| { |
| "best_epoch": 33, |
| "best_stage": "stage1", |
| "best_val_acc": 0.9545232273838631, |
| "test_loss": 0.646228389306502, |
| "test_acc": 0.9613691931540342, |
| "test_macro_f1": 0.9320283953570693, |
| "hard_mining": { |
| "enabled": true, |
| "executed": true, |
| "num_samples": 16334, |
| "confidence_threshold": 0.85, |
| "misclassified": 545, |
| "low_confidence": 1700, |
| "both": 451, |
| "weight_min": 1.0, |
| "weight_max": 4.0, |
| "weight_mean": 1.176564221868495 |
| }, |
| "history": [ |
| { |
| "stage": "stage1", |
| "epoch": 1, |
| "train_loss": 4.313515394232994, |
| "train_acc": 0.032019101261173015, |
| "train_macro_f1": 0.02712417475898117, |
| "val_loss": 7.769173968922008, |
| "val_acc": 0.014180929095354523, |
| "val_macro_f1": 0.003789197040298735, |
| "duration_seconds": 41.54798349970952 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 2, |
| "train_loss": 3.444204147471938, |
| "train_acc": 0.09850618342108486, |
| "train_macro_f1": 0.105352354413626, |
| "val_loss": 3.6144719557328657, |
| "val_acc": 0.10073349633251834, |
| "val_macro_f1": 0.07000853003986085, |
| "duration_seconds": 38.47417518682778 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 3, |
| "train_loss": 2.8109747060509616, |
| "train_acc": 0.20154279417166646, |
| "train_macro_f1": 0.21854176612220216, |
| "val_loss": 2.98252272605896, |
| "val_acc": 0.17946210268948656, |
| "val_macro_f1": 0.14989537030978706, |
| "duration_seconds": 38.17656293977052 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 4, |
| "train_loss": 2.2996954086214996, |
| "train_acc": 0.34761846455246725, |
| "train_macro_f1": 0.37294280895416104, |
| "val_loss": 2.3156512650576504, |
| "val_acc": 0.37457212713936433, |
| "val_macro_f1": 0.36651348862376204, |
| "duration_seconds": 37.970143370795995 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 5, |
| "train_loss": 1.6524738683256992, |
| "train_acc": 0.6124035753642708, |
| "train_macro_f1": 0.6176766827413694, |
| "val_loss": 1.4232586188749834, |
| "val_acc": 0.7530562347188264, |
| "val_macro_f1": 0.7361482815159818, |
| "duration_seconds": 37.93143594684079 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 6, |
| "train_loss": 1.208171897156294, |
| "train_acc": 0.8022529692665605, |
| "train_macro_f1": 0.791375137567527, |
| "val_loss": 1.096138444813815, |
| "val_acc": 0.8557457212713936, |
| "val_macro_f1": 0.8341570413748813, |
| "duration_seconds": 38.05841494211927 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 7, |
| "train_loss": 1.0467550879301026, |
| "train_acc": 0.8506183421084854, |
| "train_macro_f1": 0.8464827124195602, |
| "val_loss": 0.912368427623402, |
| "val_acc": 0.9080684596577017, |
| "val_macro_f1": 0.8785396246910446, |
| "duration_seconds": 37.41684066830203 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 8, |
| "train_loss": 0.9626071349132893, |
| "train_acc": 0.8759030243663524, |
| "train_macro_f1": 0.8737804943842077, |
| "val_loss": 0.9386219707402316, |
| "val_acc": 0.8948655256723717, |
| "val_macro_f1": 0.8682503489532023, |
| "duration_seconds": 38.04319545486942 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 9, |
| "train_loss": 0.8973523711049279, |
| "train_acc": 0.8907799681645647, |
| "train_macro_f1": 0.8875551854478719, |
| "val_loss": 0.8646871664307334, |
| "val_acc": 0.9198044009779951, |
| "val_macro_f1": 0.8949053659799362, |
| "duration_seconds": 37.64396993210539 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 10, |
| "train_loss": 0.8764715506586918, |
| "train_acc": 0.8992286029141667, |
| "train_macro_f1": 0.8913087240589926, |
| "val_loss": 0.8934382850473578, |
| "val_acc": 0.908557457212714, |
| "val_macro_f1": 0.8811464151370096, |
| "duration_seconds": 38.161499897018075 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 11, |
| "train_loss": 0.8411068756913029, |
| "train_acc": 0.9013101506060978, |
| "train_macro_f1": 0.8970095282070171, |
| "val_loss": 0.8103193749081005, |
| "val_acc": 0.9315403422982885, |
| "val_macro_f1": 0.900308708225663, |
| "duration_seconds": 38.78951836982742 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 12, |
| "train_loss": 0.801855732535207, |
| "train_acc": 0.9101261173013346, |
| "train_macro_f1": 0.9095695021002316, |
| "val_loss": 0.7941674590110779, |
| "val_acc": 0.9339853300733496, |
| "val_macro_f1": 0.8975888047900716, |
| "duration_seconds": 37.50118718901649 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 13, |
| "train_loss": 0.7851105207620666, |
| "train_acc": 0.9166768703318232, |
| "train_macro_f1": 0.9156568805546416, |
| "val_loss": 0.7914232449098066, |
| "val_acc": 0.9364303178484108, |
| "val_macro_f1": 0.9084976516741216, |
| "duration_seconds": 37.85148463025689 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 14, |
| "train_loss": 0.7669343338456265, |
| "train_acc": 0.9204726337700502, |
| "train_macro_f1": 0.9229367514640775, |
| "val_loss": 0.7820644216103987, |
| "val_acc": 0.9354523227383863, |
| "val_macro_f1": 0.9072646736307985, |
| "duration_seconds": 38.37839019019157 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 15, |
| "train_loss": 0.7542976293452951, |
| "train_acc": 0.925003061099547, |
| "train_macro_f1": 0.9252287661475155, |
| "val_loss": 0.7722757241942666, |
| "val_acc": 0.9378973105134474, |
| "val_macro_f1": 0.9088258270013261, |
| "duration_seconds": 38.02175585925579 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 16, |
| "train_loss": 0.724993243466976, |
| "train_acc": 0.9310640382025224, |
| "train_macro_f1": 0.9306218869346541, |
| "val_loss": 0.7765102765776895, |
| "val_acc": 0.9325183374083129, |
| "val_macro_f1": 0.8957598016047307, |
| "duration_seconds": 38.236370380967855 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 17, |
| "train_loss": 0.7193509769994159, |
| "train_acc": 0.9331455858944533, |
| "train_macro_f1": 0.9339855859569205, |
| "val_loss": 0.7548327012495561, |
| "val_acc": 0.9422982885085575, |
| "val_macro_f1": 0.9146078158676976, |
| "duration_seconds": 37.599709355738014 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 18, |
| "train_loss": 0.7072599779727847, |
| "train_acc": 0.933880249785723, |
| "train_macro_f1": 0.93310010660679, |
| "val_loss": 0.7916218855164268, |
| "val_acc": 0.9330073349633252, |
| "val_macro_f1": 0.8968142015045353, |
| "duration_seconds": 38.33785875607282 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 19, |
| "train_loss": 0.7052893208902936, |
| "train_acc": 0.9335741398310273, |
| "train_macro_f1": 0.9343232005341593, |
| "val_loss": 0.7364852699366483, |
| "val_acc": 0.9452322738386308, |
| "val_macro_f1": 0.9182284675084373, |
| "duration_seconds": 37.837123352102935 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 20, |
| "train_loss": 0.6814761432104333, |
| "train_acc": 0.9384106771152197, |
| "train_macro_f1": 0.9398322150903461, |
| "val_loss": 0.7354252338409424, |
| "val_acc": 0.943276283618582, |
| "val_macro_f1": 0.9160987470807599, |
| "duration_seconds": 38.50653554406017 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 21, |
| "train_loss": 0.6830035545105158, |
| "train_acc": 0.9377984572058283, |
| "train_macro_f1": 0.9395218264544717, |
| "val_loss": 0.7638225717978044, |
| "val_acc": 0.9354523227383863, |
| "val_macro_f1": 0.8995650263429223, |
| "duration_seconds": 37.889779151417315 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 22, |
| "train_loss": 0.6549201711665752, |
| "train_acc": 0.9458185380188564, |
| "train_macro_f1": 0.9479852966726539, |
| "val_loss": 0.748274640603499, |
| "val_acc": 0.9408312958435208, |
| "val_macro_f1": 0.913678433990217, |
| "duration_seconds": 37.69011677801609 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 23, |
| "train_loss": 0.6476058356983717, |
| "train_acc": 0.9478388637198482, |
| "train_macro_f1": 0.9474735112676054, |
| "val_loss": 0.7422939701513811, |
| "val_acc": 0.9393643031784841, |
| "val_macro_f1": 0.9118126326501514, |
| "duration_seconds": 37.879671565722674 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 24, |
| "train_loss": 0.6383854310179866, |
| "train_acc": 0.9452063181094649, |
| "train_macro_f1": 0.9456692832105631, |
| "val_loss": 0.70200622623617, |
| "val_acc": 0.952078239608802, |
| "val_macro_f1": 0.9221311577849888, |
| "duration_seconds": 39.13599858107045 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 25, |
| "train_loss": 0.6240727319273838, |
| "train_acc": 0.9534100648953104, |
| "train_macro_f1": 0.9560553119679458, |
| "val_loss": 0.7065791866996072, |
| "val_acc": 0.9525672371638142, |
| "val_macro_f1": 0.9233286511154518, |
| "duration_seconds": 37.369449513964355 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 26, |
| "train_loss": 0.6299820653227872, |
| "train_acc": 0.9505938533121097, |
| "train_macro_f1": 0.9530535174633679, |
| "val_loss": 0.7115304686806418, |
| "val_acc": 0.9476772616136919, |
| "val_macro_f1": 0.9190713459538334, |
| "duration_seconds": 38.107163506094366 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 27, |
| "train_loss": 0.620378524758095, |
| "train_acc": 0.9531039549406146, |
| "train_macro_f1": 0.9549947894496518, |
| "val_loss": 0.6997524770823392, |
| "val_acc": 0.9486552567237164, |
| "val_macro_f1": 0.9201905369641149, |
| "duration_seconds": 37.054033300839365 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 28, |
| "train_loss": 0.6110506050808485, |
| "train_acc": 0.9556140565691196, |
| "train_macro_f1": 0.958136157178548, |
| "val_loss": 0.6986935463818637, |
| "val_acc": 0.9491442542787286, |
| "val_macro_f1": 0.9200785518230558, |
| "duration_seconds": 38.087362293154 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 29, |
| "train_loss": 0.598165498916493, |
| "train_acc": 0.959532263989225, |
| "train_macro_f1": 0.9600834433079148, |
| "val_loss": 0.7002380436116998, |
| "val_acc": 0.9506112469437653, |
| "val_macro_f1": 0.9219051963307497, |
| "duration_seconds": 37.679548679850996 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 30, |
| "train_loss": 0.5900751698848813, |
| "train_acc": 0.959593485980164, |
| "train_macro_f1": 0.9605770687335475, |
| "val_loss": 0.695245005867698, |
| "val_acc": 0.9511002444987775, |
| "val_macro_f1": 0.9216505884105199, |
| "duration_seconds": 38.43997255899012 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 31, |
| "train_loss": 0.5878149402696032, |
| "train_acc": 0.9606342598261296, |
| "train_macro_f1": 0.9621756383388788, |
| "val_loss": 0.6914988647807728, |
| "val_acc": 0.9525672371638142, |
| "val_macro_f1": 0.9230561654384433, |
| "duration_seconds": 37.00720879295841 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 32, |
| "train_loss": 0.5783637138300164, |
| "train_acc": 0.9626545855271214, |
| "train_macro_f1": 0.9650474377206499, |
| "val_loss": 0.6921304247596047, |
| "val_acc": 0.9525672371638142, |
| "val_macro_f1": 0.9242248262820537, |
| "duration_seconds": 38.078143508173525 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 33, |
| "train_loss": 0.5720760066841923, |
| "train_acc": 0.9652871311375046, |
| "train_macro_f1": 0.9668956502827502, |
| "val_loss": 0.6832193461331454, |
| "val_acc": 0.9545232273838631, |
| "val_macro_f1": 0.9254622457557515, |
| "duration_seconds": 37.823320649098605 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 34, |
| "train_loss": 0.5669168850710226, |
| "train_acc": 0.9660217950287744, |
| "train_macro_f1": 0.9679376980718958, |
| "val_loss": 0.6903422366489064, |
| "val_acc": 0.952078239608802, |
| "val_macro_f1": 0.9141290090107064, |
| "duration_seconds": 37.19663280015811 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 35, |
| "train_loss": 0.5721360119276269, |
| "train_acc": 0.9652259091465655, |
| "train_macro_f1": 0.9672558713264995, |
| "val_loss": 0.6860878196629611, |
| "val_acc": 0.9535452322738386, |
| "val_macro_f1": 0.9246890611512996, |
| "duration_seconds": 37.865042545832694 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 36, |
| "train_loss": 0.5751806615396987, |
| "train_acc": 0.9634504714093303, |
| "train_macro_f1": 0.9650922342936058, |
| "val_loss": 0.6858713843605735, |
| "val_acc": 0.9506112469437653, |
| "val_macro_f1": 0.9215963057574214, |
| "duration_seconds": 38.06451524980366 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 37, |
| "train_loss": 0.5691629336323849, |
| "train_acc": 0.963756581364026, |
| "train_macro_f1": 0.9659098190263928, |
| "val_loss": 0.6852591091936285, |
| "val_acc": 0.9511002444987775, |
| "val_macro_f1": 0.9221256983893021, |
| "duration_seconds": 37.62006014632061 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 38, |
| "train_loss": 0.563821169526078, |
| "train_acc": 0.9661442390106526, |
| "train_macro_f1": 0.9676408629024923, |
| "val_loss": 0.6863496682860635, |
| "val_acc": 0.9515892420537897, |
| "val_macro_f1": 0.9228874257523916, |
| "duration_seconds": 37.83984856121242 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 39, |
| "train_loss": 0.5663612668597421, |
| "train_acc": 0.9646136892371739, |
| "train_macro_f1": 0.966505548310987, |
| "val_loss": 0.685564474626021, |
| "val_acc": 0.952078239608802, |
| "val_macro_f1": 0.9230060614495823, |
| "duration_seconds": 38.010506270918995 |
| }, |
| { |
| "stage": "stage1", |
| "epoch": 40, |
| "train_loss": 0.5743493382320848, |
| "train_acc": 0.9646749112281131, |
| "train_macro_f1": 0.9661682215935604, |
| "val_loss": 0.685387134552002, |
| "val_acc": 0.9515892420537897, |
| "val_macro_f1": 0.9225555286063664, |
| "duration_seconds": 37.642080747988075 |
| }, |
| { |
| "stage": "stage2", |
| "epoch": 1, |
| "train_loss": 0.6768135927444281, |
| "train_acc": 0.9281253826374434, |
| "train_macro_f1": 0.9207764039512437, |
| "val_loss": 0.7352005947719921, |
| "val_acc": 0.9408312958435208, |
| "val_macro_f1": 0.908830505411882, |
| "duration_seconds": 40.97610312793404 |
| }, |
| { |
| "stage": "stage2", |
| "epoch": 2, |
| "train_loss": 0.6523073114628015, |
| "train_acc": 0.9372474592873761, |
| "train_macro_f1": 0.9393616328475114, |
| "val_loss": 0.7405287569219415, |
| "val_acc": 0.943276283618582, |
| "val_macro_f1": 0.9145481739672323, |
| "duration_seconds": 40.34182390011847 |
| }, |
| { |
| "stage": "stage2", |
| "epoch": 3, |
| "train_loss": 0.6370004353135131, |
| "train_acc": 0.9430635484265948, |
| "train_macro_f1": 0.9449550202236057, |
| "val_loss": 0.7183141654187982, |
| "val_acc": 0.9418092909535453, |
| "val_macro_f1": 0.9110062617729418, |
| "duration_seconds": 39.924425372853875 |
| }, |
| { |
| "stage": "stage2", |
| "epoch": 4, |
| "train_loss": 0.6195670698964318, |
| "train_acc": 0.9518182931308926, |
| "train_macro_f1": 0.9531957634054529, |
| "val_loss": 0.722674245184118, |
| "val_acc": 0.9427872860635697, |
| "val_macro_f1": 0.9122724208628346, |
| "duration_seconds": 39.511029839050025 |
| } |
| ] |
| } |