908561468, "loss_mape": 4.537240982055664}}, "70": {"train": {"loss_reduced": -0.014600755646824837, "pred": 0.049859289079904556, "loss_l2": 0.004524500574916601, "loss_mape": 4.606912612915039}, "valid": {"0": {"loss_reduced": -0.014569804072380066, "pred": 0.04850209876894951, "valid_loss_l2": 0.003978065215051174, "valid_loss_mape": 4.328946590423584}}}, "71": {"train": {"loss_reduced": -0.015952158719301224, "pred": 0.04838218539953232, "loss_l2": 0.004504785407334566, "loss_mape": 4.207436561584473}}, "72": {"train": {"loss_reduced": -0.023071283474564552, "pred": 0.044104546308517456, "loss_l2": 0.0048663620837032795, "loss_mape": 3.0236425399780273}}, "73": {"train": {"loss_reduced": -0.011777549982070923, "pred": 0.04133238643407822, "loss_l2": 0.0030808683950453997, "loss_mape": 4.712828159332275}}, "74": {"train": {"loss_reduced": -0.014258479699492455, "pred": 0.03915950655937195, "loss_l2": 0.0031001800671219826, "loss_mape": 3.9049928188323975}}, "75": {"train": {"loss_reduced": -0.01933445781469345, "pred": 0.0377437025308609, "loss_l2": 0.003512440249323845, "loss_mape": 3.0652964115142822}, "valid": {"0": {"loss_reduced": -0.016788842156529427, "pred": 0.036934226751327515, "valid_loss_l2": 0.002886167960241437, "valid_loss_mape": 3.1999268531799316}}}, "76": {"train": {"loss_reduced": -0.013808395713567734, "pred": 0.03552447259426117, "loss_l2": 0.002650258596986532, "loss_mape": 3.7282145023345947}}, "77": {"train": {"loss_reduced": -0.023622382432222366, "pred": 0.03388168662786484, "loss_l2": 0.0035466558765619993, "loss_mape": 2.5210752487182617}}, "78": {"train": {"loss_reduced": -0.017247507348656654, "pred": 0.03190314397215843, "loss_l2": 0.0026091986801475286, "loss_mape": 2.9616057872772217}}, "79": {"train": {"loss_reduced": -0.015337122604250908, "pred": 0.02876575104892254, "loss_l2": 0.0021020073909312487, "loss_mape": 2.989325761795044}}, "80": {"train": {"loss_reduced": -0.01609661430120468, "pred": 0.02722252532839775, "loss_l2": 0.0020225245971232653, "loss_mape": 2.793909788131714}, "valid": {"0": {"loss_reduced": -0.009255291894078255, "pred": 0.02821805328130722, "valid_loss_l2": 0.0014042514376342297, "valid_loss_mape": 4.048855781555176}}}, "81": {"train": {"loss_reduced": -0.015139997005462646, "pred": 0.026306994259357452, "loss_l2": 0.001858902396634221, "loss_mape": 2.8477542400360107}}, "82": {"train": {"loss_reduced": -0.016261501237750053, "pred": 0.024404510855674744, "loss_l2": 0.0017813770100474358, "loss_mape": 2.59547758102417}}, "83": {"train": {"loss_reduced": -0.01932765170931816, "pred": 0.02312730997800827, "loss_l2": 0.0019293128279969096, "loss_mape": 2.2725961208343506}}, "84": {"train": {"loss_reduced": -0.014421500265598297, "pred": 0.02238728106021881, "loss_l2": 0.001460976549424231, "loss_mape": 2.6503984928131104}}, "85": {"train": {"loss_reduced": -0.023683376610279083, "pred": 0.020847138017416, "loss_l2": 0.0021039440762251616, "loss_mape": 1.9367495775222778}, "valid": {"0": {"loss_reduced": -0.013088196516036987, "pred": 0.02015826106071472, "valid_loss_l2": 0.0011053269263356924, "valid_loss_mape": 2.5401864051818848}}}, "86": {"train": {"loss_reduced": -0.01445440948009491, "pred": 0.019075386226177216, "loss_l2": 0.0012103134067729115, "loss_mape": 2.4068474769592285}}, "87": {"train": {"loss_reduced": -0.021056804805994034, "pred": 0.01854739524424076, "loss_l2": 0.0016672784695401788, "loss_mape": 1.9391509294509888}}, "88": {"train": {"loss_reduced": -0.014744782820343971, "pred": 0.016628069803118706, "loss_l2": 0.0010543857933953404, "loss_mape": 2.202223539352417}}, "89": {"train": {"loss_reduced": -0.01738649234175682, "pred": 0.01579328067600727, "loss_l2": 0.0011712720151990652, "loss_mape": 1.9684160947799683}}, "90": {"train": {"loss_reduced": -0.01469745859503746, "pred": 0.015391368418931961, "loss_l2": 0.0009672728483565152, "loss_mape": 2.1160807609558105}, "valid": {"0": {"loss_reduced": -0.015245549380779266, "pred": 0.015225361101329327, "valid_loss_l2": 0.0009284764528274536, "valid_loss_mape": 1.99867582321167}}}, "91": {"train": {"loss_reduced": -0.018205681815743446, "pred": 0.013742589391767979, "loss_l2": 0.0010828844970092177, "loss_mape": 1.8075242042541504}}, "92": {"train": {"loss_reduced": -0.014931602403521538, "pred": 0.012725362554192543, "loss_l2": 0.0008148591150529683, "loss_mape": 1.911766529083252}}, "93": {"train": {"loss_reduced": -0.014356331899762154, "pred": 0.012399094179272652, "loss_l2": 0.0007628402672708035, "loss_mape": 1.9238593578338623}}, "94": {"train": {"loss_reduced": -0.015702372416853905, "pred": 0.011697119101881981, "loss_l2": 0.0007966056582517922, "loss_mape": 1.7974483966827393}}, "95": {"train": {"loss_reduced": -0.019746309146285057, "pred": 0.010585792362689972, "loss_l2": 0.000966461084317416, "loss_mape": 1.5743680000305176}, "valid": {"0": {"loss_reduced": -0.020272504538297653, "pred": 0.011028433218598366, "valid_loss_l2": 0.0009797487873584032, "valid_loss_mape": 1.5440094470977783}}}, "96": {"train": {"loss_reduced": -0.0206660944968462, "pred": 0.009795025922358036, "loss_l2": 0.0009729234734550118, "loss_mape": 1.5093185901641846}}, "97": {"train": {"loss_reduced": -0.015444541350007057, "pred": 0.009003894403576851, "loss_l2": 0.0006312411278486252, "loss_mape": 1.6267567873001099}}, "98": {"train": {"loss_reduced": -0.02056093141436577, "pred": 0.008964418433606625, "loss_l2": 0.0009122711489908397, "loss_mape": 1.4689911603927612}}, "99": {"train": {"loss_reduced": -0.010841978713870049, "pred": 0.007980862632393837, "loss_l2": 0.00037701812107115984, "loss_mape": 1.7909049987792969}}, "100": {"train": {"loss_reduced": -0.014565708115696907, "pred": 0.0075128693133592606, "loss_l2": 0.0005126193864271045, "loss_mape": 1.5544111728668213}, "valid": {"0": {"loss_reduced": -0.015616074204444885, "pred": 0.0076132118701934814, "valid_loss_l2": 0.000539599743206054, "valid_loss_mape": 1.4875240325927734}}}, "101": {"train": {"loss_reduced": -0.014924587681889534, "pred": 0.006699558347463608, "loss_l2": 0.0004915895988233387, "loss_mape": 1.4855901002883911}}, "102": {"train": {"loss_reduced": -0.02001860737800598, "pred": 0.00686255656182766, "loss_l2": 0.0007534069591201842, "loss_mape": 1.371137261390686}}, "103": {"train": {"loss_reduced": -0.013638170436024666, "pred": 0.006120380014181137, "loss_l2": 0.0004105707339476794, "loss_mape": 1.4857231378555298}}, "104": {"train": {"loss_reduced": -0.015095612034201622, "pred": 0.005180718377232552, "loss_l2": 0.0004288015188649297, "loss_mape": 1.3717577457427979}}, "105": {"train": {"loss_reduced": -0.022746292874217033, "pred": 0.0051162526942789555, "loss_l2": 0.0008012049365788698, "loss_mape": 1.24440336227417}, "valid": {"0": {"loss_reduced": -0.016863474622368813, "pred": 0.004753969144076109, "valid_loss_l2": 0.00046731389011256397, "valid_loss_mape": 1.2819092273712158}}}, "106": {"train": {"loss_reduced": -0.018656494095921516, "pred": 0.0047160121612250805, "loss_l2": 0.0005669206730090082, "loss_mape": 1.2762364149093628}}, "107": {"train": {"loss_reduced": -0.012617751955986023, "pred": 0.004371981602162123, "loss_l2": 0.00030257090111263096, "loss_mape": 1.378578782081604}}, "108": {"train": {"loss_reduced": -0.016775595024228096, "pred": 0.003766517387703061, "loss_l2": 0.0004369138623587787, "loss_mape": 1.2460055351257324}}, "109": {"train": {"loss_reduced": -0.015179887413978577, "pred": 0.0034510367549955845, "loss_l2": 0.00035973050398752093, "loss_mape": 1.2494534254074097}}, "110": {"train": {"loss_reduced": -0.025207644328475, "pred": 0.00315422797575593, "loss_l2": 0.0008229179074987769, "loss_mape": 1.138009786605835}, "valid": {"0": {"loss_reduced": -0.015790646895766258, "pred": 0.003076692810282111, "valid_loss_l2": 0.0003559765173122287, "valid_loss_mape": 1.1948426961898804}}}, "111": {"train": {"loss_reduced": -0.015077618882060051, "pred": 0.0028167867567390203, "loss_l2": 0.0003306594444438815, "loss_mape": 1.2060288190841675}}, "112": {"train": {"loss_reduced": -0.016562718898057938, "pred": 0.002605012385174632, "loss_l2": 0.000379046774469316, "loss_mape": 1.1754786968231201}}, "113": {"train": {"loss_reduced": -0.01362401433289051, "pred": 0.0024149706587195396, "loss_l2": 0.00026614859234541655, "loss_mape": 1.197448968887329}}, "114": {"train": {"loss_reduced": -0.018155165016651154, "pred": 0.002203726675361395, "loss_l2": 0.000425127858761698, "loss_mape": 1.135689377784729}}, "115": {"train": {"loss_reduced": -0.021058574318885803, "pred": 0.0017274541314691305, "loss_l2": 0.000529577664565295, "loss_mape": 1.0927878618240356}, "valid": {"0": {"loss_reduced": -0.018754437565803528, "pred": 0.0018465756438672543, "valid_loss_l2": 0.0004244017763994634, "valid_loss_mape": 1.0984607934951782}}}, "116": {"train": {"loss_reduced": -0.01567263901233673, "pred": 0.0016132632736116648, "loss_l2": 0.0003059658920392394, "loss_mape": 1.1160775423049927}}, "117": {"train": {"loss_reduced": -0.019127458333969116, "pred": 0.0013941254001110792, "loss_l2": 0.00042973257950507104, "loss_mape": 1.0837818384170532}}, "118": {"train": {"loss_reduced": -0.016254929825663567, "pred": 0.001389545388519764, "loss_l2": 0.00031866267090663314, "loss_mape": 1.09819757938385}}, "119": {"train": {"loss_reduced": -0.018422111868858337, "pred": 0.0011680684983730316, "loss_l2": 0.000390665780287236, "loss_mape": 1.072909951210022}}, "120": {"train": {"loss_reduced": -0.014157731086015701, "pred": 0.0009145435760729015, "loss_l2": 0.0002315452875336632, "loss_mape": 1.074791669845581}, "valid": {"0": {"loss_reduced": -0.011924292892217636, "pred": 0.000977108720690012, "valid_loss_l2": 0.00016644614515826106, "valid_loss_mape": 1.0819426774978638}}}, "121": {"train": {"loss_reduced": -0.018926072865724564, "pred": 0.0008116225362755358, "loss_l2": 0.000394455244531855, "loss_mape": 1.0493934154510498}}, "122": {"train": {"loss_reduced": -0.013638423755764961, "pred": 0.0007723644375801086, "loss_l2": 0.0002118777047144249, "loss_mape": 1.0672801733016968}}, "123": {"train": {"loss_reduced": -0.01788347028195858, "pred": 0.0006190994754433632, "loss_l2": 0.000347678258549422, "loss_mape": 1.0426461696624756}}, "124": {"train": {"loss_reduced": -0.015884127467870712, "pred": 0.0005080120172351599, "loss_l2": 0.00027210760163143277, "loss_mape": 1.0385011434555054}}, "125": {"train": {"loss_reduced": -0.01610451005399227, "pred": 0.00039643325726501644, "loss_l2": 0.00027515532565303147, "loss_mape": 1.0300099849700928}, "valid": {"0": {"loss_reduced": -0.016792351379990578, "pred": 0.0004090690053999424, "valid_loss_l2": 0.00029588883626274765, "valid_loss_mape": 1.0243604183197021}}}, "126": {"train": {"loss_reduced": -0.020609175786376, "pred": 0.0003663121606223285, "loss_l2": 0.00044317624997347593, "loss_mape": 1.0214747190475464}}, "127": {"train": {"loss_reduced": -0.014921624213457108, "pred": 0.00026251282542943954, "loss_l2": 0.0002331636060262099, "loss_mape": 1.0233266353607178}}, "128": {"train": {"loss_reduced": -0.016039222478866577, "pred": 0.00020221443264745176, "loss_l2": 0.00026646058540791273, "loss_mape": 1.0177314281463623}}, "129": {"train": {"loss_reduced": -0.018849095329642296, "pred": 0.0001510846195742488, "loss_l2": 0.00036283722147345543, "loss_mape": 1.0105676651000977}}, "130": {"train": {"loss_reduced": -0.01289430819451809, "pred": 0.00010994008334819227, "loss_l2": 0.00017009004659485072, "loss_mape": 1.011443018913269}, "valid": {"0": {"loss_reduced": -0.011015946045517921, "pred": 0.00013936773757450283, "valid_loss_l2": 0.00012444102321751416, "valid_loss_mape": 1.0126514434814453}}}, "131": {"train": {"loss_reduced": -0.015943270176649094, "pred": 0.0001026675890898332, "loss_l2": 0.0002580635773483664, "loss_mape": 1.0075948238372803}}, "132": {"train": {"loss_reduced": -0.015664393082261086, "pred": 6.643646338488907e-05, "loss_l2": 0.0002493155770935118, "loss_mape": 1.008001446723938}}, "133": {"train": {"loss_reduced": -0.01728110946714878, "pred": 3.917411231668666e-05, "loss_l2": 0.0003012383240275085, "loss_mape": 1.0043463706970215}}, "134": {"train": {"loss_reduced": -0.019352935254573822, "pred": 2.558845517341979e-05, "loss_l2": 0.0003760707040783018, "loss_mape": 1.0020465850830078}}, "135": {"train": {"loss_reduced": -0.010806802660226822, "pred": -2.852115812856937e-06, "loss_l2": 0.00011715167056536302, "loss_mape": 1.001560091972351}, "valid": {"0": {"loss_reduced": -0.017162039875984192, "pred": 1.8558737792773172e-05, "valid_loss_l2": 0.0002951729984488338, "valid_loss_mape": 1.0010814666748047}}}, "136": {"train": {"loss_reduced": -0.017541414126753807, "pred": 3.554848808562383e-05, "loss_l2": 0.00030848750611767173, "loss_mape": 1.0012768507003784}}, "137": {"train": {"loss_reduced": -0.016626324504613876, "pred": 1.1010895832441747e-05, "loss_l2": 0.0002780754875857383, "loss_mape": 1.0029634237289429}}, "138": {"train": {"loss_reduced": -0.017029333859682083, "pred": -3.768144961213693e-05, "loss_l2": 0.0002898683596868068, "loss_mape": 0.9997761249542236}}, "139": {"train": {"loss_reduced": -0.016043646261096, "pred": 1.598079688847065e-05, "loss_l2": 0.0002576496044639498, "loss_mape": 1.0004874467849731}}, "140": {"train": {"loss_reduced": -0.017642054706811905, "pred": 2.775313987513073e-07, "loss_l2": 0.0003114841820206493, "loss_mape": 1.0003888607025146}, "valid": {"0": {"loss_reduced": -0.013689147308468819, "pred": 4.5795575715601444e-05, "valid_loss_l2": 0.00018864867161028087, "valid_loss_mape": 1.0033453702926636}}}, "141": {"train": {"loss_reduced": -0.016222983598709106, "pred": 1.8414168152958155e-05, "loss_l2": 0.00026339705800637603, "loss_mape": 1.0004024505615234}}, "142": {"train": {"loss_reduced": -0.016474027186632156, "pred": 7.656317393411882e-06, "loss_l2": 0.00027248074184171855, "loss_mape": 1.0020009279251099}}, "143": {"train": {"loss_reduced": -0.015832016244530678, "pred": -1.4880465641908813e-05, "loss_l2": 0.00025087507674470544, "loss_mape": 1.000443458557129}}, "144": {"train": {"loss_reduced": -0.015703873708844185, "pred": -2.056183575405157e-06, "loss_l2": 0.0002464836579747498, "loss_mape": 0.999740481376648}}, "145": {"train": {"loss_reduced": -0.023247426375746727, "pred": -2.5959059257729677e-06, "loss_l2": 0.000540739914868027, "loss_mape": 1.0002747774124146}, "valid": {"0": {"loss_reduced": -0.015320021659135818, "pred": 4.054814053233713e-05, "valid_loss_l2": 0.0002359470963710919, "valid_loss_mape": 1.0026466846466064}}}, "146": {"train": {"loss_reduced": -0.014567825943231583, "pred": 3.0611790862167254e-05, "loss_l2": 0.0002126461040461436, "loss_mape": 1.0009996891021729}}, "147": {"train": {"loss_reduced": -0.02141934260725975, "pred": -2.715033588174265e-05, "loss_l2": 0.00045929872430860996, "loss_mape": 1.000556230545044}}, "148": {"train": {"loss_reduced": -0.015319505706429482, "pred": -3.772661330003757e-06, "loss_l2": 0.0002349217247683555, "loss_mape": 1.0004993677139282}}, "149": {"train": {"loss_reduced": -0.017778391018509865, "pred": 1.9873234123224393e-05, "loss_l2": 0.00031682135886512697, "loss_mape": 1.0011860132217407}}, "150": {"train": {"loss_reduced": -0.017218321561813354, "pred": -3.0508475902024657e-05, "loss_l2": 0.00029579695546999574, "loss_mape": 0.9988632798194885}, "valid": {"0": {"loss_reduced": -0.01025427132844925, "pred": 1.301324118685443e-06, "valid_loss_l2": 0.00010517676855670288, "valid_loss_mape": 1.000126838684082}}}, "151": {"train": {"loss_reduced": -0.009301599115133286, "pred": 2.002226756303571e-05, "loss_l2": 8.653957047499716e-05, "loss_mape": 1.0001145601272583}}, "152": {"train": {"loss_reduced": -0.023641208186745644, "pred": -1.2830676496378146e-05, "loss_l2": 0.0005602011224254966, "loss_mape": 1.001157283782959}}, "153": {"train": {"loss_reduced": -0.016601121053099632, "pred": 1.2348341442702804e-05, "loss_l2": 0.0002757421461865306, "loss_mape": 1.0002628564834595}}, "154": {"train": {"loss_reduced": -0.01876617968082428, "pred": -3.68800392607227e-05, "loss_l2": 0.0003517200530041009, "loss_mape": 0.9993616938591003}}, "155": {"train": {"loss_reduced": -0.011315129697322845, "pred": -1.547489046060946e-05, "loss_l2": 0.00012803278514184058, "loss_mape": 1.0000025033950806}, "valid": {"0": {"loss_reduced": -0.01661122962832451, "pred": 7.46350924600847e-05, "valid_loss_l2": 0.0002784180687740445, "valid_loss_mape": 1.004492998123169}}}, "156": {"train": {"loss_reduced": -0.01706373691558838, "pred": 2.9979489681863924e-06, "loss_l2": 0.00029220341821201146, "loss_mape": 1.001771092414856}}, "157": {"train": {"loss_reduced": -0.017151566222310066, "pred": 2.0862469682469964e-05, "loss_l2": 0.00029433469171635807, "loss_mape": 1.0002692937850952}}, "158": {"train": {"loss_reduced": -0.018195785582065582, "pred": -4.339129191066604e-06, "loss_l2": 0.00033283306402154267, "loss_mape": 1.002634048461914}}, "159": {"train": {"loss_reduced": -0.015820559114217758, "pred": -2.9167276807129383e-05, "loss_l2": 0.0002502249844837934, "loss_mape": 0.9998698830604553}}, "160": {"train": {"loss_reduced": -0.007626617327332497, "pred": 1.1587259905354585e-05, "loss_l2": 5.815696204081178e-05, "loss_mape": 0.99992835521698}, "valid": {"0": {"loss_reduced": -0.019752193242311478, "pred": 3.872804882121272e-06, "valid_loss_l2": 0.0003903021279256791, "valid_loss_mape": 1.000196099281311}}}, "161": {"train": {"loss_reduced": -0.014820599928498268, "pred": 1.7381840734742582e-05, "loss_l2": 0.00022009176609572023, "loss_mape": 1.001004695892334}}, "162": {"train": {"loss_reduced": -0.01517973467707634, "pred": 1.2859542948717717e-05, "loss_l2": 0.00023139551922213286, "loss_mape": 1.0021051168441772}}, "163": {"train": {"loss_reduced": -0.019717987626791, "pred": -2.5870700483210385e-05, "loss_l2": 0.0003895373083651066, "loss_mape": 1.0009490251541138}}, "164": {"train": {"loss_reduced": -0.01682455465197563, "pred": -2.3982956918189302e-05, "loss_l2": 0.0002823896938934922, "loss_mape": 0.9988053441047668}}, "165": {"train": {"loss_reduced": -0.011390503495931625, "pred": 2.319973827979993e-05, "loss_l2": 0.00012988265370950103, "loss_mape": 1.0005358457565308}, "valid": {"0": {"loss_reduced": -0.02016957476735115, "pred": 2.6093945052707568e-05, "valid_loss_l2": 0.00040786503814160824, "valid_loss_mape": 1.0012937784194946}}}, "166": {"train": {"loss_reduced": -0.01596958190202713, "pred": 1.9770084236370167e-06, "loss_l2": 0.00025576280313543975, "loss_mape": 1.0014405250549316}}, "167": {"train": {"loss_reduced": -0.017057986930012703, "pred": 6.163323632790707e-06, "loss_l2": 0.0002916528901550919, "loss_mape": 1.0011643171310425}}, "168": {"train": {"loss_reduced": -0.015886086970567703, "pred": -8.496818736603018e-06, "loss_l2": 0.0002526304160710424, "loss_mape": 1.0005202293395996}}, "169": {"train": {"loss_reduced": -0.016975456848740578, "pred": -3.76429088646546e-05, "loss_l2": 0.00028767617186531425, "loss_mape": 0.9991495013237}}, "170": {"train": {"loss_reduced": -0.017805134877562523, "pred": 3.608596671256237e-05, "loss_l2": 0.00031850868253968656, "loss_mape": 1.0023406744003296}, "valid": {"0": {"loss_reduced": -0.016325470060110092, "pred": -4.256117244949564e-05, "valid_loss_l2": 0.0002651331014931202, "valid_loss_mape": 0.9973929524421692}}}, "171": {"train": {"loss_reduced": -0.018314305692911148, "pred": 1.983138827199582e-05, "loss_l2": 0.0003359958645887673, "loss_mape": 1.0008673667907715}}, "172": {"train": {"loss_reduced": -0.0234757661819458, "pred": -2.4281103833345696e-05, "loss_l2": 0.0005529717309400439, "loss_mape": 1.0016862154006958}}, "173": {"train": {"loss_reduced": -0.015782585367560387, "pred": -1.4312883649836294e-05, "loss_l2": 0.000249044387601316, "loss_mape": 0.9999083876609802}}, "174": {"train": {"loss_reduced": -0.011276092380285263, "pred": 5.500462975760456e-06, "loss_l2": 0.0001270756038138643, "loss_mape": 0.9997063875198364}}, "175": {"train": {"loss_reduced": -0.01672486960887909, "pred": -1.9315582903800532e-05, "loss_l2": 0.0002793894673231989, "loss_mape": 0.9994067549705505}, "valid": {"0": {"loss_reduced": -0.0111369788646698, "pred": -9.931088425219059e-05, "valid_loss_l2": 0.00012183011858724058, "valid_loss_mape": 0.9910827875137329}}}, "176": {"train": {"loss_reduced": -0.017640965059399605, "pred": -6.6282591433264315e-06, "loss_l2": 0.00031230520107783377, "loss_mape": 1.0017682313919067}}, "177": {"train": {"loss_reduced": -0.01609104685485363, "pred": 2.507146382413339e-05, "loss_l2": 0.0002592075616121292, "loss_mape": 1.000551700592041}}, "178": {"train": {"loss_reduced": -0.019449597224593163, "pred": 2.9445609470712952e-06, "loss_l2": 0.0003800616832450032, "loss_mape": 1.0023431777954102}}, "179": {"train": {"loss_reduced": -0.012140102684497833, "pred": -2.28673052333761e-05, "loss_l2": 0.00014750997070223093, "loss_mape": 1.0004338026046753}}, "180": {"train": {"loss_reduced": -0.014605633914470673, "pred": -8.326557872351259e-05, "loss_l2": 0.0002119259734172374, "loss_mape": 0.9967165589332581}, "valid": {"0": {"loss_reduced": -0.020072687417268753, "pred": -5.1176000852137804e-05, "valid_loss_l2": 0.0004008609103038907, "valid_loss_mape": 0.9974504709243774}}}, "181": {"train": {"loss_reduced": -0.014869077131152153, "pred": -1.566504579386674e-05, "loss_l2": 0.0002194713888457045, "loss_mape": 0.9963339567184448}}, "182": {"train": {"loss_reduced": -0.014543876051902771, "pred": -1.71780393429799e-05, "loss_l2": 0.00021246680989861488, "loss_mape": 1.002225399017334}}, "183": {"train": {"loss_reduced": -0.016053104773163795, "pred": -3.914581975550391e-05, "loss_l2": 0.0002566659532021731, "loss_mape": 0.9979874491691589}}, "184": {"train": {"loss_reduced": -0.016669465228915215, "pred": 1.624867581995204e-05, "loss_l2": 0.00027871382189914584, "loss_mape": 1.00151526927948}}, "185": {"train": {"loss_reduced": -0.02002968080341816, "pred": -1.638156027183868e-05, "loss_l2": 0.00040172634180635214, "loss_mape": 1.0006705522537231}, "valid": {"0": {"loss_reduced": -0.022215379402041435, "pred": -8.40046504890779e-06, "valid_loss_l2": 0.0004931499133817852, "valid_loss_mape": 0.9996218681335449}}}, "186": {"train": {"loss_reduced": -0.0164694432169199, "pred": -1.397204596287338e-05, "loss_l2": 0.00027064382447861135, "loss_mape": 0.9988957047462463}}, "187": {"train": {"loss_reduced": -0.016787530854344368, "pred": 5.581023742706748e-06, "loss_l2": 0.0002830382436513901, "loss_mape": 1.0021569728851318}}, "188": {"train": {"loss_reduced": -0.013934273272752762, "pred": -3.563899372238666e-05, "loss_l2": 0.00019377368153072894, "loss_mape": 0.9989944696426392}}, "189": {"train": {"loss_reduced": -0.017098290845751762, "pred": -1.8841452401829883e-05, "loss_l2": 0.0002918737009167671, "loss_mape": 0.999182403087616}}, "190": {"train": {"loss_reduced": -0.015152953565120697, "pred": -5.272328962746542e-06, "loss_l2": 0.0002295489830430597, "loss_mape": 0.9998627305030823}, "valid": {"0": {"loss_reduced": -0.021744340658187866, "pred": -4.290906508686021e-05, "valid_loss_l2": 0.00047095210175029933, "valid_loss_mape": 0.9980266094207764}}}, "191": {"train": {"loss_reduced": -0.018088318407535553, "pred": -5.4674768762197345e-05, "loss_l2": 0.00032548795570619404, "loss_mape": 0.9973998069763184}}, "192": {"train": {"loss_reduced": -0.012050498276948929, "pred": 1.3172922990634106e-05, "loss_l2": 0.00014549875049851835, "loss_mape": 1.0009782314300537}}, "193": {"train": {"loss_reduced": -0.014832492917776108, "pred": 1.1835588338726666e-05, "loss_l2": 0.00022148141579236835, "loss_mape": 1.0033546686172485}}, "194": {"train": {"loss_reduced": -0.016647402197122574, "pred": -4.462692959350534e-05, "loss_l2": 0.0002761836803983897, "loss_mape": 0.99828040599823}}, "195": {"train": {"loss_reduced": -0.02084878273308277, "pred": -6.369684706442058e-05, "loss_l2": 0.00043241758248768747, "loss_mape": 0.9974036812782288}, "valid": {"0": {"loss_reduced": -0.02261197753250599, "pred": -2.8695156288449652e-05, "valid_loss_l2": 0.0005100045818835497, "valid_loss_mape": 0.9987309575080872}}}, "196": {"train": {"loss_reduced": -0.01298505812883377, "pred": -9.938002767739818e-05, "loss_l2": 0.0001665040763327852, "loss_mape": 0.9937303066253662}}, "197": {"train": {"loss_reduced": -0.014626545831561089, "pred": 4.326967246015556e-05, "loss_l2": 0.00021696840121876448, "loss_mape": 1.007062554359436}}, "198": {"train": {"loss_reduced": -0.016115760430693626, "pred": -6.223475065780804e-05, "loss_l2": 0.00025846355129033327, "loss_mape": 0.9975825548171997}}, "199": {"train": {"loss_reduced": -0.017200907692313194, "pred": -2.7870664780493826e-05, "loss_l2": 0.00029487916617654264, "loss_mape": 0.998322069644928}}, "200": {"train": {"loss_reduced": -0.018978741019964218, "pred": -6.059210863895714e-05, "loss_l2": 0.0003580303455237299, "loss_mape": 0.9969939589500427}, "valid": {"0": {"loss_reduced": -0.02553698793053627, "pred": -4.5713302824879065e-05, "valid_loss_l2": 0.0006498051225207746, "valid_loss_mape": 0.9982099533081055}}}, "201": {"train": {"loss_reduced": -0.015086060389876366, "pred": -5.433189471659716e-06, "loss_l2": 0.00022641074610874057, "loss_mape": 0.9974076151847839}}, "202": {"train": {"loss_reduced": -0.021923329681158066, "pred": -7.244735752465203e-05, "loss_l2": 0.00047893563169054687, "loss_mape": 0.9982333183288574}}, "203": {"train": {"loss_reduced": -0.012525545433163643, "pred": -2.0046496501890942e-05, "loss_l2": 0.00015685977996326983, "loss_mape": 0.9999059438705444}}, "204": {"train": {"loss_reduced": -0.016265273094177246, "pred": 3.583618308766745e-07, "loss_l2": 0.0002652549301274121, "loss_mape": 1.0013141632080078}}, "205": {"train": {"loss_reduced": -0.022638913244009018, "pred": -6.097699224483222e-05, "loss_l2": 0.0005100725102238357, "loss_mape": 0.9976090788841248}, "valid": {"0": {"loss_reduced": -0.012601863592863083, "pred": -7.794088742230088e-05, "valid_loss_l2": 0.00015684864774812013, "valid_loss_mape": 0.9938151836395264}}}, "206": {"train": {"loss_reduced": -0.01421334408223629, "pred": -9.467567724641412e-05, "loss_l2": 0.0001997907238546759, "loss_mape": 0.9944693446159363}}, "207": {"train": {"loss_reduced": -0.0189064908772707, "pred": -3.3880580303957686e-05, "loss_l2": 0.000357860786607489, "loss_mape": 1.000566840171814}}, "208": {"train": {"loss_reduced": -0.014914711937308311, "pred": -5.867782965651713e-05, "loss_l2": 0.00022123588132672012, "loss_mape": 0.9972703456878662}}, "209": {"train": {"loss_reduced": -0.015588292852044106, "pred": -1.2959755622432567e-05, "loss_l2": 0.00024326077254954726, "loss_mape": 1.000546932220459}}, "210": {"train": {"loss_reduced": -0.01790018565952778, "pred": -1.4828899566055043e-06, "loss_l2": 0.00032075587660074234, "loss_mape": 1.0005292892456055}, "valid": {"0": {"loss_reduced": -0.02088998816907406, "pred": -4.054165765410289e-05, "valid_loss_l2": 0.0004346993810031563, "valid_loss_mape": 0.9980592727661133}}}, "211": {"train": {"loss_reduced": -0.016002703458070755, "pred": -7.640923286089674e-05, "loss_l2": 0.0002554043894633651, "loss_mape": 0.9986672401428223}}, "212": {"train": {"loss_reduced": -0.018624912947416306, "pred": -6.297951586020645e-06, "loss_l2": 0.0003467961505521089, "loss_mape": 0.9998685121536255}}, "213": {"train": {"loss_reduced": -0.013657653704285622, "pred": -6.826735625509173e-05, "loss_l2": 0.00018501898739486933, "loss_mape": 0.9959374070167542}}, "214": {"train": {"loss_reduced": -0.019163094460964203, "pred": -2.806831253110431e-05, "loss_l2": 0.0003677363565657288, "loss_mape": 1.000697135925293}}, "215": {"train": {"loss_reduced": -0.016155168414115906, "pred": -8.485160651616752e-05, "loss_l2": 0.00025861209724098444, "loss_mape": 0.9954350590705872}, "valid": {"0": {"loss_reduced": -0.01446523517370224, "pred": -0.00010946945258183405, "valid_loss_l2": 0.00020608800696209073, "valid_loss_mape": 0.9924322366714478}}}, "216": {"train": {"loss_reduced": -0.019479338079690933, "pred": -6.442111043725163e-05, "loss_l2": 0.0003762226551771164, "loss_mape": 0.9957453012466431}}, "217": {"train": {"loss_reduced": -0.01753992773592472, "pred": -6.397595279850066e-05, "loss_l2": 0.0003068294608965516, "loss_mape": 0.9986670613288879}}, "218": {"train": {"loss_reduced": -0.018781932070851326, "pred": -4.309119685785845e-05, "loss_l2": 0.0003527262597344816, "loss_mape": 0.9999508261680603}}, "219": {"train": {"loss_reduced": -0.010879036039113998, "pred": -6.282198592089117e-05, "loss_l2": 0.00011673789413180202, "loss_mape": 0.9931515455245972}}, "220": {"train": {"loss_reduced": -0.0194794200360775, "pred": -5.632180909742601e-05, "loss_l2": 0.00037739824620075524, "loss_mape": 0.997295618057251}, "valid": {"0": {"loss_reduced": -0.013352446258068085, "pred": -1.651015736570116e-05, "valid_loss_l2": 0.00017784717783797532, "valid_loss_mape": 0.9987635016441345}}}, "221": {"train": {"loss_reduced": -0.017018655315041542, "pred": -3.05982212012168e-05, "loss_l2": 0.0002881328109651804, "loss_mape": 0.9974040389060974}}, "222": {"train": {"loss_reduced": -0.016216596588492393, "pred": -5.087375393486582e-05, "loss_l2": 0.0002619253646116704, "loss_mape": 0.9979966282844543}}, "223": {"train": {"loss_reduced": -0.014250287786126137, "pred": -0.00012991492985747755, "loss_l2": 0.0001999544183490798, "loss_mape": 0.9922974109649658}}, "224": {"train": {"loss_reduced": -0.018988274037837982, "pred": -7.981521775946021e-05, "loss_l2": 0.00035827260580845177, "loss_mape": 0.9968304634094238}}, "225": {"train": {"loss_reduced": -0.020922116935253143, "pred": -0.0001977784268092364, "loss_l2": 0.0004304495523683727, "loss_mape": 0.9916433095932007}, "valid": {"0": {"loss_reduced": -0.012609472498297691, "pred": -4.809981328435242e-05, "valid_loss_l2": 0.0001577880757395178, "valid_loss_mape": 0.9961854219436646}}}, "226": {"train": {"loss_reduced": -0.01571410708129406, "pred": -6.0660731833195314e-05, "loss_l2": 0.0002448755840305239, "loss_mape": 0.9958249926567078}}, "227": {"train": {"loss_reduced": -0.018899206072092056, "pred": -8.355616591870785e-05, "loss_l2": 0.0003553405695129186, "loss_mape": 0.9974217414855957}}, "228": {"train": {"loss_reduced": -0.014086227864027023, "pred": -0.00017287344962824136, "loss_l2": 0.00019437338050920516, "loss_mape": 0.9897458553314209}}, "229": {"train": {"loss_reduced": -0.015054872259497643, "pred": -3.3727283152984455e-05, "loss_l2": 0.00022607004211749882, "loss_mape": 0.9987215399742126}}, "230": {"train": {"loss_reduced": -0.01797575131058693, "pred": -0.000175219276570715, "loss_l2": 0.00031718204263597727, "loss_mape": 0.9907572269439697}, "valid": {"0": {"loss_reduced": -0.02055950276553631, "pred": 3.890780863002874e-05, "valid_loss_l2": 0.00042429447057656944, "valid_loss_mape": 1.0018924474716187}}}, "231": {"train": {"loss_reduced": -0.01524878479540348, "pred": -7.379485032288358e-05, "loss_l2": 0.00023055323981679976, "loss_mape": 0.9957501292228699}}, "232": {"train": {"loss_reduced": -0.015246516093611717, "pred": -8.173016976797953e-05, "loss_l2": 0.00023070168390404433, "loss_mape": 0.9962188601493835}}, "233": {"train": {"loss_reduced": -0.01514844223856926, "pred": -0.00011194408580195159, "loss_l2": 0.00022666883887723088, "loss_mape": 0.9938662052154541}}, "234": {"train": {"loss_reduced": -0.015618620440363884, "pred": -0.0001458338665543124, "loss_l2": 0.00024006556486710906, "loss_mape": 0.9920241832733154}}, "235": {"train": {"loss_reduced": -0.022823207080364227, "pred": -7.512697629863396e-05, "loss_l2": 0.000518066284712404, "loss_mape": 0.9972774386405945}, "valid": {"0": {"loss_reduced": -0.021746452897787094, "pred": -3.458888386376202e-05, "valid_loss_l2": 0.000471405015559867, "valid_loss_mape": 0.9984094500541687}}}, "236": {"train": {"loss_reduced": -0.01555878110229969, "pred": -9.462324669584632e-05, "loss_l2": 0.0002386035630479455, "loss_mape": 0.9928025603294373}}, "237": {"train": {"loss_reduced": -0.017870770767331123, "pred": -0.00014377618208527565, "loss_l2": 0.0003160458873026073, "loss_mape": 0.9947908520698547}}, "238": {"train": {"loss_reduced": -0.013720938935875893, "pred": -5.0737697165459394e-05, "loss_l2": 0.00018750334857031703, "loss_mape": 0.9979773759841919}}, "239": {"train": {"loss_reduced": -0.017083050683140755, "pred": -0.00017772983119357377, "loss_l2": 0.0002865831775125116, "loss_mape": 0.990968644618988}}, "240": {"train": {"loss_reduced": -0.018003687262535095, "pred": -0.00018615004955790937, "loss_l2": 0.00031838915310800076, "loss_mape": 0.9911004304885864}, "valid": {"0": {"loss_reduced": -0.019555658102035522, "pred": 1.1484138667583466e-05, "valid_loss_l2": 0.00038287308416329324, "valid_loss_mape": 1.0005873441696167}}}, "241": {"train": {"loss_reduced": -0.017227917909622192, "pred": -0.00017991950153373182, "loss_l2": 0.00029048442956991494, "loss_mape": 0.9893014430999756}}, "242": {"train": {"loss_reduced": -0.0165378600358963, "pred": -9.664146637078375e-05, "loss_l2": 0.00027135031996294856, "loss_mape": 0.9960607886314392}}, "243": {"train": {"loss_reduced": -0.015308281406760216, "pred": -0.0001210441259900108, "loss_l2": 0.0002314665907761082, "loss_mape": 0.9938428401947021}}, "244": {"train": {"loss_reduced": -0.01787654682993889, "pred": -0.00012169944966444746, "loss_l2": 0.00031552245491184294, "loss_mape": 0.9936455488204956}}, "245": {"train": {"loss_reduced": -0.014512427151203156, "pred": -9.292617323808372e-05, "loss_l2": 0.00020832491281908005, "loss_mape": 0.9945589900016785}, "valid": {"0": {"loss_reduced": -0.016812069341540337, "pred": -8.039327076403424e-05, "valid_loss_l2": 0.00027994895935989916, "valid_loss_mape": 0.9952180981636047}}}, "246": {"train": {"loss_reduced": -0.015030782669782639, "pred": -0.00012886934564448893, "loss_l2": 0.00022201327374204993, "loss_mape": 0.9913063049316406}}, "247": {"train": {"loss_reduced": -0.015140267089009285, "pred": -9.98328541754745e-05, "loss_l2": 0.00022700207773596048, "loss_mape": 0.9951335787773132}}, "248": {"train": {"loss_reduced": -0.015796009451150894, "pred": -0.00016438959573861212, "loss_l2": 0.00024498169659636915, "loss_mape": 0.9908762574195862}}, "249": {"train": {"loss_reduced": -0.021134790033102036, "pred": -9.84738435363397e-05, "loss_l2": 0.00044360116589814425, "loss_mape": 0.9965484142303467}}, "250": {"train": {"loss_reduced": -0.012113919481635094, "pred": -0.00018225052917841822, "loss_l2": 0.00014229245425667614, "loss_mape": 0.9847052693367004}, "valid": {"0": {"loss_reduced": -0.01844027265906334, "pred": -0.00019681706908158958, "valid_loss_l2": 0.0003328236925881356, "valid_loss_mape": 0.9893268346786499}}}}
|