{ "Accuracy": 82.82, "Time": [ 71.27486075803999, 24.212114858035974, 7224.940540572 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01, "epoch_start": 20, "reg_factor": 0.001, "scheduler": null }, "Inner": { "optim": "SGD", "lr": 0.1, "momentum": 0.9, "decay": 0.0005, "nesterov": false, "scheduler": "cosine" } }, "Device": "TITAN RTX", "Memory": [ 4201.06494140625, 4906.0 ], "TF_config": "../config/invScale_wide_tf_config.json", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "+Contrast", "+Color", "+Brightness", "+Sharpness", "-Contrast", "-Color", "-Brightness", "-Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.722491264343262, "val_loss": 2.5756990909576416, "acc": 13.0, "f1": [ 0.07513808459043503, 0.03324097767472267, 0.018314998596906662, 0.001943628885783255, 0.13660778105258942, 0.00392156420275569, 0.10204076766967773, 0.047882113605737686, 0.2490365207195282, 0.03939960524439812 ], "time": 13.368655720999982, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 3.444913864135742, "val_loss": 1.6354999542236328, "acc": 40.33, "f1": [ 0.46960389614105225, 0.5249999165534973, 0.21485212445259094, 0.1854405254125595, 0.2644727826118469, 0.27937906980514526, 0.48279502987861633, 0.44630393385887146, 0.5362444519996643, 0.33948978781700134 ], "time": 11.734096074000036, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 3.240467071533203, "val_loss": 1.361947774887085, "acc": 50.39, "f1": [ 0.5575668811798096, 0.6470837593078613, 0.25677597522735596, 0.3489360809326172, 0.4092338979244232, 0.4660690426826477, 0.583934485912323, 0.5660188794136047, 0.5604328513145447, 0.5270352959632874 ], "time": 21.500835752999933, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 3.0599465370178223, "val_loss": 1.274540901184082, "acc": 52.1, "f1": [ 0.5884243249893188, 0.6854506731033325, 0.3882947564125061, 0.1321069896221161, 0.41106706857681274, 0.4620380997657776, 0.5471385717391968, 0.5797826647758484, 0.6269590854644775, 0.6255729794502258 ], "time": 24.002759656999956, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 2.7261276245117188, "val_loss": 1.3538808822631836, "acc": 53.32, "f1": [ 0.5585659742355347, 0.6509432792663574, 0.2841944694519043, 0.32729795575141907, 0.43078744411468506, 0.43100178241729736, 0.6241673231124878, 0.5880216956138611, 0.6399693489074707, 0.5354776978492737 ], "time": 21.839050724000003, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 2.8453283309936523, "val_loss": 1.05177903175354, "acc": 61.09, "f1": [ 0.6360732913017273, 0.742857038974762, 0.5164487361907959, 0.43403327465057373, 0.46416372060775757, 0.5211194753646851, 0.6912750005722046, 0.6629771590232849, 0.7319635152816772, 0.6554544568061829 ], "time": 23.54897546099994, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 2.5160746574401855, "val_loss": 1.1128536462783813, "acc": 62.67, "f1": [ 0.6728341579437256, 0.7485272288322449, 0.5152202248573303, 0.5024874210357666, 0.5433390140533447, 0.5101920366287231, 0.6912721395492554, 0.6646487712860107, 0.7517603635787964, 0.6035040616989136 ], "time": 22.221883124999977, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 2.402461051940918, "val_loss": 1.058510422706604, "acc": 62.53, "f1": [ 0.715015172958374, 0.7802196145057678, 0.3886873424053192, 0.4127555787563324, 0.5551270842552185, 0.42389747500419617, 0.6907122731208801, 0.6630793809890747, 0.7619506120681763, 0.6780301928520203 ], "time": 22.53441824799995, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 2.312424421310425, "val_loss": 1.0774084329605103, "acc": 62.97, "f1": [ 0.6912655830383301, 0.7674622535705566, 0.5405981540679932, 0.46012258529663086, 0.3583723306655884, 0.5535012483596802, 0.6787257790565491, 0.7263624668121338, 0.7531001567840576, 0.6924470067024231 ], "time": 21.911003807000043, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 2.181225538253784, "val_loss": 0.9000383615493774, "acc": 66.93, "f1": [ 0.6998721361160278, 0.8120368719100952, 0.5747125148773193, 0.5064307451248169, 0.5566501021385193, 0.5608627796173096, 0.7610886096954346, 0.7074590921401978, 0.7974113821983337, 0.7293843030929565 ], "time": 22.22925856500001, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 2.315605878829956, "val_loss": 0.9511968493461609, "acc": 64.15, "f1": [ 0.7466018199920654, 0.8204348683357239, 0.5339043140411377, 0.473222017288208, 0.5364031195640564, 0.5590850114822388, 0.6355610489845276, 0.6376055479049683, 0.7999998331069946, 0.7378751635551453 ], "time": 22.505422819000046, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.9738088846206665, "val_loss": 0.9954358339309692, "acc": 62.83, "f1": [ 0.683924674987793, 0.7599822878837585, 0.49631285667419434, 0.48283737897872925, 0.42949169874191284, 0.556415855884552, 0.7342581748962402, 0.7298523187637329, 0.7796294689178467, 0.5843619704246521 ], "time": 22.655671688999973, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.137824535369873, "val_loss": 0.7772708535194397, "acc": 72.73, "f1": [ 0.7466199994087219, 0.8312677145004272, 0.6629777550697327, 0.5768272876739502, 0.6997814774513245, 0.6201230883598328, 0.7910974621772766, 0.7649324536323547, 0.7920902371406555, 0.781265377998352 ], "time": 21.692788462999943, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.9263088703155518, "val_loss": 0.8118600845336914, "acc": 68.77, "f1": [ 0.7062146067619324, 0.8342801332473755, 0.5832059979438782, 0.5295799970626831, 0.5290579199790955, 0.5884391665458679, 0.7525521516799927, 0.7568472623825073, 0.8038329482078552, 0.7937194108963013 ], "time": 22.309526271000095, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.9866235256195068, "val_loss": 0.7542949914932251, "acc": 73.23, "f1": [ 0.759394645690918, 0.8288658261299133, 0.6633113622665405, 0.5387061238288879, 0.710539698600769, 0.625542938709259, 0.795947790145874, 0.7882638573646545, 0.8255273699760437, 0.797814130783081 ], "time": 21.535451232000014, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 2.066094398498535, "val_loss": 0.7980478405952454, "acc": 71.9, "f1": [ 0.7806147933006287, 0.8596488833427429, 0.6834461688995361, 0.50630122423172, 0.6456875205039978, 0.602607011795044, 0.7497004270553589, 0.7376909255981445, 0.8399569392204285, 0.8150787949562073 ], "time": 22.145069855999964, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.8253943920135498, "val_loss": 0.7308708429336548, "acc": 73.27, "f1": [ 0.784909188747406, 0.8487852215766907, 0.6562672853469849, 0.5351772904396057, 0.6792154908180237, 0.6165156364440918, 0.7795274257659912, 0.7750757932662964, 0.8082947731018066, 0.7949747443199158 ], "time": 22.57969765100006, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.6277873516082764, "val_loss": 0.6588685512542725, "acc": 74.63, "f1": [ 0.792246401309967, 0.8453319668769836, 0.6540324687957764, 0.5282782912254333, 0.7359917759895325, 0.6524171233177185, 0.8054391145706177, 0.807348906993866, 0.8285846710205078, 0.772527813911438 ], "time": 22.607478563000086, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.7738391160964966, "val_loss": 0.8139755725860596, "acc": 72.57, "f1": [ 0.7737371325492859, 0.8647056818008423, 0.6336514353752136, 0.5615570545196533, 0.643376886844635, 0.6071816086769104, 0.7797714471817017, 0.7701798677444458, 0.838929295539856, 0.8015349507331848 ], "time": 23.6371608190002, "param": [ { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 0.5 }, { "p": 0.0555555559694767, "m": 1.0 }, { "p": 0.0555555559694767, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 3.9874446392059326, "val_loss": 1.901360034942627, "acc": 29.52, "f1": [ 0.414407879114151, 0.3239765167236328, 0.08199352025985718, 0.09888352453708649, 0.026095042005181313, 0.0, 0.35082870721817017, 0.44648054242134094, 0.0, 0.4431724548339844 ], "time": 84.1812737109999, "param": [ { "p": 0.015236995182931423, "m": 1.0 }, { "p": 0.0005586437764577568, "m": 1.0 }, { "p": 0.0005586437764577568, "m": 1.0 }, { "p": 0.046596165746450424, "m": 0.559184730052948 }, { "p": 0.0005586437764577568, "m": 0.43221113085746765 }, { "p": 0.01586627960205078, "m": 0.49104031920433044 }, { "p": 0.0005586437764577568, "m": 0.4565500020980835 }, { "p": 0.11909503489732742, "m": 0.5788706541061401 }, { "p": 0.08130908757448196, "m": 0.5337114334106445 }, { "p": 0.030125286430120468, "m": 0.5987860560417175 }, { "p": 0.1086995080113411, "m": 0.5197346806526184 }, { "p": 0.0640358105301857, "m": 0.5224148035049438 }, { "p": 0.09502395987510681, "m": 0.49695196747779846 }, { "p": 0.10766275227069855, "m": 0.3933631479740143 }, { "p": 0.11618015170097351, "m": 0.542595624923706 }, { "p": 0.0730782300233841, "m": 0.46507713198661804 }, { "p": 0.12429747730493546, "m": 1.0 }, { "p": 0.0005586437764577568, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 3.6546268463134766, "val_loss": 1.7983604669570923, "acc": 34.64, "f1": [ 0.43815186619758606, 0.502604067325592, 0.26598015427589417, 0.2308557778596878, 0.14808782935142517, 0.0, 0.46423348784446716, 0.47277218103408813, 0.021674869582057, 0.35416656732559204 ], "time": 82.8082550879999, "param": [ { "p": 0.0005570215289480984, "m": 1.0 }, { "p": 0.0005570215289480984, "m": 1.0 }, { "p": 0.0012892790837213397, "m": 1.0 }, { "p": 0.0005570215289480984, "m": 0.5652897357940674 }, { "p": 0.0005570215289480984, "m": 0.44399115443229675 }, { "p": 0.0005570215289480984, "m": 0.4586769640445709 }, { "p": 0.0005570215289480984, "m": 0.45211490988731384 }, { "p": 0.1984608918428421, "m": 0.5670546293258667 }, { "p": 0.0005570215289480984, "m": 0.5227498412132263 }, { "p": 0.0005570215289480984, "m": 0.6323318481445312 }, { "p": 0.16585268080234528, "m": 0.5077651143074036 }, { "p": 0.0005570215289480984, "m": 0.5321581363677979 }, { "p": 0.0942101702094078, "m": 0.5048893690109253 }, { "p": 0.14368370175361633, "m": 0.23209425806999207 }, { "p": 0.179470956325531, "m": 0.533495306968689 }, { "p": 0.0005570215289480984, "m": 0.4645146429538727 }, { "p": 0.2109050452709198, "m": 1.0 }, { "p": 0.0005570215289480984, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 2.87202787399292, "val_loss": 1.1531175374984741, "acc": 58.64, "f1": [ 0.6786068081855774, 0.7323007583618164, 0.4279184341430664, 0.2694063186645508, 0.43060946464538574, 0.47363170981407166, 0.6658226847648621, 0.6208904385566711, 0.7454628348350525, 0.6884750127792358 ], "time": 82.46161146999998, "param": [ { "p": 0.0011652425164356828, "m": 1.0 }, { "p": 0.0005573456874117255, "m": 1.0 }, { "p": 0.0005573456874117255, "m": 1.0 }, { "p": 0.0005573456874117255, "m": 0.5828101634979248 }, { "p": 0.0005573456874117255, "m": 0.43020009994506836 }, { "p": 0.0005573456874117255, "m": 0.4395008683204651 }, { "p": 0.0005573456874117255, "m": 0.45009225606918335 }, { "p": 0.21887540817260742, "m": 0.620711088180542 }, { "p": 0.0005573456874117255, "m": 0.5235824584960938 }, { "p": 0.0005573456874117255, "m": 0.6593782305717468 }, { "p": 0.18810546398162842, "m": 0.4602746367454529 }, { "p": 0.0005573456874117255, "m": 0.5364880561828613 }, { "p": 0.0055679199285805225, "m": 0.535646378993988 }, { "p": 0.1516573578119278, "m": 0.13850826025009155 }, { "p": 0.18305964767932892, "m": 0.6552658677101135 }, { "p": 0.0005573456874117255, "m": 0.46710866689682007 }, { "p": 0.2454380989074707, "m": 1.0 }, { "p": 0.0005573456874117255, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 2.562242031097412, "val_loss": 0.9243344068527222, "acc": 64.9, "f1": [ 0.7027314901351929, 0.7842003107070923, 0.47446659207344055, 0.4705881178379059, 0.6022239923477173, 0.5042319893836975, 0.700821578502655, 0.7006047368049622, 0.7882795929908752, 0.6895957589149475 ], "time": 82.93863759300007, "param": [ { "p": 0.0005570828216150403, "m": 1.0 }, { "p": 0.0005570828216150403, "m": 1.0 }, { "p": 0.0005570828216150403, "m": 1.0 }, { "p": 0.0005570828216150403, "m": 0.592329740524292 }, { "p": 0.0005570828216150403, "m": 0.43406862020492554 }, { "p": 0.0005570828216150403, "m": 0.3511051833629608 }, { "p": 0.0005570828216150403, "m": 0.40496498346328735 }, { "p": 0.23247112333774567, "m": 0.4321959912776947 }, { "p": 0.0005570828216150403, "m": 0.5333040356636047 }, { "p": 0.0005570828216150403, "m": 0.6756252646446228 }, { "p": 0.19487126171588898, "m": 0.5219411849975586 }, { "p": 0.0005570828216150403, "m": 0.5413243174552917 }, { "p": 0.0005570828216150403, "m": 0.5360989570617676 }, { "p": 0.12739810347557068, "m": 0.10824178159236908 }, { "p": 0.1612737476825714, "m": 0.8164838552474976 }, { "p": 0.0005570828216150403, "m": 0.46470320224761963 }, { "p": 0.276743620634079, "m": 1.0 }, { "p": 0.0005570828216150403, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 2.0941085815429688, "val_loss": 0.8784900307655334, "acc": 71.06, "f1": [ 0.7371707558631897, 0.8164184093475342, 0.6231751441955566, 0.47451213002204895, 0.6373754143714905, 0.6157516241073608, 0.7826895117759705, 0.7644183039665222, 0.8138350248336792, 0.7819799184799194 ], "time": 82.53966950500012, "param": [ { "p": 0.021468963474035263, "m": 1.0 }, { "p": 0.0005579586722888052, "m": 1.0 }, { "p": 0.008621452376246452, "m": 1.0 }, { "p": 0.0005579586722888052, "m": 0.6307860612869263 }, { "p": 0.015101884491741657, "m": 0.40673989057540894 }, { "p": 0.0005579586722888052, "m": 0.2753833830356598 }, { "p": 0.0005579586722888052, "m": 0.4240350127220154 }, { "p": 0.2255496084690094, "m": 0.39483052492141724 }, { "p": 0.002455617766827345, "m": 0.5458736419677734 }, { "p": 0.020917529240250587, "m": 0.6835652589797974 }, { "p": 0.18955811858177185, "m": 0.5481884479522705 }, { "p": 0.0005579586722888052, "m": 0.5582960247993469 }, { "p": 0.0005579586722888052, "m": 0.5522217154502869 }, { "p": 0.09248591214418411, "m": 0.10900888592004776 }, { "p": 0.12899525463581085, "m": 0.7698999047279358 }, { "p": 0.007410822901874781, "m": 0.44872400164604187 }, { "p": 0.2835291624069214, "m": 1.0 }, { "p": 0.0005579586722888052, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.9464750289916992, "val_loss": 0.6999805569648743, "acc": 71.99, "f1": [ 0.7575917840003967, 0.857719361782074, 0.6315787434577942, 0.5357754826545715, 0.6514583230018616, 0.577635645866394, 0.7847824096679688, 0.7667909264564514, 0.7885517477989197, 0.8015950918197632 ], "time": 81.90477004199988, "param": [ { "p": 0.019069544970989227, "m": 1.0 }, { "p": 0.0005552882212214172, "m": 1.0 }, { "p": 0.00746734905987978, "m": 1.0 }, { "p": 0.0007900532800704241, "m": 0.576503336429596 }, { "p": 0.006121959537267685, "m": 0.3545568585395813 }, { "p": 0.0007928895065560937, "m": 0.20419298112392426 }, { "p": 0.009873011149466038, "m": 0.3895212709903717 }, { "p": 0.23290374875068665, "m": 0.3337889611721039 }, { "p": 0.0014661120949313045, "m": 0.5844007730484009 }, { "p": 0.004378384444862604, "m": 0.6659693717956543 }, { "p": 0.20859651267528534, "m": 0.5708509087562561 }, { "p": 0.013509559445083141, "m": 0.5763746500015259 }, { "p": 0.003888967214152217, "m": 0.5612655282020569 }, { "p": 0.069097600877285, "m": 0.09060386568307877 }, { "p": 0.09417187422513962, "m": 0.7947472929954529 }, { "p": 0.00537240132689476, "m": 0.44466155767440796 }, { "p": 0.3147164285182953, "m": 1.0 }, { "p": 0.007228365167975426, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.8261278867721558, "val_loss": 0.7216978669166565, "acc": 72.1, "f1": [ 0.7522122263908386, 0.8299131989479065, 0.6536529660224915, 0.5507245659828186, 0.6954665780067444, 0.6041333675384521, 0.7803956866264343, 0.7463554739952087, 0.8235292434692383, 0.7818664908409119 ], "time": 83.84224248700002, "param": [ { "p": 0.01448315940797329, "m": 1.0 }, { "p": 0.0005595551338046789, "m": 1.0 }, { "p": 0.01881115511059761, "m": 1.0 }, { "p": 0.0005595551338046789, "m": 0.5897319912910461 }, { "p": 0.0005595551338046789, "m": 0.3635576069355011 }, { "p": 0.0031292401254177094, "m": 0.19328193366527557 }, { "p": 0.0005595551338046789, "m": 0.42432883381843567 }, { "p": 0.22264334559440613, "m": 0.2465244084596634 }, { "p": 0.01088064443320036, "m": 0.5884414911270142 }, { "p": 0.023369265720248222, "m": 0.6800210475921631 }, { "p": 0.19803683459758759, "m": 0.5206570625305176 }, { "p": 0.006567422766238451, "m": 0.6255112886428833 }, { "p": 0.010975664481520653, "m": 0.5616805553436279 }, { "p": 0.07749102264642715, "m": 0.10870642215013504 }, { "p": 0.07570552080869675, "m": 0.831792414188385 }, { "p": 0.02504715509712696, "m": 0.4279969036579132 }, { "p": 0.31006187200546265, "m": 1.0 }, { "p": 0.0005595551338046789, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.5699584484100342, "val_loss": 0.6740117073059082, "acc": 74.29, "f1": [ 0.8002036809921265, 0.8598788976669312, 0.6627495884895325, 0.5412646532058716, 0.6867050528526306, 0.6372324228286743, 0.776581883430481, 0.7665197253227234, 0.8463425636291504, 0.8232242465019226 ], "time": 82.275416769, "param": [ { "p": 0.014787423424422741, "m": 1.0 }, { "p": 0.000549472460988909, "m": 1.0 }, { "p": 0.01842176914215088, "m": 1.0 }, { "p": 0.000549472460988909, "m": 0.6342151761054993 }, { "p": 0.043981168419122696, "m": 0.3552521765232086 }, { "p": 0.018059510737657547, "m": 0.2826266586780548 }, { "p": 0.01193423941731453, "m": 0.47873228788375854 }, { "p": 0.21517090499401093, "m": 0.19580279290676117 }, { "p": 0.018057752400636673, "m": 0.5812065005302429 }, { "p": 0.029985442757606506, "m": 0.702102541923523 }, { "p": 0.20055696368217468, "m": 0.5085437297821045 }, { "p": 0.05156589671969414, "m": 0.6568285226821899 }, { "p": 0.005009150598198175, "m": 0.5683860778808594 }, { "p": 0.04429576173424721, "m": 0.11528293043375015 }, { "p": 0.0024202419444918633, "m": 0.8500462174415588 }, { "p": 0.007484099827706814, "m": 0.3898356556892395 }, { "p": 0.3155471384525299, "m": 1.0 }, { "p": 0.0016236704541370273, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.7604551315307617, "val_loss": 0.6991152167320251, "acc": 74.36, "f1": [ 0.7756924033164978, 0.8574305772781372, 0.6670064926147461, 0.5452525019645691, 0.7253729701042175, 0.6225768327713013, 0.7666518688201904, 0.795066237449646, 0.834834635257721, 0.8051117062568665 ], "time": 82.59084665699993, "param": [ { "p": 0.006410026457160711, "m": 1.0 }, { "p": 0.0005520397098734975, "m": 1.0 }, { "p": 0.0005520397098734975, "m": 1.0 }, { "p": 0.004782683681696653, "m": 0.623568594455719 }, { "p": 0.0404018834233284, "m": 0.2904953062534332 }, { "p": 0.018329037353396416, "m": 0.42823272943496704 }, { "p": 0.013628271408379078, "m": 0.49656814336776733 }, { "p": 0.17768579721450806, "m": 0.3010155260562897 }, { "p": 0.04217464476823807, "m": 0.6355366110801697 }, { "p": 0.053137801587581635, "m": 0.7245051264762878 }, { "p": 0.18192991614341736, "m": 0.44536399841308594 }, { "p": 0.03876081109046936, "m": 0.7340299487113953 }, { "p": 0.027392428368330002, "m": 0.5850107073783875 }, { "p": 0.04368385300040245, "m": 0.08120467513799667 }, { "p": 0.050626181066036224, "m": 0.8743928074836731 }, { "p": 0.01013153325766325, "m": 0.37084248661994934 }, { "p": 0.2782195508480072, "m": 1.0 }, { "p": 0.01160142756998539, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.4565725326538086, "val_loss": 0.6362228393554688, "acc": 75.53, "f1": [ 0.7979466319084167, 0.8647857904434204, 0.6987713575363159, 0.5441439747810364, 0.7396592497825623, 0.6372589468955994, 0.801668107509613, 0.8191487789154053, 0.8214884400367737, 0.8186637163162231 ], "time": 83.08944607900003, "param": [ { "p": 0.02302476018667221, "m": 1.0 }, { "p": 0.0005566029576584697, "m": 1.0 }, { "p": 0.02866908721625805, "m": 1.0 }, { "p": 0.0009518414735794067, "m": 0.6280485987663269 }, { "p": 0.006115424446761608, "m": 0.30540940165519714 }, { "p": 0.0267325472086668, "m": 0.47214943170547485 }, { "p": 0.02232023887336254, "m": 0.5038530230522156 }, { "p": 0.14475293457508087, "m": 0.2470351606607437 }, { "p": 0.0556408166885376, "m": 0.6892757415771484 }, { "p": 0.07468000799417496, "m": 0.7736368775367737 }, { "p": 0.16148057579994202, "m": 0.4496608376502991 }, { "p": 0.05674465000629425, "m": 0.7636784911155701 }, { "p": 0.0005566029576584697, "m": 0.5633499026298523 }, { "p": 0.04835128039121628, "m": 0.07763290405273438 }, { "p": 0.03840119391679764, "m": 0.9115333557128906 }, { "p": 0.04090208560228348, "m": 0.3426484167575836 }, { "p": 0.25426578521728516, "m": 1.0 }, { "p": 0.0158535148948431, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.5247879028320312, "val_loss": 0.6109516024589539, "acc": 75.91, "f1": [ 0.7531698346138, 0.8696953058242798, 0.6945009231567383, 0.5506736040115356, 0.7312324643135071, 0.6697061061859131, 0.811715304851532, 0.8173739314079285, 0.8448876142501831, 0.8233420252799988 ], "time": 83.17900715800033, "param": [ { "p": 0.024335093796253204, "m": 1.0 }, { "p": 0.0005592924426309764, "m": 1.0 }, { "p": 0.04476955905556679, "m": 1.0 }, { "p": 0.0005592924426309764, "m": 0.5584716796875 }, { "p": 0.016298439353704453, "m": 0.2774457633495331 }, { "p": 0.036674629896879196, "m": 0.6326243877410889 }, { "p": 0.02577553689479828, "m": 0.4667923152446747 }, { "p": 0.1263672560453415, "m": 0.20597736537456512 }, { "p": 0.07801269739866257, "m": 0.7238683104515076 }, { "p": 0.07905492931604385, "m": 0.7214958071708679 }, { "p": 0.13271477818489075, "m": 0.46196281909942627 }, { "p": 0.05634060129523277, "m": 0.7739511132240295 }, { "p": 0.031261246651411057, "m": 0.5695217847824097 }, { "p": 0.07031892985105515, "m": 0.10989314317703247 }, { "p": 0.019508495926856995, "m": 0.9122965931892395 }, { "p": 0.0559941828250885, "m": 0.3332449197769165 }, { "p": 0.1955735683441162, "m": 1.0 }, { "p": 0.005881534889340401, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.595780372619629, "val_loss": 0.7040023803710938, "acc": 75.26, "f1": [ 0.8063037991523743, 0.8698627948760986, 0.6484470963478088, 0.5820059776306152, 0.7274400591850281, 0.6299998760223389, 0.8107578158378601, 0.8012550473213196, 0.8569884896278381, 0.8260403275489807 ], "time": 83.3869805319996, "param": [ { "p": 0.0604218915104866, "m": 1.0 }, { "p": 0.000557510182261467, "m": 1.0 }, { "p": 0.030706796795129776, "m": 1.0 }, { "p": 0.017952146008610725, "m": 0.5165739059448242 }, { "p": 0.04047270864248276, "m": 0.3303946554660797 }, { "p": 0.020707981660962105, "m": 0.5544853210449219 }, { "p": 0.01678439974784851, "m": 0.4519839584827423 }, { "p": 0.10149003565311432, "m": 0.15490861237049103 }, { "p": 0.05981620401144028, "m": 0.7084824442863464 }, { "p": 0.06626929342746735, "m": 0.8153219819068909 }, { "p": 0.1344388872385025, "m": 0.5066204071044922 }, { "p": 0.0729321762919426, "m": 0.8172340989112854 }, { "p": 0.03976716473698616, "m": 0.5404104590415955 }, { "p": 0.0793410912156105, "m": 0.17057812213897705 }, { "p": 0.036431021988391876, "m": 1.0 }, { "p": 0.04755657911300659, "m": 0.3100050687789917 }, { "p": 0.1737966239452362, "m": 1.0 }, { "p": 0.000557510182261467, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.3685144186019897, "val_loss": 0.6324225068092346, "acc": 77.19, "f1": [ 0.7883278131484985, 0.8756119608879089, 0.6883617043495178, 0.6035262942314148, 0.7444285154342651, 0.6785168647766113, 0.830096960067749, 0.808366060256958, 0.8509432077407837, 0.8368792533874512 ], "time": 82.96535652700004, "param": [ { "p": 0.06188647076487541, "m": 1.0 }, { "p": 0.0005541611462831497, "m": 1.0 }, { "p": 0.03142210841178894, "m": 1.0 }, { "p": 0.0005541611462831497, "m": 0.48302721977233887 }, { "p": 0.05659187585115433, "m": 0.3834407925605774 }, { "p": 0.0005541611462831497, "m": 0.6393545866012573 }, { "p": 0.019780835136771202, "m": 0.4608374536037445 }, { "p": 0.10636452585458755, "m": 0.22153310477733612 }, { "p": 0.06095796823501587, "m": 0.7758523225784302 }, { "p": 0.07669191807508469, "m": 0.9066646695137024 }, { "p": 0.11527831852436066, "m": 0.5743968486785889 }, { "p": 0.08425609022378922, "m": 0.8835488557815552 }, { "p": 0.03172769770026207, "m": 0.5667656660079956 }, { "p": 0.07708048075437546, "m": 0.19372858107089996 }, { "p": 0.050585903227329254, "m": 0.9553436040878296 }, { "p": 0.061643920838832855, "m": 0.2912735939025879 }, { "p": 0.16351516544818878, "m": 1.0 }, { "p": 0.0005541611462831497, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.3858264684677124, "val_loss": 0.6002823710441589, "acc": 76.41, "f1": [ 0.8021866679191589, 0.8742329478263855, 0.6973870992660522, 0.5848010778427124, 0.7488105297088623, 0.6413539052009583, 0.8293411731719971, 0.7993543148040771, 0.8548385500907898, 0.8367027640342712 ], "time": 82.99564657000019, "param": [ { "p": 0.06569194793701172, "m": 1.0 }, { "p": 0.005574122536927462, "m": 1.0 }, { "p": 0.043174102902412415, "m": 1.0 }, { "p": 0.02857918292284012, "m": 0.4409736096858978 }, { "p": 0.03395514562726021, "m": 0.2571757137775421 }, { "p": 0.042288996279239655, "m": 0.44124531745910645 }, { "p": 0.04897266998887062, "m": 0.45062220096588135 }, { "p": 0.06739959865808487, "m": 0.2731418311595917 }, { "p": 0.06113017350435257, "m": 0.7262247800827026 }, { "p": 0.06560712307691574, "m": 0.9006903171539307 }, { "p": 0.09924262762069702, "m": 0.6625462174415588 }, { "p": 0.07802460342645645, "m": 0.9494971036911011 }, { "p": 0.0413181409239769, "m": 0.5531352162361145 }, { "p": 0.08715422451496124, "m": 0.25386670231819153 }, { "p": 0.047957804054021835, "m": 0.9213038682937622 }, { "p": 0.05655963346362114, "m": 0.23210492730140686 }, { "p": 0.12226590514183044, "m": 1.0 }, { "p": 0.005104073788970709, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.3415510654449463, "val_loss": 0.653319776058197, "acc": 77.43, "f1": [ 0.8063396215438843, 0.8776026964187622, 0.6985813975334167, 0.5649201273918152, 0.7611572742462158, 0.668407142162323, 0.8208954334259033, 0.808352530002594, 0.8721504807472229, 0.8408375382423401 ], "time": 82.83008482200012, "param": [ { "p": 0.06595269590616226, "m": 1.0 }, { "p": 0.0005536277894861996, "m": 1.0 }, { "p": 0.04773864522576332, "m": 1.0 }, { "p": 0.008761042729020119, "m": 0.4453708827495575 }, { "p": 0.08100897818803787, "m": 0.3204926550388336 }, { "p": 0.035353269428014755, "m": 0.49005916714668274 }, { "p": 0.004758949391543865, "m": 0.48220327496528625 }, { "p": 0.07107992470264435, "m": 0.3034413456916809 }, { "p": 0.05354652926325798, "m": 0.7060621976852417 }, { "p": 0.0680263414978981, "m": 0.9059617519378662 }, { "p": 0.08822111040353775, "m": 0.6914961934089661 }, { "p": 0.08010762929916382, "m": 0.9835392832756042 }, { "p": 0.07191441208124161, "m": 0.5358542203903198 }, { "p": 0.09335017204284668, "m": 0.29292941093444824 }, { "p": 0.03171872720122337, "m": 0.9643874168395996 }, { "p": 0.05147358402609825, "m": 0.1830030232667923 }, { "p": 0.12501201033592224, "m": 1.0 }, { "p": 0.02142222784459591, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.1864298582077026, "val_loss": 0.5694558024406433, "acc": 77.58, "f1": [ 0.7967330813407898, 0.8808662295341492, 0.71658855676651, 0.6065652966499329, 0.7572813630104065, 0.6602593660354614, 0.8283348679542542, 0.8175801634788513, 0.8538836240768433, 0.8533602952957153 ], "time": 82.48085571899992, "param": [ { "p": 0.05108260735869408, "m": 1.0 }, { "p": 0.0005561972502619028, "m": 1.0 }, { "p": 0.025173431262373924, "m": 1.0 }, { "p": 0.0005561972502619028, "m": 0.5139617323875427 }, { "p": 0.07623886317014694, "m": 0.3555406630039215 }, { "p": 0.007820766419172287, "m": 0.5726495385169983 }, { "p": 0.033758509904146194, "m": 0.5213645696640015 }, { "p": 0.051633939146995544, "m": 0.30705928802490234 }, { "p": 0.09939272701740265, "m": 0.6564561128616333 }, { "p": 0.06225445121526718, "m": 0.9031835198402405 }, { "p": 0.07281644642353058, "m": 0.6966879367828369 }, { "p": 0.0992567241191864, "m": 1.0 }, { "p": 0.06211058422923088, "m": 0.5170530080795288 }, { "p": 0.09734489023685455, "m": 0.2574007213115692 }, { "p": 0.05860510468482971, "m": 0.9364510774612427 }, { "p": 0.0671297162771225, "m": 0.13563691079616547 }, { "p": 0.1337127387523651, "m": 1.0 }, { "p": 0.0005561972502619028, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.3600037097930908, "val_loss": 0.5946756601333618, "acc": 76.33, "f1": [ 0.8045975565910339, 0.8457764387130737, 0.6817916035652161, 0.6002927422523499, 0.7377620935440063, 0.6414673328399658, 0.8101127743721008, 0.8099859356880188, 0.86656653881073, 0.8176441788673401 ], "time": 83.19100835799964, "param": [ { "p": 0.035918839275836945, "m": 1.0 }, { "p": 0.0005506318411789834, "m": 1.0 }, { "p": 0.03668847307562828, "m": 1.0 }, { "p": 0.0005506318411789834, "m": 0.7345290780067444 }, { "p": 0.06966782361268997, "m": 0.34778881072998047 }, { "p": 0.039108920842409134, "m": 0.5220940113067627 }, { "p": 0.04517914354801178, "m": 0.4828367829322815 }, { "p": 0.03984788432717323, "m": 0.2947784662246704 }, { "p": 0.06416355073451996, "m": 0.5648775696754456 }, { "p": 0.07322108745574951, "m": 0.9373219609260559 }, { "p": 0.08299414068460464, "m": 0.6843224763870239 }, { "p": 0.08972007781267166, "m": 1.0 }, { "p": 0.06648459285497665, "m": 0.49581167101860046 }, { "p": 0.08028551191091537, "m": 0.24969202280044556 }, { "p": 0.07380463182926178, "m": 0.9269806742668152 }, { "p": 0.07563216984272003, "m": 0.10564498603343964 }, { "p": 0.09852777421474457, "m": 1.0 }, { "p": 0.02765396237373352, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.308564305305481, "val_loss": 0.5815504789352417, "acc": 78.3, "f1": [ 0.8222995400428772, 0.880040168762207, 0.7044390439987183, 0.600974440574646, 0.7494533061981201, 0.6776555776596069, 0.8390802145004272, 0.835199773311615, 0.860877513885498, 0.8484846949577332 ], "time": 82.22733378599969, "param": [ { "p": 0.06849392503499985, "m": 1.0 }, { "p": 0.0005513075739145279, "m": 1.0 }, { "p": 0.05281315743923187, "m": 1.0 }, { "p": 0.002297020982950926, "m": 0.7604407668113708 }, { "p": 0.07464510202407837, "m": 0.35222795605659485 }, { "p": 0.0411522351205349, "m": 0.42076200246810913 }, { "p": 0.043755315244197845, "m": 0.504209578037262 }, { "p": 0.039013076573610306, "m": 0.27221280336380005 }, { "p": 0.0618734285235405, "m": 0.6157262325286865 }, { "p": 0.06872618943452835, "m": 0.9908955693244934 }, { "p": 0.05851784348487854, "m": 0.6563379764556885 }, { "p": 0.08956047892570496, "m": 0.9853159785270691 }, { "p": 0.06703165918588638, "m": 0.48774927854537964 }, { "p": 0.08957014977931976, "m": 0.3779645562171936 }, { "p": 0.060643520206213, "m": 1.0 }, { "p": 0.06937287747859955, "m": 0.10393193364143372 }, { "p": 0.08736603707075119, "m": 1.0 }, { "p": 0.024616682901978493, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.3873324394226074, "val_loss": 0.5320767164230347, "acc": 78.49, "f1": [ 0.8251951932907104, 0.8682096004486084, 0.726326584815979, 0.6096467971801758, 0.7528794407844543, 0.6913338303565979, 0.8373667001724243, 0.8195412158966064, 0.8741186261177063, 0.8404253721237183 ], "time": 82.26121696799964, "param": [ { "p": 0.05741563066840172, "m": 1.0 }, { "p": 0.01383952982723713, "m": 1.0 }, { "p": 0.06967631727457047, "m": 1.0 }, { "p": 0.0213924590498209, "m": 0.7629651427268982 }, { "p": 0.05733846500515938, "m": 0.32739973068237305 }, { "p": 0.026755936443805695, "m": 0.3920944631099701 }, { "p": 0.037077225744724274, "m": 0.5340011119842529 }, { "p": 0.030628936365246773, "m": 0.2538142502307892 }, { "p": 0.06000705808401108, "m": 0.6857673525810242 }, { "p": 0.06725237518548965, "m": 0.9969972968101501 }, { "p": 0.06910251080989838, "m": 0.7228215336799622 }, { "p": 0.08888863027095795, "m": 1.0 }, { "p": 0.06530297547578812, "m": 0.5286797881126404 }, { "p": 0.08389142900705338, "m": 0.4348700940608978 }, { "p": 0.06712353974580765, "m": 0.9425382614135742 }, { "p": 0.060053661465644836, "m": 0.06507764756679535 }, { "p": 0.09735429286956787, "m": 1.0 }, { "p": 0.026899036020040512, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.2216404676437378, "val_loss": 0.6718820333480835, "acc": 78.67, "f1": [ 0.8160971999168396, 0.8834232687950134, 0.7029584050178528, 0.6294084787368774, 0.7732555866241455, 0.6756365895271301, 0.8224905729293823, 0.8115940690040588, 0.8793101906776428, 0.8478037118911743 ], "time": 83.29076246499972, "param": [ { "p": 0.044378746300935745, "m": 1.0 }, { "p": 0.0005473184864968061, "m": 1.0 }, { "p": 0.036325015127658844, "m": 1.0 }, { "p": 0.03662310913205147, "m": 0.6697120070457458 }, { "p": 0.06231235712766647, "m": 0.298260897397995 }, { "p": 0.05742379277944565, "m": 0.3459937870502472 }, { "p": 0.006956423167139292, "m": 0.4887372553348541 }, { "p": 0.05285993963479996, "m": 0.2679319679737091 }, { "p": 0.06387738138437271, "m": 0.783394455909729 }, { "p": 0.08164231479167938, "m": 0.9481747150421143 }, { "p": 0.08229906111955643, "m": 0.7232102155685425 }, { "p": 0.0754363015294075, "m": 1.0 }, { "p": 0.09701699763536453, "m": 0.5624865889549255 }, { "p": 0.07448215037584305, "m": 0.45373380184173584 }, { "p": 0.06578484177589417, "m": 0.936151385307312 }, { "p": 0.05386523902416229, "m": 0.033267926424741745 }, { "p": 0.09683402627706528, "m": 1.0 }, { "p": 0.011334883980453014, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.1464096307754517, "val_loss": 0.5515683889389038, "acc": 78.12, "f1": [ 0.828973650932312, 0.8714796304702759, 0.7194167971611023, 0.5991599559783936, 0.7624018788337708, 0.6607615947723389, 0.842427134513855, 0.8361167311668396, 0.8738553524017334, 0.850934624671936 ], "time": 81.44850368900006, "param": [ { "p": 0.07210025936365128, "m": 1.0 }, { "p": 0.0006673662574030459, "m": 1.0 }, { "p": 0.024173147976398468, "m": 1.0 }, { "p": 0.000551100354641676, "m": 0.4979896545410156 }, { "p": 0.053867414593696594, "m": 0.39158591628074646 }, { "p": 0.0451006256043911, "m": 0.2820992171764374 }, { "p": 0.04448593035340309, "m": 0.38538601994514465 }, { "p": 0.059399016201496124, "m": 0.28840523958206177 }, { "p": 0.07893778383731842, "m": 0.8844941258430481 }, { "p": 0.0753205269575119, "m": 0.9953689575195312 }, { "p": 0.07958757132291794, "m": 0.7686293125152588 }, { "p": 0.059843119233846664, "m": 0.997187614440918 }, { "p": 0.07706941664218903, "m": 0.4800078868865967 }, { "p": 0.08552175760269165, "m": 0.5631977915763855 }, { "p": 0.0704658254981041, "m": 0.9761525392532349 }, { "p": 0.0655858963727951, "m": 0.022555803880095482 }, { "p": 0.10677243769168854, "m": 1.0 }, { "p": 0.0005508046597242355, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.2276502847671509, "val_loss": 0.5844773054122925, "acc": 79.21, "f1": [ 0.8187589645385742, 0.8849998116493225, 0.7164178490638733, 0.6407367587089539, 0.7709496021270752, 0.6838709115982056, 0.8343614935874939, 0.8409541845321655, 0.8701029419898987, 0.8471742868423462 ], "time": 81.47478132100014, "param": [ { "p": 0.0655069500207901, "m": 1.0 }, { "p": 0.008685583248734474, "m": 1.0 }, { "p": 0.03652138262987137, "m": 1.0 }, { "p": 0.032652076333761215, "m": 0.4607020914554596 }, { "p": 0.06735406070947647, "m": 0.3933309316635132 }, { "p": 0.04744207486510277, "m": 0.3277856111526489 }, { "p": 0.055411167442798615, "m": 0.32646629214286804 }, { "p": 0.06754658371210098, "m": 0.26918143033981323 }, { "p": 0.03755410015583038, "m": 0.8524031639099121 }, { "p": 0.05922771617770195, "m": 0.961756706237793 }, { "p": 0.08038607239723206, "m": 0.8050650358200073 }, { "p": 0.0818198099732399, "m": 1.0 }, { "p": 0.0711914673447609, "m": 0.5066514611244202 }, { "p": 0.07646068930625916, "m": 0.6340323090553284 }, { "p": 0.057882074266672134, "m": 0.9441986680030823 }, { "p": 0.06582266092300415, "m": 0.04289472848176956 }, { "p": 0.056408368051052094, "m": 1.0 }, { "p": 0.03212704882025719, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.2160072326660156, "val_loss": 0.6331782937049866, "acc": 78.53, "f1": [ 0.826413094997406, 0.8765954971313477, 0.7094338536262512, 0.5857306122779846, 0.7652356624603271, 0.6706739664077759, 0.817106306552887, 0.8523589968681335, 0.8821176886558533, 0.8488980531692505 ], "time": 81.55932144299959, "param": [ { "p": 0.0799904614686966, "m": 1.0 }, { "p": 0.0005586525658145547, "m": 1.0 }, { "p": 0.03194381669163704, "m": 1.0 }, { "p": 0.025220446288585663, "m": 0.3560093343257904 }, { "p": 0.07030728459358215, "m": 0.4204387068748474 }, { "p": 0.024899659678339958, "m": 0.2882622182369232 }, { "p": 0.04956532642245293, "m": 0.3650476634502411 }, { "p": 0.046773262321949005, "m": 0.3595862090587616 }, { "p": 0.05974455550312996, "m": 0.808504045009613 }, { "p": 0.06038255989551544, "m": 0.9388529658317566 }, { "p": 0.08580854535102844, "m": 0.6765908598899841 }, { "p": 0.09137116372585297, "m": 1.0 }, { "p": 0.05570444092154503, "m": 0.4809294641017914 }, { "p": 0.0648813471198082, "m": 0.5723638534545898 }, { "p": 0.09540354460477829, "m": 0.9253627061843872 }, { "p": 0.07363390922546387, "m": 0.009999999776482582 }, { "p": 0.05827333778142929, "m": 1.0 }, { "p": 0.025537585839629173, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.2420799732208252, "val_loss": 0.5616230368614197, "acc": 78.72, "f1": [ 0.8239434957504272, 0.8694735169410706, 0.7192795872688293, 0.6331559419631958, 0.7702087163925171, 0.6591165661811829, 0.8175983428955078, 0.8405643701553345, 0.875430703163147, 0.8520134687423706 ], "time": 81.65895819100024, "param": [ { "p": 0.06242509186267853, "m": 1.0 }, { "p": 0.0005463692359626293, "m": 1.0 }, { "p": 0.04039005935192108, "m": 1.0 }, { "p": 0.027895478531718254, "m": 0.35511788725852966 }, { "p": 0.07085824757814407, "m": 0.542194664478302 }, { "p": 0.07962755113840103, "m": 0.009999999776482582 }, { "p": 0.035206206142902374, "m": 0.44862908124923706 }, { "p": 0.054285887628793716, "m": 0.3741030693054199 }, { "p": 0.06426835805177689, "m": 0.8772050738334656 }, { "p": 0.07059971988201141, "m": 0.9756405353546143 }, { "p": 0.08048244565725327, "m": 0.7198061943054199 }, { "p": 0.0764797106385231, "m": 1.0 }, { "p": 0.0572035014629364, "m": 0.4619322121143341 }, { "p": 0.04480705037713051, "m": 0.5717983841896057 }, { "p": 0.05769021809101105, "m": 0.9753300547599792 }, { "p": 0.08276887983083725, "m": 0.014176319353282452 }, { "p": 0.07179301232099533, "m": 1.0 }, { "p": 0.02267218753695488, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 0.9787178039550781, "val_loss": 0.5859304070472717, "acc": 79.22, "f1": [ 0.8314604759216309, 0.8841491341590881, 0.7377678751945496, 0.6206895112991333, 0.7789177298545837, 0.6818621158599854, 0.8336536288261414, 0.8293883800506592, 0.8699270486831665, 0.8549140691757202 ], "time": 81.19054895800036, "param": [ { "p": 0.05033282935619354, "m": 1.0 }, { "p": 0.006588655523955822, "m": 1.0 }, { "p": 0.0594564788043499, "m": 1.0 }, { "p": 0.0005517742829397321, "m": 0.3039112687110901 }, { "p": 0.04097631946206093, "m": 0.5294813513755798 }, { "p": 0.059846241027116776, "m": 0.009999999776482582 }, { "p": 0.04218113794922829, "m": 0.4739364981651306 }, { "p": 0.06692041456699371, "m": 0.31088733673095703 }, { "p": 0.049359213560819626, "m": 0.8094362616539001 }, { "p": 0.0668662041425705, "m": 0.9386083483695984 }, { "p": 0.07406948506832123, "m": 0.7041559219360352 }, { "p": 0.0784868448972702, "m": 1.0 }, { "p": 0.06704284250736237, "m": 0.45638203620910645 }, { "p": 0.08463487774133682, "m": 0.6183749437332153 }, { "p": 0.06763061881065369, "m": 0.9493710398674011 }, { "p": 0.054085396230220795, "m": 0.012785199098289013 }, { "p": 0.09773998707532883, "m": 1.0 }, { "p": 0.033230774104595184, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.349683403968811, "val_loss": 0.6162038445472717, "acc": 78.46, "f1": [ 0.8154728412628174, 0.8728412389755249, 0.740134596824646, 0.6147322058677673, 0.7802562117576599, 0.6872061491012573, 0.8418229222297668, 0.839228093624115, 0.8126077055931091, 0.834733784198761 ], "time": 81.42036254999994, "param": [ { "p": 0.07443083077669144, "m": 1.0 }, { "p": 0.0005470511969178915, "m": 1.0 }, { "p": 0.05576225370168686, "m": 1.0 }, { "p": 0.04237895458936691, "m": 0.40725988149642944 }, { "p": 0.048460692167282104, "m": 0.44497397541999817 }, { "p": 0.0667441263794899, "m": 0.16710565984249115 }, { "p": 0.05541880428791046, "m": 0.3282563090324402 }, { "p": 0.05430440977215767, "m": 0.32323122024536133 }, { "p": 0.06017567589879036, "m": 0.8606482148170471 }, { "p": 0.06196095421910286, "m": 0.9822594523429871 }, { "p": 0.017998890951275826, "m": 0.7010002136230469 }, { "p": 0.08114273846149445, "m": 1.0 }, { "p": 0.040945857763290405, "m": 0.4144759774208069 }, { "p": 0.06953413039445877, "m": 0.8348763585090637 }, { "p": 0.07676545530557632, "m": 0.964857816696167 }, { "p": 0.0670323446393013, "m": 0.0180119127035141 }, { "p": 0.07722704857587814, "m": 1.0 }, { "p": 0.04916965961456299, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.2059359550476074, "val_loss": 0.5730162858963013, "acc": 79.77, "f1": [ 0.8271482586860657, 0.8836309313774109, 0.745019793510437, 0.6354960203170776, 0.7871567010879517, 0.6783453822135925, 0.8457965850830078, 0.8514342308044434, 0.8757513761520386, 0.8602940440177917 ], "time": 82.00318547699999, "param": [ { "p": 0.07503049820661545, "m": 1.0 }, { "p": 0.010178144089877605, "m": 1.0 }, { "p": 0.061948709189891815, "m": 1.0 }, { "p": 0.03218847140669823, "m": 0.37655505537986755 }, { "p": 0.038595978170633316, "m": 0.4839380383491516 }, { "p": 0.06817213445901871, "m": 0.2173820286989212 }, { "p": 0.038400329649448395, "m": 0.38308843970298767 }, { "p": 0.06799256801605225, "m": 0.2219318151473999 }, { "p": 0.06043194979429245, "m": 0.8494065999984741 }, { "p": 0.06313512474298477, "m": 1.0 }, { "p": 0.0758950337767601, "m": 0.7521898150444031 }, { "p": 0.05080984905362129, "m": 0.9999389052391052 }, { "p": 0.071848064661026, "m": 0.41801801323890686 }, { "p": 0.06341817229986191, "m": 1.0 }, { "p": 0.04312623664736748, "m": 0.9798972606658936 }, { "p": 0.06000571325421333, "m": 0.031222639605402946 }, { "p": 0.08235147595405579, "m": 1.0 }, { "p": 0.0364716574549675, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.1694121360778809, "val_loss": 0.5397317409515381, "acc": 78.65, "f1": [ 0.8200281262397766, 0.884806215763092, 0.7079876661300659, 0.6252524256706238, 0.7660942673683167, 0.6726789474487305, 0.8395443558692932, 0.8329272866249084, 0.8688944578170776, 0.8514849543571472 ], "time": 82.05987468300009, "param": [ { "p": 0.06797940284013748, "m": 1.0 }, { "p": 0.0005469532334245741, "m": 1.0 }, { "p": 0.052437376230955124, "m": 1.0 }, { "p": 0.04988477751612663, "m": 0.3133956491947174 }, { "p": 0.05750611424446106, "m": 0.3842160403728485 }, { "p": 0.0526408813893795, "m": 0.3523089289665222 }, { "p": 0.0022753935772925615, "m": 0.38215118646621704 }, { "p": 0.06401076912879944, "m": 0.27842119336128235 }, { "p": 0.07130468636751175, "m": 0.9481282234191895 }, { "p": 0.06643152981996536, "m": 0.951901912689209 }, { "p": 0.06572753936052322, "m": 0.7935541868209839 }, { "p": 0.07722045481204987, "m": 1.0 }, { "p": 0.06854743510484695, "m": 0.3256964683532715 }, { "p": 0.07241672277450562, "m": 0.9626229405403137 }, { "p": 0.06717240810394287, "m": 0.9293678402900696 }, { "p": 0.05265035480260849, "m": 0.013519886881113052 }, { "p": 0.07744161039590836, "m": 1.0 }, { "p": 0.03380559757351875, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.0423054695129395, "val_loss": 0.4958423674106598, "acc": 79.38, "f1": [ 0.8203160762786865, 0.8886628150939941, 0.7100937962532043, 0.6411529779434204, 0.7814179062843323, 0.6925904750823975, 0.8210715651512146, 0.8465021252632141, 0.8589189648628235, 0.8561437129974365 ], "time": 84.37210158900007, "param": [ { "p": 0.04870254546403885, "m": 1.0 }, { "p": 0.00819823332130909, "m": 1.0 }, { "p": 0.05558370426297188, "m": 1.0 }, { "p": 0.031448375433683395, "m": 0.3605763912200928 }, { "p": 0.050507429987192154, "m": 0.46244823932647705 }, { "p": 0.06823859363794327, "m": 0.42527225613594055 }, { "p": 0.04979538545012474, "m": 0.49435701966285706 }, { "p": 0.04153631627559662, "m": 0.29561859369277954 }, { "p": 0.04098374769091606, "m": 0.957736611366272 }, { "p": 0.055124618113040924, "m": 0.9482927322387695 }, { "p": 0.07147776335477829, "m": 0.8294340372085571 }, { "p": 0.09730987995862961, "m": 0.9942271113395691 }, { "p": 0.08075030148029327, "m": 0.2850343585014343 }, { "p": 0.0366489514708519, "m": 0.8223870396614075 }, { "p": 0.08454623818397522, "m": 1.0 }, { "p": 0.06613171100616455, "m": 0.019319334998726845 }, { "p": 0.09653593599796295, "m": 1.0 }, { "p": 0.01648029126226902, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.2816842794418335, "val_loss": 0.6148061156272888, "acc": 79.52, "f1": [ 0.8214865922927856, 0.8816410899162292, 0.7427445650100708, 0.636986255645752, 0.7673356533050537, 0.6902475357055664, 0.8430147171020508, 0.838569700717926, 0.8747552037239075, 0.8658474683761597 ], "time": 84.42430553799977, "param": [ { "p": 0.05125689506530762, "m": 1.0 }, { "p": 0.0005451141623780131, "m": 1.0 }, { "p": 0.035201504826545715, "m": 1.0 }, { "p": 0.03227618336677551, "m": 0.3259498178958893 }, { "p": 0.058848265558481216, "m": 0.5173954963684082 }, { "p": 0.030531009659171104, "m": 0.4969809353351593 }, { "p": 0.05090664327144623, "m": 0.45855313539505005 }, { "p": 0.0800657719373703, "m": 0.36914297938346863 }, { "p": 0.06053932011127472, "m": 1.0 }, { "p": 0.06023366376757622, "m": 1.0 }, { "p": 0.0674843117594719, "m": 0.8871315717697144 }, { "p": 0.09205178916454315, "m": 1.0 }, { "p": 0.0630486011505127, "m": 0.28270986676216125 }, { "p": 0.09095153957605362, "m": 0.8620768785476685 }, { "p": 0.08018719404935837, "m": 0.9941542744636536 }, { "p": 0.06029529497027397, "m": 0.009999999776482582 }, { "p": 0.08210064470767975, "m": 1.0 }, { "p": 0.003476165235042572, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.3301334381103516, "val_loss": 0.5853928327560425, "acc": 79.65, "f1": [ 0.8255000710487366, 0.8777571320533752, 0.7426995635032654, 0.6128849983215332, 0.7733088135719299, 0.6924189925193787, 0.8609678745269775, 0.8323807716369629, 0.8877337574958801, 0.8378376364707947 ], "time": 84.58651415099985, "param": [ { "p": 0.049570612609386444, "m": 1.0 }, { "p": 0.0005565282190218568, "m": 1.0 }, { "p": 0.07234233617782593, "m": 1.0 }, { "p": 0.030930275097489357, "m": 0.2963288724422455 }, { "p": 0.05961453542113304, "m": 0.48407143354415894 }, { "p": 0.03488417714834213, "m": 0.5377023220062256 }, { "p": 0.05733980983495712, "m": 0.4931434988975525 }, { "p": 0.05187377333641052, "m": 0.3310598134994507 }, { "p": 0.05987530201673508, "m": 0.8945494890213013 }, { "p": 0.06619849056005478, "m": 0.9733805656433105 }, { "p": 0.08144468814134598, "m": 0.8957189321517944 }, { "p": 0.07416954636573792, "m": 1.0 }, { "p": 0.0636260062456131, "m": 0.2675631046295166 }, { "p": 0.08638633787631989, "m": 1.0 }, { "p": 0.06924720853567123, "m": 0.9832143187522888 }, { "p": 0.03967517986893654, "m": 0.012206311337649822 }, { "p": 0.06250882893800735, "m": 1.0 }, { "p": 0.03975634649395943, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.2336090803146362, "val_loss": 0.5609874129295349, "acc": 78.81, "f1": [ 0.795669674873352, 0.8756599426269531, 0.7467978596687317, 0.5973870754241943, 0.7799896001815796, 0.6721310019493103, 0.8448876142501831, 0.819566011428833, 0.8648371696472168, 0.8371413350105286 ], "time": 83.04443117500023, "param": [ { "p": 0.034057047218084335, "m": 1.0 }, { "p": 0.0005493776989169419, "m": 1.0 }, { "p": 0.05125393718481064, "m": 1.0 }, { "p": 0.04712146520614624, "m": 0.41647008061408997 }, { "p": 0.04536329209804535, "m": 0.46772515773773193 }, { "p": 0.044468097388744354, "m": 0.582926332950592 }, { "p": 0.060774270445108414, "m": 0.5334895849227905 }, { "p": 0.05431297793984413, "m": 0.3072066605091095 }, { "p": 0.07720779627561569, "m": 0.7972434759140015 }, { "p": 0.07273010164499283, "m": 0.9796199202537537 }, { "p": 0.08241644501686096, "m": 0.84099942445755 }, { "p": 0.07956837117671967, "m": 1.0 }, { "p": 0.06736502796411514, "m": 0.2566819190979004 }, { "p": 0.04715602844953537, "m": 0.8821069002151489 }, { "p": 0.0807965099811554, "m": 0.9778249859809875 }, { "p": 0.06631356477737427, "m": 0.020296582952141762 }, { "p": 0.08799634873867035, "m": 1.0 }, { "p": 0.0005493776989169419, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.3524751663208008, "val_loss": 0.60267174243927, "acc": 77.56, "f1": [ 0.8096705675125122, 0.8850631713867188, 0.7159140706062317, 0.5816501975059509, 0.7571349740028381, 0.6652095913887024, 0.7951174974441528, 0.8403099775314331, 0.8560395240783691, 0.8546746373176575 ], "time": 83.98813070699998, "param": [ { "p": 0.06668510288000107, "m": 1.0 }, { "p": 0.01145978458225727, "m": 1.0 }, { "p": 0.06572163105010986, "m": 1.0 }, { "p": 0.03136688098311424, "m": 0.4865366220474243 }, { "p": 0.04895470291376114, "m": 0.4689309895038605 }, { "p": 0.06565920263528824, "m": 0.6795540452003479 }, { "p": 0.03998235613107681, "m": 0.5315908789634705 }, { "p": 0.0611405149102211, "m": 0.21699266135692596 }, { "p": 0.05294952914118767, "m": 0.8521097898483276 }, { "p": 0.06816771626472473, "m": 1.0 }, { "p": 0.07253320515155792, "m": 0.9222031235694885 }, { "p": 0.09302960336208344, "m": 1.0 }, { "p": 0.05099165439605713, "m": 0.22900451719760895 }, { "p": 0.056630924344062805, "m": 0.9601266384124756 }, { "p": 0.06099346652626991, "m": 0.9700000882148743 }, { "p": 0.05385584011673927, "m": 0.013171001337468624 }, { "p": 0.07464500516653061, "m": 1.0 }, { "p": 0.025232888758182526, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.2251826524734497, "val_loss": 0.6192381381988525, "acc": 79.67, "f1": [ 0.8232321739196777, 0.8793188333511353, 0.7363895177841187, 0.5712522268295288, 0.7894462943077087, 0.7028018236160278, 0.8473137617111206, 0.8451920747756958, 0.8744978308677673, 0.8612772822380066 ], "time": 83.23189364400014, "param": [ { "p": 0.06485036760568619, "m": 1.0 }, { "p": 0.0005477828672155738, "m": 1.0 }, { "p": 0.05715688318014145, "m": 1.0 }, { "p": 0.009935903362929821, "m": 0.4372946619987488 }, { "p": 0.06107016280293465, "m": 0.5684401988983154 }, { "p": 0.05926781892776489, "m": 0.653836727142334 }, { "p": 0.05159812793135643, "m": 0.5008600354194641 }, { "p": 0.06211039423942566, "m": 0.14831963181495667 }, { "p": 0.06384538114070892, "m": 0.762811005115509 }, { "p": 0.05617043748497963, "m": 1.0 }, { "p": 0.04015365615487099, "m": 0.8895455002784729 }, { "p": 0.07296807318925858, "m": 1.0 }, { "p": 0.058148398995399475, "m": 0.23472343385219574 }, { "p": 0.05932938680052757, "m": 1.0 }, { "p": 0.07650882750749588, "m": 0.9863603115081787 }, { "p": 0.0704665556550026, "m": 0.009999999776482582 }, { "p": 0.08833456039428711, "m": 1.0 }, { "p": 0.04753725230693817, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.2037378549575806, "val_loss": 0.43863269686698914, "acc": 79.88, "f1": [ 0.8341860771179199, 0.8868215084075928, 0.7654064297676086, 0.6299136281013489, 0.7707831263542175, 0.7068036198616028, 0.852046012878418, 0.8295453190803528, 0.8774124383926392, 0.8511055111885071 ], "time": 85.2048115030002, "param": [ { "p": 0.04718605428934097, "m": 1.0 }, { "p": 0.00053847098024562, "m": 1.0 }, { "p": 0.06833185255527496, "m": 1.0 }, { "p": 0.03508993610739708, "m": 0.3898391127586365 }, { "p": 0.04303300008177757, "m": 0.5504842400550842 }, { "p": 0.03351805731654167, "m": 0.7206557393074036 }, { "p": 0.06484593451023102, "m": 0.46605202555656433 }, { "p": 0.055866166949272156, "m": 0.1773444563150406 }, { "p": 0.05373751372098923, "m": 0.7894805669784546 }, { "p": 0.05827305465936661, "m": 1.0 }, { "p": 0.05483869090676308, "m": 0.8696812391281128 }, { "p": 0.09285835921764374, "m": 1.0 }, { "p": 0.0640929713845253, "m": 0.14756780862808228 }, { "p": 0.05245267227292061, "m": 0.9649558663368225 }, { "p": 0.08016964048147202, "m": 1.0 }, { "p": 0.0669897198677063, "m": 0.010008268058300018 }, { "p": 0.08262904733419418, "m": 1.0 }, { "p": 0.04554881900548935, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.067400574684143, "val_loss": 0.5562448501586914, "acc": 79.51, "f1": [ 0.82563316822052, 0.8813217878341675, 0.7376787066459656, 0.6227874159812927, 0.7612270712852478, 0.6826404333114624, 0.8493680953979492, 0.8401376008987427, 0.8808662295341492, 0.8574326038360596 ], "time": 83.77864547700028, "param": [ { "p": 0.08526292443275452, "m": 1.0 }, { "p": 0.0021214571315795183, "m": 1.0 }, { "p": 0.04260183125734329, "m": 1.0 }, { "p": 0.03568572551012039, "m": 0.37655431032180786 }, { "p": 0.0730741024017334, "m": 0.5717007517814636 }, { "p": 0.023028504103422165, "m": 0.6414923071861267 }, { "p": 0.04247654974460602, "m": 0.44663769006729126 }, { "p": 0.07540806382894516, "m": 0.18961840867996216 }, { "p": 0.06494449824094772, "m": 0.8315906524658203 }, { "p": 0.06942020356655121, "m": 1.0 }, { "p": 0.05994066223502159, "m": 0.802412211894989 }, { "p": 0.0853438749909401, "m": 1.0 }, { "p": 0.08010920137166977, "m": 0.09244485199451447 }, { "p": 0.02589726261794567, "m": 0.8975135087966919 }, { "p": 0.09201034903526306, "m": 1.0 }, { "p": 0.06205451115965843, "m": 0.009999999776482582 }, { "p": 0.05014880374073982, "m": 1.0 }, { "p": 0.03047150745987892, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.2790148258209229, "val_loss": 0.5796356797218323, "acc": 79.94, "f1": [ 0.8339366912841797, 0.8906799554824829, 0.7515496611595154, 0.6471394896507263, 0.7767807841300964, 0.6893054842948914, 0.8479655385017395, 0.8258610963821411, 0.8904736638069153, 0.8597374558448792 ], "time": 83.60346840900002, "param": [ { "p": 0.05376971885561943, "m": 1.0 }, { "p": 0.007972599938511848, "m": 1.0 }, { "p": 0.04720454290509224, "m": 1.0 }, { "p": 0.041294366121292114, "m": 0.43661800026893616 }, { "p": 0.03814922645688057, "m": 0.4482165277004242 }, { "p": 0.05609295889735222, "m": 0.707201361656189 }, { "p": 0.055555809289216995, "m": 0.338588684797287 }, { "p": 0.05588885396718979, "m": 0.14813686907291412 }, { "p": 0.046251330524683, "m": 0.8340417146682739 }, { "p": 0.06011579558253288, "m": 1.0 }, { "p": 0.0617675855755806, "m": 0.7312978506088257 }, { "p": 0.08509264886379242, "m": 1.0 }, { "p": 0.05625978112220764, "m": 0.07412804663181305 }, { "p": 0.06910819560289383, "m": 0.8778008222579956 }, { "p": 0.09166555106639862, "m": 0.9828157424926758 }, { "p": 0.06238878145813942, "m": 0.016675036400556564 }, { "p": 0.08646118640899658, "m": 1.0 }, { "p": 0.024961043149232864, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.2642335891723633, "val_loss": 0.5731899738311768, "acc": 79.9, "f1": [ 0.8174272179603577, 0.8808919191360474, 0.7545021772384644, 0.6563854217529297, 0.7785596251487732, 0.6955612301826477, 0.8528262972831726, 0.841998815536499, 0.876555860042572, 0.8370605111122131 ], "time": 83.78915439399952, "param": [ { "p": 0.06486518681049347, "m": 1.0 }, { "p": 0.015454943291842937, "m": 1.0 }, { "p": 0.054458655416965485, "m": 1.0 }, { "p": 0.026674242690205574, "m": 0.4409323036670685 }, { "p": 0.0570986270904541, "m": 0.4542054533958435 }, { "p": 0.030217444524168968, "m": 0.6951373815536499 }, { "p": 0.04213283956050873, "m": 0.30081769824028015 }, { "p": 0.05600695312023163, "m": 0.1008707657456398 }, { "p": 0.06633958220481873, "m": 0.9289111495018005 }, { "p": 0.07576858252286911, "m": 1.0 }, { "p": 0.05442170798778534, "m": 0.7955012321472168 }, { "p": 0.07244478166103363, "m": 1.0 }, { "p": 0.07398076355457306, "m": 0.01749320700764656 }, { "p": 0.07983434945344925, "m": 0.8638615012168884 }, { "p": 0.0752091333270073, "m": 0.9794789552688599 }, { "p": 0.04038236290216446, "m": 0.009999999776482582 }, { "p": 0.0846824198961258, "m": 1.0 }, { "p": 0.03002743236720562, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.4082123041152954, "val_loss": 0.5290697813034058, "acc": 79.16, "f1": [ 0.8233500719070435, 0.8821176886558533, 0.7387885451316833, 0.6116141080856323, 0.7805120944976807, 0.6742423176765442, 0.8486804366111755, 0.8442103266716003, 0.8683444857597351, 0.8467505574226379 ], "time": 83.19905619100064, "param": [ { "p": 0.07594232261180878, "m": 1.0 }, { "p": 0.01814710907638073, "m": 1.0 }, { "p": 0.0591154471039772, "m": 1.0 }, { "p": 0.030754484236240387, "m": 0.4664061367511749 }, { "p": 0.04979439452290535, "m": 0.40580764412879944 }, { "p": 0.038211483508348465, "m": 0.7165296077728271 }, { "p": 0.05207188427448273, "m": 0.24809539318084717 }, { "p": 0.06418538093566895, "m": 0.2500695586204529 }, { "p": 0.058523908257484436, "m": 0.9207854866981506 }, { "p": 0.0608978234231472, "m": 0.9950486421585083 }, { "p": 0.06422431766986847, "m": 0.8312481045722961 }, { "p": 0.07346317917108536, "m": 1.0 }, { "p": 0.06116796284914017, "m": 0.06759653240442276 }, { "p": 0.07238872349262238, "m": 0.8281940221786499 }, { "p": 0.06537669152021408, "m": 0.9494215250015259 }, { "p": 0.05017527565360069, "m": 0.028699256479740143 }, { "p": 0.05930744856595993, "m": 1.0 }, { "p": 0.04625212028622627, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.152722716331482, "val_loss": 0.5323589444160461, "acc": 80.05, "f1": [ 0.830188512802124, 0.8855719566345215, 0.7553189396858215, 0.593540370464325, 0.7906064987182617, 0.7052021622657776, 0.834652841091156, 0.8452720046043396, 0.8726750612258911, 0.8468291163444519 ], "time": 83.9006537639998, "param": [ { "p": 0.05700486898422241, "m": 1.0 }, { "p": 0.020272891968488693, "m": 1.0 }, { "p": 0.04094745218753815, "m": 1.0 }, { "p": 0.018848607316613197, "m": 0.5677236318588257 }, { "p": 0.04546479135751724, "m": 0.4016272723674774 }, { "p": 0.05802632123231888, "m": 0.7556023597717285 }, { "p": 0.03839917853474617, "m": 0.2541707456111908 }, { "p": 0.05693243816494942, "m": 0.3036986291408539 }, { "p": 0.061777036637067795, "m": 1.0 }, { "p": 0.0636417418718338, "m": 0.976624608039856 }, { "p": 0.06388513743877411, "m": 0.8929904103279114 }, { "p": 0.08110970258712769, "m": 1.0 }, { "p": 0.06519071012735367, "m": 0.08582054823637009 }, { "p": 0.07052667438983917, "m": 0.8705595135688782 }, { "p": 0.06909915804862976, "m": 1.0 }, { "p": 0.05616343766450882, "m": 0.009999999776482582 }, { "p": 0.06800472736358643, "m": 1.0 }, { "p": 0.06470517069101334, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.285746693611145, "val_loss": 0.513329267501831, "acc": 80.85, "f1": [ 0.8488547801971436, 0.8951191902160645, 0.7529410719871521, 0.6377216577529907, 0.7996039986610413, 0.701137363910675, 0.8460037708282471, 0.8464097380638123, 0.8887803554534912, 0.8694359660148621 ], "time": 83.20257334799953, "param": [ { "p": 0.05416584387421608, "m": 1.0 }, { "p": 0.007432025857269764, "m": 1.0 }, { "p": 0.04812290519475937, "m": 1.0 }, { "p": 0.043560851365327835, "m": 0.4665040671825409 }, { "p": 0.05345394089818001, "m": 0.5539526343345642 }, { "p": 0.04661661759018898, "m": 0.8117644786834717 }, { "p": 0.05660736560821533, "m": 0.2282303124666214 }, { "p": 0.0757288709282875, "m": 0.18153488636016846 }, { "p": 0.062055058777332306, "m": 0.9980037808418274 }, { "p": 0.06423953175544739, "m": 0.9916015863418579 }, { "p": 0.04447823017835617, "m": 0.9201100468635559 }, { "p": 0.06260458379983902, "m": 0.99737548828125 }, { "p": 0.04892687499523163, "m": 0.10318110883235931 }, { "p": 0.06685183197259903, "m": 0.8767518401145935 }, { "p": 0.07488507032394409, "m": 1.0 }, { "p": 0.06433892995119095, "m": 0.01712373085319996 }, { "p": 0.07293511182069778, "m": 1.0 }, { "p": 0.05299653857946396, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.3819565773010254, "val_loss": 0.5322091579437256, "acc": 80.21, "f1": [ 0.8311560750007629, 0.8885509967803955, 0.7360842823982239, 0.6372398734092712, 0.786901593208313, 0.7011186480522156, 0.8498021960258484, 0.8507314920425415, 0.8787716627120972, 0.8552186489105225 ], "time": 84.11599379400013, "param": [ { "p": 0.06409192085266113, "m": 1.0 }, { "p": 0.01193373091518879, "m": 1.0 }, { "p": 0.0713464543223381, "m": 1.0 }, { "p": 0.03941190615296364, "m": 0.4085184931755066 }, { "p": 0.05284775048494339, "m": 0.505591869354248 }, { "p": 0.04449208453297615, "m": 0.855718731880188 }, { "p": 0.06567876040935516, "m": 0.2224181592464447 }, { "p": 0.03721250221133232, "m": 0.2246016263961792 }, { "p": 0.0491177961230278, "m": 0.930946409702301 }, { "p": 0.05358245596289635, "m": 0.9902839660644531 }, { "p": 0.06363631784915924, "m": 0.8801527619361877 }, { "p": 0.04836254194378853, "m": 0.9868197441101074 }, { "p": 0.051714491099119186, "m": 0.058212004601955414 }, { "p": 0.06306644529104233, "m": 0.9069385528564453 }, { "p": 0.0926365926861763, "m": 1.0 }, { "p": 0.05623286962509155, "m": 0.043063919991254807 }, { "p": 0.07812290638685226, "m": 1.0 }, { "p": 0.056512460112571716, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.3623636960983276, "val_loss": 0.5956297516822815, "acc": 80.34, "f1": [ 0.833492636680603, 0.8926272392272949, 0.7335275411605835, 0.6535578966140747, 0.7854095697402954, 0.6987142562866211, 0.8342590928077698, 0.8451675176620483, 0.8871793150901794, 0.8569998145103455 ], "time": 83.36385640199933, "param": [ { "p": 0.06166183203458786, "m": 1.0 }, { "p": 0.02884671650826931, "m": 1.0 }, { "p": 0.046447571367025375, "m": 1.0 }, { "p": 0.04039120674133301, "m": 0.34268832206726074 }, { "p": 0.06925184279680252, "m": 0.5474678874015808 }, { "p": 0.052757006138563156, "m": 0.8470394611358643 }, { "p": 0.03611203655600548, "m": 0.26865407824516296 }, { "p": 0.07176504284143448, "m": 0.2600454092025757 }, { "p": 0.0692727342247963, "m": 0.9986200928688049 }, { "p": 0.051275692880153656, "m": 0.9998836517333984 }, { "p": 0.0723775252699852, "m": 0.7970551252365112 }, { "p": 0.04474883899092674, "m": 0.9974359273910522 }, { "p": 0.057481784373521805, "m": 0.01831754297018051 }, { "p": 0.0703006163239479, "m": 1.0 }, { "p": 0.061612360179424286, "m": 1.0 }, { "p": 0.05329541489481926, "m": 0.045252423733472824 }, { "p": 0.07894562184810638, "m": 1.0 }, { "p": 0.033456139266490936, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.099129557609558, "val_loss": 0.47191256284713745, "acc": 80.53, "f1": [ 0.8443538546562195, 0.8884420394897461, 0.7657753229141235, 0.6371306777000427, 0.7925634384155273, 0.6913355588912964, 0.8386192321777344, 0.8533613681793213, 0.8919344544410706, 0.85440593957901 ], "time": 85.27718566899966, "param": [ { "p": 0.06318778544664383, "m": 1.0 }, { "p": 0.000547093921341002, "m": 1.0 }, { "p": 0.06405384093523026, "m": 1.0 }, { "p": 0.027604375034570694, "m": 0.3108408749103546 }, { "p": 0.044073980301618576, "m": 0.5068918466567993 }, { "p": 0.030357275158166885, "m": 0.9154313802719116 }, { "p": 0.036301225423812866, "m": 0.20471163094043732 }, { "p": 0.0462503656744957, "m": 0.19085440039634705 }, { "p": 0.050041887909173965, "m": 0.9385289549827576 }, { "p": 0.06496530026197433, "m": 1.0 }, { "p": 0.07767941802740097, "m": 0.8509969711303711 }, { "p": 0.07556013762950897, "m": 1.0 }, { "p": 0.04973660036921501, "m": 0.0348421148955822 }, { "p": 0.08452889323234558, "m": 0.9904173016548157 }, { "p": 0.09182311594486237, "m": 1.0 }, { "p": 0.05944250896573067, "m": 0.015592562034726143 }, { "p": 0.08786658942699432, "m": 1.0 }, { "p": 0.045979514718055725, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.0791898965835571, "val_loss": 0.5352567434310913, "acc": 80.7, "f1": [ 0.8479530215263367, 0.8971961140632629, 0.747834324836731, 0.6379689574241638, 0.7957744002342224, 0.6936635375022888, 0.833254873752594, 0.8503609895706177, 0.8930944800376892, 0.8663880825042725 ], "time": 83.19062889999987, "param": [ { "p": 0.06815008074045181, "m": 1.0 }, { "p": 0.02010299637913704, "m": 1.0 }, { "p": 0.0566142275929451, "m": 1.0 }, { "p": 0.0385088212788105, "m": 0.20725001394748688 }, { "p": 0.05882536619901657, "m": 0.600490152835846 }, { "p": 0.01932951807975769, "m": 0.9466211199760437 }, { "p": 0.05725355073809624, "m": 0.25642842054367065 }, { "p": 0.05969040468335152, "m": 0.2239697426557541 }, { "p": 0.06846362352371216, "m": 0.9258100986480713 }, { "p": 0.053013283759355545, "m": 1.0 }, { "p": 0.053223542869091034, "m": 0.8843929171562195 }, { "p": 0.07004664093255997, "m": 1.0 }, { "p": 0.05233665555715561, "m": 0.01345604658126831 }, { "p": 0.07742396742105484, "m": 0.986101508140564 }, { "p": 0.0578683577477932, "m": 0.9795662760734558 }, { "p": 0.05990292504429817, "m": 0.04560622200369835 }, { "p": 0.08490721136331558, "m": 1.0 }, { "p": 0.04433891177177429, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.0688550472259521, "val_loss": 0.4896763265132904, "acc": 81.46, "f1": [ 0.85294109582901, 0.8931184411048889, 0.7741261124610901, 0.648213267326355, 0.8205881118774414, 0.7125127911567688, 0.8396446108818054, 0.8440181016921997, 0.8840434551239014, 0.8680589199066162 ], "time": 83.65555728500021, "param": [ { "p": 0.04813188686966896, "m": 1.0 }, { "p": 0.011213363148272038, "m": 1.0 }, { "p": 0.05018461123108864, "m": 1.0 }, { "p": 0.03972622752189636, "m": 0.2831336557865143 }, { "p": 0.05218704044818878, "m": 0.48628532886505127 }, { "p": 0.02281583845615387, "m": 0.9428017735481262 }, { "p": 0.06308599561452866, "m": 0.3456893861293793 }, { "p": 0.0727180540561676, "m": 0.4002659022808075 }, { "p": 0.04305592551827431, "m": 0.9235619902610779 }, { "p": 0.06630600988864899, "m": 1.0 }, { "p": 0.06259829550981522, "m": 0.8840979933738708 }, { "p": 0.09195993095636368, "m": 1.0 }, { "p": 0.051216304302215576, "m": 0.03711008280515671 }, { "p": 0.077359639108181, "m": 0.9448860883712769 }, { "p": 0.09092309325933456, "m": 0.9995041489601135 }, { "p": 0.05031508579850197, "m": 0.009999999776482582 }, { "p": 0.06517452001571655, "m": 1.0 }, { "p": 0.04102814942598343, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.0616694688796997, "val_loss": 0.5028196573257446, "acc": 81.05, "f1": [ 0.8256028294563293, 0.8969634771347046, 0.7657950520515442, 0.63411945104599, 0.8049873113632202, 0.7110898494720459, 0.8667670488357544, 0.836872398853302, 0.885714054107666, 0.8609076142311096 ], "time": 83.80047068000022, "param": [ { "p": 0.07371947914361954, "m": 1.0 }, { "p": 0.0018703171517699957, "m": 1.0 }, { "p": 0.062152743339538574, "m": 1.0 }, { "p": 0.04550665244460106, "m": 0.24935150146484375 }, { "p": 0.061099473387002945, "m": 0.4330357611179352 }, { "p": 0.03339328616857529, "m": 0.946990430355072 }, { "p": 0.038790978491306305, "m": 0.4002033472061157 }, { "p": 0.0678463950753212, "m": 0.4142509698867798 }, { "p": 0.02388969250023365, "m": 0.8394869565963745 }, { "p": 0.06437892466783524, "m": 1.0 }, { "p": 0.058725059032440186, "m": 0.8392127752304077 }, { "p": 0.06951755285263062, "m": 1.0 }, { "p": 0.07369530200958252, "m": 0.05982301011681557 }, { "p": 0.051573093980550766, "m": 0.866314172744751 }, { "p": 0.07944802939891815, "m": 1.0 }, { "p": 0.05329815670847893, "m": 0.009999999776482582 }, { "p": 0.09062879532575607, "m": 1.0 }, { "p": 0.05046603083610535, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.1747020483016968, "val_loss": 0.5497866868972778, "acc": 80.69, "f1": [ 0.8365054130554199, 0.8848846554756165, 0.7462519407272339, 0.6452260613441467, 0.804253101348877, 0.6923075914382935, 0.8646965026855469, 0.8303819298744202, 0.8928393125534058, 0.8595201373100281 ], "time": 83.81100499400054, "param": [ { "p": 0.0449100024998188, "m": 1.0 }, { "p": 0.03673743084073067, "m": 1.0 }, { "p": 0.05374624952673912, "m": 1.0 }, { "p": 0.05339377000927925, "m": 0.21870559453964233 }, { "p": 0.05129420384764671, "m": 0.4383384585380554 }, { "p": 0.04020196199417114, "m": 0.9635837078094482 }, { "p": 0.05306970700621605, "m": 0.45085805654525757 }, { "p": 0.04889838397502899, "m": 0.5021029114723206 }, { "p": 0.04134627431631088, "m": 0.8703877925872803 }, { "p": 0.05767965689301491, "m": 1.0 }, { "p": 0.0801021158695221, "m": 0.9576709270477295 }, { "p": 0.0835319235920906, "m": 1.0 }, { "p": 0.05553867295384407, "m": 0.009999999776482582 }, { "p": 0.06753552705049515, "m": 0.8524046540260315 }, { "p": 0.06507554650306702, "m": 0.9892055988311768 }, { "p": 0.06223852559924126, "m": 0.04814783111214638 }, { "p": 0.06419967114925385, "m": 1.0 }, { "p": 0.04050040245056152, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.170682668685913, "val_loss": 0.5369777083396912, "acc": 81.1, "f1": [ 0.8388670682907104, 0.8905179500579834, 0.7753692865371704, 0.6144790053367615, 0.8038185238838196, 0.7061609625816345, 0.8646421432495117, 0.8497252464294434, 0.88508540391922, 0.8561331033706665 ], "time": 84.93085806300041, "param": [ { "p": 0.07078887522220612, "m": 1.0 }, { "p": 0.013535219244658947, "m": 1.0 }, { "p": 0.05569319427013397, "m": 1.0 }, { "p": 0.035177506506443024, "m": 0.2651345729827881 }, { "p": 0.04120948910713196, "m": 0.46808162331581116 }, { "p": 0.042084772139787674, "m": 0.9581937193870544 }, { "p": 0.05464330315589905, "m": 0.509579598903656 }, { "p": 0.05697944760322571, "m": 0.5510144829750061 }, { "p": 0.0501321516931057, "m": 0.8960695862770081 }, { "p": 0.05602870136499405, "m": 0.9975237250328064 }, { "p": 0.06651201099157333, "m": 0.980374813079834 }, { "p": 0.07599485665559769, "m": 1.0 }, { "p": 0.062090545892715454, "m": 0.010460860095918179 }, { "p": 0.07517798244953156, "m": 0.8637403845787048 }, { "p": 0.06728667765855789, "m": 0.9889412522315979 }, { "p": 0.05089692398905754, "m": 0.017390312626957893 }, { "p": 0.07399054616689682, "m": 1.0 }, { "p": 0.051777858287096024, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.1034181118011475, "val_loss": 0.5464745163917542, "acc": 80.57, "f1": [ 0.8324660062789917, 0.8929998278617859, 0.7570804357528687, 0.649219810962677, 0.7804418206214905, 0.6967338919639587, 0.856193482875824, 0.8311319351196289, 0.8892403244972229, 0.8631982803344727 ], "time": 82.23522575000061, "param": [ { "p": 0.06883350014686584, "m": 1.0 }, { "p": 0.002413124078884721, "m": 1.0 }, { "p": 0.07535749673843384, "m": 1.0 }, { "p": 0.04416963458061218, "m": 0.18778371810913086 }, { "p": 0.055301159620285034, "m": 0.44991371035575867 }, { "p": 0.026904722675681114, "m": 0.8818562626838684 }, { "p": 0.034563902765512466, "m": 0.4961128830909729 }, { "p": 0.04540881887078285, "m": 0.5284578204154968 }, { "p": 0.05011345073580742, "m": 0.9787846207618713 }, { "p": 0.057339996099472046, "m": 1.0 }, { "p": 0.07192783802747726, "m": 0.9957678318023682 }, { "p": 0.08583981543779373, "m": 1.0 }, { "p": 0.07043473422527313, "m": 0.03339438885450363 }, { "p": 0.050338540226221085, "m": 0.8540366888046265 }, { "p": 0.07777556031942368, "m": 0.9842137694358826 }, { "p": 0.06396917998790741, "m": 0.009999999776482582 }, { "p": 0.07468068599700928, "m": 1.0 }, { "p": 0.04462764784693718, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.1117632389068604, "val_loss": 0.46996209025382996, "acc": 81.36, "f1": [ 0.8410561084747314, 0.8892126679420471, 0.7718928456306458, 0.6474888920783997, 0.805233895778656, 0.7033765316009521, 0.8563047647476196, 0.8584113121032715, 0.8925942182540894, 0.864311158657074 ], "time": 82.41472115099987, "param": [ { "p": 0.06627251207828522, "m": 1.0 }, { "p": 0.01816188171505928, "m": 1.0 }, { "p": 0.05533631891012192, "m": 1.0 }, { "p": 0.033921629190444946, "m": 0.15700559318065643 }, { "p": 0.056867025792598724, "m": 0.5045053362846375 }, { "p": 0.0361403226852417, "m": 0.8698235154151917 }, { "p": 0.06162136420607567, "m": 0.4360817074775696 }, { "p": 0.05381619930267334, "m": 0.5453312993049622 }, { "p": 0.057942263782024384, "m": 0.9939363598823547 }, { "p": 0.06692491471767426, "m": 1.0 }, { "p": 0.05759713053703308, "m": 0.9741915464401245 }, { "p": 0.05993649363517761, "m": 1.0 }, { "p": 0.05304163694381714, "m": 0.01854647323489189 }, { "p": 0.07030440121889114, "m": 0.8914591670036316 }, { "p": 0.07674958556890488, "m": 0.9981082081794739 }, { "p": 0.06305666267871857, "m": 0.03178711608052254 }, { "p": 0.07430197298526764, "m": 1.0 }, { "p": 0.03800768777728081, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.0473017692565918, "val_loss": 0.4903292953968048, "acc": 80.99, "f1": [ 0.8454722762107849, 0.8959506154060364, 0.7654064297676086, 0.6555496454238892, 0.782068133354187, 0.6946777701377869, 0.8301542401313782, 0.8505862951278687, 0.8935953378677368, 0.870398223400116 ], "time": 81.535011811, "param": [ { "p": 0.06684169173240662, "m": 1.0 }, { "p": 0.0028819539584219456, "m": 1.0 }, { "p": 0.061375219374895096, "m": 1.0 }, { "p": 0.039392005652189255, "m": 0.226578027009964 }, { "p": 0.057856276631355286, "m": 0.48747149109840393 }, { "p": 0.017471659928560257, "m": 0.8963223695755005 }, { "p": 0.052877068519592285, "m": 0.3790329098701477 }, { "p": 0.06803832948207855, "m": 0.5446048974990845 }, { "p": 0.05142812058329582, "m": 0.9832243919372559 }, { "p": 0.07108000665903091, "m": 0.9991079568862915 }, { "p": 0.04839073866605759, "m": 0.9396735429763794 }, { "p": 0.08573176711797714, "m": 1.0 }, { "p": 0.08524316549301147, "m": 0.01275758258998394 }, { "p": 0.06194160506129265, "m": 0.8990587592124939 }, { "p": 0.06350710242986679, "m": 0.9786169528961182 }, { "p": 0.051020458340644836, "m": 0.009999999776482582 }, { "p": 0.07377646863460541, "m": 1.0 }, { "p": 0.04114631190896034, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.348615288734436, "val_loss": 0.5058240294456482, "acc": 81.48, "f1": [ 0.8468466997146606, 0.897396445274353, 0.7682631015777588, 0.6548075675964355, 0.8035275340080261, 0.6963787078857422, 0.8643313646316528, 0.8575848937034607, 0.8951047658920288, 0.8600094318389893 ], "time": 82.20370345799984, "param": [ { "p": 0.06672758609056473, "m": 1.0 }, { "p": 0.015168149955570698, "m": 1.0 }, { "p": 0.04434136673808098, "m": 1.0 }, { "p": 0.03352111205458641, "m": 0.20591241121292114 }, { "p": 0.056360598653554916, "m": 0.5428310632705688 }, { "p": 0.05608430877327919, "m": 0.9535698890686035 }, { "p": 0.04492008686065674, "m": 0.35630643367767334 }, { "p": 0.04328592121601105, "m": 0.6278830170631409 }, { "p": 0.05968361720442772, "m": 0.9897403717041016 }, { "p": 0.05332060903310776, "m": 0.9983658790588379 }, { "p": 0.05731070041656494, "m": 0.914638876914978 }, { "p": 0.07029885798692703, "m": 1.0 }, { "p": 0.05967699736356735, "m": 0.04918334633111954 }, { "p": 0.08997488766908646, "m": 0.9142093658447266 }, { "p": 0.06808918714523315, "m": 1.0 }, { "p": 0.03948153555393219, "m": 0.009999999776482582 }, { "p": 0.09018609672784805, "m": 1.0 }, { "p": 0.051568374037742615, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.8935891389846802, "val_loss": 0.5178086757659912, "acc": 81.37, "f1": [ 0.8494514226913452, 0.8948947191238403, 0.7627280354499817, 0.6631273031234741, 0.7912327647209167, 0.7063654661178589, 0.8559359908103943, 0.8538420796394348, 0.8936823606491089, 0.867999792098999 ], "time": 82.07421926100051, "param": [ { "p": 0.05707564949989319, "m": 1.0 }, { "p": 0.0005453875637613237, "m": 1.0 }, { "p": 0.04852274805307388, "m": 1.0 }, { "p": 0.048767779022455215, "m": 0.04440277814865112 }, { "p": 0.04854356124997139, "m": 0.5649344325065613 }, { "p": 0.052708420902490616, "m": 0.9987745881080627 }, { "p": 0.03593142330646515, "m": 0.41371238231658936 }, { "p": 0.05772114545106888, "m": 0.7213515043258667 }, { "p": 0.053276099264621735, "m": 0.9937990307807922 }, { "p": 0.080655537545681, "m": 1.0 }, { "p": 0.05854691565036774, "m": 0.9940999746322632 }, { "p": 0.0735701248049736, "m": 1.0 }, { "p": 0.052313633263111115, "m": 0.06530047208070755 }, { "p": 0.07115595787763596, "m": 0.9904229640960693 }, { "p": 0.062410868704319, "m": 0.9977879524230957 }, { "p": 0.07364870607852936, "m": 0.009999999776482582 }, { "p": 0.09907510131597519, "m": 1.0 }, { "p": 0.02553086169064045, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.1984310150146484, "val_loss": 0.5046252012252808, "acc": 82.02, "f1": [ 0.8547716736793518, 0.897139847278595, 0.7776048183441162, 0.6676645278930664, 0.8047959804534912, 0.7109250426292419, 0.8597856163978577, 0.856859564781189, 0.889638364315033, 0.8749998807907104 ], "time": 81.95813729299971, "param": [ { "p": 0.04989604279398918, "m": 1.0 }, { "p": 0.017217887565493584, "m": 1.0 }, { "p": 0.056117944419384, "m": 1.0 }, { "p": 0.038396187126636505, "m": 0.10611125081777573 }, { "p": 0.027373500168323517, "m": 0.5612043738365173 }, { "p": 0.04165516793727875, "m": 0.9986097812652588 }, { "p": 0.05998532101511955, "m": 0.5353376865386963 }, { "p": 0.07464288920164108, "m": 0.6901589035987854 }, { "p": 0.05139744281768799, "m": 0.9985530972480774 }, { "p": 0.06565046310424805, "m": 1.0 }, { "p": 0.05122688412666321, "m": 0.9927055239677429 }, { "p": 0.09539304673671722, "m": 1.0 }, { "p": 0.06405503302812576, "m": 0.041584741324186325 }, { "p": 0.06257826089859009, "m": 0.9085221290588379 }, { "p": 0.0656420886516571, "m": 1.0 }, { "p": 0.06186217442154884, "m": 0.012138024903833866 }, { "p": 0.0841781497001648, "m": 1.0 }, { "p": 0.032731469720602036, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.1387460231781006, "val_loss": 0.5178735852241516, "acc": 81.42, "f1": [ 0.8500494360923767, 0.9019606113433838, 0.7685231566429138, 0.6206488609313965, 0.7917057275772095, 0.7116983532905579, 0.8351747989654541, 0.8644065856933594, 0.8934909701347351, 0.875379741191864 ], "time": 82.10605844800011, "param": [ { "p": 0.06373802572488785, "m": 1.0 }, { "p": 0.004430038388818502, "m": 1.0 }, { "p": 0.0592288002371788, "m": 1.0 }, { "p": 0.048070184886455536, "m": 0.12833990156650543 }, { "p": 0.04063717648386955, "m": 0.5475601553916931 }, { "p": 0.04812809079885483, "m": 0.9848592877388 }, { "p": 0.035891346633434296, "m": 0.6133223176002502 }, { "p": 0.053558025509119034, "m": 0.6548279523849487 }, { "p": 0.05296045541763306, "m": 0.9390751123428345 }, { "p": 0.05044414475560188, "m": 0.9909769296646118 }, { "p": 0.06795616447925568, "m": 0.9774256348609924 }, { "p": 0.08114519715309143, "m": 1.0 }, { "p": 0.05987858027219772, "m": 0.05573642626404762 }, { "p": 0.04222419112920761, "m": 0.8688767552375793 }, { "p": 0.08819488435983658, "m": 0.998058557510376 }, { "p": 0.059558745473623276, "m": 0.03682098910212517 }, { "p": 0.08587431162595749, "m": 1.0 }, { "p": 0.05808166414499283, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.159092664718628, "val_loss": 0.5203032493591309, "acc": 81.44, "f1": [ 0.8456173539161682, 0.8958860039710999, 0.7744635343551636, 0.6586944460868835, 0.8079671859741211, 0.7041483521461487, 0.848167359828949, 0.8511874675750732, 0.8805029988288879, 0.8608443737030029 ], "time": 81.9484843299997, "param": [ { "p": 0.06029500439763069, "m": 1.0 }, { "p": 0.01651625707745552, "m": 1.0 }, { "p": 0.05357404425740242, "m": 1.0 }, { "p": 0.03775551915168762, "m": 0.05020047724246979 }, { "p": 0.06456085294485092, "m": 0.5022290945053101 }, { "p": 0.03120298497378826, "m": 0.9660443663597107 }, { "p": 0.04994220286607742, "m": 0.7348883152008057 }, { "p": 0.008015272207558155, "m": 0.6727465391159058 }, { "p": 0.07672867923974991, "m": 1.0 }, { "p": 0.05115773156285286, "m": 0.9900758862495422 }, { "p": 0.06539400666952133, "m": 1.0 }, { "p": 0.07012076675891876, "m": 1.0 }, { "p": 0.06881364434957504, "m": 0.030459269881248474 }, { "p": 0.07468168437480927, "m": 0.8684816360473633 }, { "p": 0.07296895235776901, "m": 0.9820050001144409 }, { "p": 0.06701264530420303, "m": 0.05882936343550682 }, { "p": 0.0788094773888588, "m": 1.0 }, { "p": 0.05245031788945198, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.1806907653808594, "val_loss": 0.428077757358551, "acc": 81.5, "f1": [ 0.8491294384002686, 0.9006553292274475, 0.7680721282958984, 0.646186351776123, 0.8005723357200623, 0.6980432271957397, 0.8564305901527405, 0.8513118028640747, 0.8904380798339844, 0.8716416358947754 ], "time": 81.4914195149995, "param": [ { "p": 0.062032122164964676, "m": 1.0 }, { "p": 0.021354814991354942, "m": 1.0 }, { "p": 0.06305935978889465, "m": 1.0 }, { "p": 0.04333525896072388, "m": 0.06792061030864716 }, { "p": 0.052262082695961, "m": 0.49109649658203125 }, { "p": 0.03247401863336563, "m": 0.926397979259491 }, { "p": 0.04293939471244812, "m": 0.7549410462379456 }, { "p": 0.044742703437805176, "m": 0.7186838984489441 }, { "p": 0.07116390764713287, "m": 1.0 }, { "p": 0.06211581826210022, "m": 0.985751211643219 }, { "p": 0.06044778227806091, "m": 0.9988099336624146 }, { "p": 0.07716040313243866, "m": 0.9968026280403137 }, { "p": 0.05222080275416374, "m": 0.04561838507652283 }, { "p": 0.067494235932827, "m": 0.9412738680839539 }, { "p": 0.06569524854421616, "m": 0.9990860819816589 }, { "p": 0.06530135869979858, "m": 0.0609271265566349 }, { "p": 0.07497367262840271, "m": 1.0 }, { "p": 0.04122694209218025, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.3028746843338013, "val_loss": 0.4296490252017975, "acc": 81.96, "f1": [ 0.8501003980636597, 0.9000490307807922, 0.7669311761856079, 0.6502999663352966, 0.8150344491004944, 0.7154553532600403, 0.8640726208686829, 0.8570022583007812, 0.8941531181335449, 0.8686668276786804 ], "time": 81.51052981500015, "param": [ { "p": 0.05507031828165054, "m": 1.0 }, { "p": 0.018201975151896477, "m": 1.0 }, { "p": 0.05951876565814018, "m": 1.0 }, { "p": 0.040975384414196014, "m": 0.011888555251061916 }, { "p": 0.06369129568338394, "m": 0.49211639165878296 }, { "p": 0.054956357926130295, "m": 0.960910439491272 }, { "p": 0.03594924509525299, "m": 0.7332890033721924 }, { "p": 0.07336592674255371, "m": 0.7201250195503235 }, { "p": 0.04098528251051903, "m": 0.9698755145072937 }, { "p": 0.06201956421136856, "m": 1.0 }, { "p": 0.06125446408987045, "m": 1.0 }, { "p": 0.06392485648393631, "m": 1.0 }, { "p": 0.05466625839471817, "m": 0.06018911674618721 }, { "p": 0.06187840551137924, "m": 0.9944806694984436 }, { "p": 0.07270242273807526, "m": 1.0 }, { "p": 0.06020333617925644, "m": 0.09957509487867355 }, { "p": 0.08232109993696213, "m": 1.0 }, { "p": 0.038315046578645706, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.2615001201629639, "val_loss": 0.43519723415374756, "acc": 81.47, "f1": [ 0.846233069896698, 0.8939163088798523, 0.7613190412521362, 0.6595743894577026, 0.7985107898712158, 0.7102706432342529, 0.8593671917915344, 0.8571426868438721, 0.8921858072280884, 0.8564659953117371 ], "time": 82.072496365, "param": [ { "p": 0.07046889513731003, "m": 1.0 }, { "p": 0.012589216232299805, "m": 1.0 }, { "p": 0.05118159204721451, "m": 1.0 }, { "p": 0.03524854779243469, "m": 0.09874877333641052 }, { "p": 0.05811888724565506, "m": 0.5738359093666077 }, { "p": 0.041565053164958954, "m": 0.9830924868583679 }, { "p": 0.03605842590332031, "m": 0.723410964012146 }, { "p": 0.05304412916302681, "m": 0.7008190751075745 }, { "p": 0.0642397329211235, "m": 0.9763068556785583 }, { "p": 0.0642809197306633, "m": 0.9843856692314148 }, { "p": 0.06642068922519684, "m": 0.9945712089538574 }, { "p": 0.07843581587076187, "m": 1.0 }, { "p": 0.058401919901371, "m": 0.05472623556852341 }, { "p": 0.054873276501894, "m": 0.9463481307029724 }, { "p": 0.06617578864097595, "m": 0.9917014241218567 }, { "p": 0.061850883066654205, "m": 0.04905891418457031 }, { "p": 0.07502903789281845, "m": 1.0 }, { "p": 0.05201718956232071, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.1359308958053589, "val_loss": 0.5122624635696411, "acc": 81.59, "f1": [ 0.8528181314468384, 0.8971314430236816, 0.77974933385849, 0.6301368474960327, 0.8040851950645447, 0.701096773147583, 0.8658351302146912, 0.8562873005867004, 0.8927163481712341, 0.8652410507202148 ], "time": 81.63758560799943, "param": [ { "p": 0.054040923714637756, "m": 1.0 }, { "p": 0.012231169268488884, "m": 1.0 }, { "p": 0.05114042013883591, "m": 1.0 }, { "p": 0.06000330671668053, "m": 0.08873497694730759 }, { "p": 0.05177309736609459, "m": 0.5925330519676208 }, { "p": 0.05463600903749466, "m": 1.0 }, { "p": 0.05229610949754715, "m": 0.6785843372344971 }, { "p": 0.05580315366387367, "m": 0.7134931683540344 }, { "p": 0.05343572422862053, "m": 0.9650155305862427 }, { "p": 0.043052416294813156, "m": 0.9869409203529358 }, { "p": 0.07218976318836212, "m": 0.9938610792160034 }, { "p": 0.08270873129367828, "m": 1.0 }, { "p": 0.07215225696563721, "m": 0.01369517482817173 }, { "p": 0.06077294424176216, "m": 0.8883712887763977 }, { "p": 0.07321209460496902, "m": 1.0 }, { "p": 0.053026605397462845, "m": 0.06582475453615189 }, { "p": 0.05565821751952171, "m": 1.0 }, { "p": 0.041867002844810486, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.1515393257141113, "val_loss": 0.5033668875694275, "acc": 81.67, "f1": [ 0.8501251339912415, 0.8983306884765625, 0.7750648260116577, 0.6335402727127075, 0.8072172999382019, 0.7166906595230103, 0.8629189133644104, 0.8554395437240601, 0.8895550966262817, 0.8579570651054382 ], "time": 81.73576198299997, "param": [ { "p": 0.06535463780164719, "m": 1.0 }, { "p": 0.018366971984505653, "m": 1.0 }, { "p": 0.06216277554631233, "m": 1.0 }, { "p": 0.05130944028496742, "m": 0.12825803458690643 }, { "p": 0.051689665764570236, "m": 0.6048749685287476 }, { "p": 0.03854106366634369, "m": 0.9983825087547302 }, { "p": 0.04758632928133011, "m": 0.6638813614845276 }, { "p": 0.05619214475154877, "m": 0.7094616293907166 }, { "p": 0.055527448654174805, "m": 0.99335116147995 }, { "p": 0.06775707006454468, "m": 1.0 }, { "p": 0.05792379379272461, "m": 1.0 }, { "p": 0.06619580835103989, "m": 0.9994920492172241 }, { "p": 0.0355742983520031, "m": 0.045718178153038025 }, { "p": 0.055082160979509354, "m": 0.8763468265533447 }, { "p": 0.06567426025867462, "m": 0.9156343936920166 }, { "p": 0.0643296092748642, "m": 0.13038890063762665 }, { "p": 0.0848715677857399, "m": 1.0 }, { "p": 0.05586095154285431, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.0319942235946655, "val_loss": 0.5217554569244385, "acc": 82.09, "f1": [ 0.844465970993042, 0.8972702622413635, 0.7723656296730042, 0.6718184947967529, 0.8117192983627319, 0.7117165327072144, 0.8594215512275696, 0.8616600036621094, 0.8964141011238098, 0.8667322397232056 ], "time": 85.0648476739998, "param": [ { "p": 0.07204615324735641, "m": 1.0 }, { "p": 0.004463018849492073, "m": 1.0 }, { "p": 0.041623953729867935, "m": 1.0 }, { "p": 0.03887568786740303, "m": 0.13470332324504852 }, { "p": 0.03430432826280594, "m": 0.588262677192688 }, { "p": 0.05716075003147125, "m": 0.9235095977783203 }, { "p": 0.0666765496134758, "m": 0.6900307536125183 }, { "p": 0.06044674292206764, "m": 0.7000590562820435 }, { "p": 0.0529448576271534, "m": 0.9380411505699158 }, { "p": 0.056515954434871674, "m": 1.0 }, { "p": 0.07390682399272919, "m": 0.9922662973403931 }, { "p": 0.06904687732458115, "m": 1.0 }, { "p": 0.051292113959789276, "m": 0.0880361795425415 }, { "p": 0.06505925208330154, "m": 0.8944063186645508 }, { "p": 0.0529811792075634, "m": 0.98503577709198 }, { "p": 0.06489922106266022, "m": 0.12218863517045975 }, { "p": 0.08293809741735458, "m": 1.0 }, { "p": 0.05481848865747452, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.1041700839996338, "val_loss": 0.41664236783981323, "acc": 82.09, "f1": [ 0.8488776087760925, 0.8988761901855469, 0.7778346538543701, 0.6551908254623413, 0.8096134066581726, 0.7175878286361694, 0.8551134467124939, 0.872538685798645, 0.8919998407363892, 0.8684335947036743 ], "time": 83.16525006400025, "param": [ { "p": 0.06773092597723007, "m": 1.0 }, { "p": 0.008221269585192204, "m": 1.0 }, { "p": 0.06630181521177292, "m": 1.0 }, { "p": 0.03798319771885872, "m": 0.1608242690563202 }, { "p": 0.044381484389305115, "m": 0.5612109899520874 }, { "p": 0.05418992042541504, "m": 0.9436878561973572 }, { "p": 0.04497597739100456, "m": 0.6763200759887695 }, { "p": 0.058313362300395966, "m": 0.7026784420013428 }, { "p": 0.05850834399461746, "m": 0.9491162300109863 }, { "p": 0.06206047907471657, "m": 1.0 }, { "p": 0.050759606063365936, "m": 0.9962306022644043 }, { "p": 0.06679777801036835, "m": 1.0 }, { "p": 0.07070258259773254, "m": 0.12586820125579834 }, { "p": 0.06482617557048798, "m": 0.8649963140487671 }, { "p": 0.06560487300157547, "m": 0.997724711894989 }, { "p": 0.0498318187892437, "m": 0.12630751729011536 }, { "p": 0.07354974746704102, "m": 1.0 }, { "p": 0.05526059493422508, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.2020291090011597, "val_loss": 0.49407780170440674, "acc": 81.88, "f1": [ 0.8470022082328796, 0.9039036631584167, 0.776649534702301, 0.6712462306022644, 0.7930658459663391, 0.7059932947158813, 0.8710834980010986, 0.8548547029495239, 0.8974227905273438, 0.8742572665214539 ], "time": 84.17981957699976, "param": [ { "p": 0.06913071125745773, "m": 1.0 }, { "p": 0.016818635165691376, "m": 1.0 }, { "p": 0.0534299872815609, "m": 1.0 }, { "p": 0.02450272999703884, "m": 0.1472979187965393 }, { "p": 0.03974767401814461, "m": 0.5445683598518372 }, { "p": 0.04819050803780556, "m": 0.9516424536705017 }, { "p": 0.038828421384096146, "m": 0.6568474769592285 }, { "p": 0.054479558020830154, "m": 0.7444397807121277 }, { "p": 0.053495850414037704, "m": 0.9345188140869141 }, { "p": 0.064732126891613, "m": 0.9998143911361694 }, { "p": 0.05479109659790993, "m": 1.0 }, { "p": 0.08030097186565399, "m": 0.9989241361618042 }, { "p": 0.05945326387882233, "m": 0.12006083875894547 }, { "p": 0.07514850795269012, "m": 0.8684689402580261 }, { "p": 0.07602725923061371, "m": 0.997066855430603 }, { "p": 0.06632296741008759, "m": 0.11050522327423096 }, { "p": 0.07453328371047974, "m": 1.0 }, { "p": 0.05006646737456322, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.043676495552063, "val_loss": 0.5022469758987427, "acc": 82.15, "f1": [ 0.8526052832603455, 0.8985798954963684, 0.775488555431366, 0.662960946559906, 0.8119782209396362, 0.7208331823348999, 0.8724898099899292, 0.8579680919647217, 0.8907561302185059, 0.8604204654693604 ], "time": 85.04769176199989, "param": [ { "p": 0.06328973919153214, "m": 1.0 }, { "p": 0.007974808104336262, "m": 1.0 }, { "p": 0.06156688928604126, "m": 1.0 }, { "p": 0.03750991448760033, "m": 0.1208898276090622 }, { "p": 0.03302654251456261, "m": 0.5841014981269836 }, { "p": 0.04341772571206093, "m": 0.9951013922691345 }, { "p": 0.055210769176483154, "m": 0.6780745387077332 }, { "p": 0.0388929583132267, "m": 0.7223278880119324 }, { "p": 0.06536982953548431, "m": 0.9301264882087708 }, { "p": 0.07006683200597763, "m": 0.9727493524551392 }, { "p": 0.04168550670146942, "m": 0.9746019840240479 }, { "p": 0.07402008026838303, "m": 1.0 }, { "p": 0.06624370813369751, "m": 0.14734868705272675 }, { "p": 0.07679113745689392, "m": 0.8806737661361694 }, { "p": 0.07175888121128082, "m": 0.9994374513626099 }, { "p": 0.06067865341901779, "m": 0.15204142034053802 }, { "p": 0.0824323371052742, "m": 1.0 }, { "p": 0.05006367713212967, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.098407506942749, "val_loss": 0.5473445653915405, "acc": 82.49, "f1": [ 0.8557212948799133, 0.9026458263397217, 0.7811879515647888, 0.6724488139152527, 0.8119941353797913, 0.7145748138427734, 0.8609076142311096, 0.8673573732376099, 0.9050277471542358, 0.8758827447891235 ], "time": 83.55436832199939, "param": [ { "p": 0.07514702528715134, "m": 1.0 }, { "p": 0.00055126374354586, "m": 1.0 }, { "p": 0.0375056192278862, "m": 1.0 }, { "p": 0.04853006452322006, "m": 0.09713993966579437 }, { "p": 0.05246564745903015, "m": 0.5806199312210083 }, { "p": 0.05211695656180382, "m": 1.0 }, { "p": 0.057039663195610046, "m": 0.720436692237854 }, { "p": 0.04733230173587799, "m": 0.7316806316375732 }, { "p": 0.06735692918300629, "m": 0.9461197853088379 }, { "p": 0.05922380089759827, "m": 1.0 }, { "p": 0.03462618589401245, "m": 0.9801189303398132 }, { "p": 0.07695528119802475, "m": 1.0 }, { "p": 0.06397517025470734, "m": 0.17265447974205017 }, { "p": 0.073552705347538, "m": 0.8615447282791138 }, { "p": 0.07766464352607727, "m": 1.0 }, { "p": 0.04865791276097298, "m": 0.18961143493652344 }, { "p": 0.07318737357854843, "m": 1.0 }, { "p": 0.05411146581172943, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.008866786956787, "val_loss": 0.4389234185218811, "acc": 82.31, "f1": [ 0.8513777256011963, 0.9017855525016785, 0.7715628743171692, 0.6697386503219604, 0.815561830997467, 0.716566801071167, 0.8578265309333801, 0.8642743825912476, 0.9010099172592163, 0.8754978775978088 ], "time": 84.50602962199991, "param": [ { "p": 0.07056152820587158, "m": 1.0 }, { "p": 0.013592329807579517, "m": 1.0 }, { "p": 0.053594209253787994, "m": 1.0 }, { "p": 0.045420337468385696, "m": 0.1234310045838356 }, { "p": 0.054193753749132156, "m": 0.6197388172149658 }, { "p": 0.04083262011408806, "m": 0.9990914463996887 }, { "p": 0.06013006716966629, "m": 0.7350900173187256 }, { "p": 0.033880699425935745, "m": 0.7116745710372925 }, { "p": 0.05077046900987625, "m": 0.9472735524177551 }, { "p": 0.06492319703102112, "m": 0.9996950030326843 }, { "p": 0.060998350381851196, "m": 0.9665265083312988 }, { "p": 0.08514668047428131, "m": 1.0 }, { "p": 0.06121217459440231, "m": 0.23199716210365295 }, { "p": 0.06784667074680328, "m": 0.8556191325187683 }, { "p": 0.07963849604129791, "m": 0.999720573425293 }, { "p": 0.04888958856463432, "m": 0.25705915689468384 }, { "p": 0.0739331766963005, "m": 1.0 }, { "p": 0.03443566709756851, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.0415239334106445, "val_loss": 0.5350221991539001, "acc": 82.45, "f1": [ 0.8529998660087585, 0.9019017815589905, 0.7878473997116089, 0.6656166911125183, 0.8122566342353821, 0.7165393233299255, 0.8690890073776245, 0.8603296279907227, 0.8957297205924988, 0.8696922659873962 ], "time": 84.32942493799965, "param": [ { "p": 0.0716896504163742, "m": 1.0 }, { "p": 0.0005511664785444736, "m": 1.0 }, { "p": 0.06230301782488823, "m": 1.0 }, { "p": 0.03276893123984337, "m": 0.14522325992584229 }, { "p": 0.05209924653172493, "m": 0.6436207890510559 }, { "p": 0.03141931816935539, "m": 0.9992870688438416 }, { "p": 0.060343556106090546, "m": 0.726820170879364 }, { "p": 0.04061407595872879, "m": 0.696688711643219 }, { "p": 0.05772315338253975, "m": 0.9449174404144287 }, { "p": 0.0738154798746109, "m": 0.9963982701301575 }, { "p": 0.06216273829340935, "m": 0.971020519733429 }, { "p": 0.08637689054012299, "m": 1.0 }, { "p": 0.058752186596393585, "m": 0.2789326310157776 }, { "p": 0.061234455555677414, "m": 0.8104813694953918 }, { "p": 0.0715353786945343, "m": 1.0 }, { "p": 0.06131894141435623, "m": 0.2814888060092926 }, { "p": 0.07460945844650269, "m": 1.0 }, { "p": 0.04068225249648094, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.9829738140106201, "val_loss": 0.48439446091651917, "acc": 82.76, "f1": [ 0.855975329875946, 0.9009097814559937, 0.7880018353462219, 0.6739925146102905, 0.8196409940719604, 0.7285428643226624, 0.8660799264907837, 0.8701429963111877, 0.8943413496017456, 0.8716705441474915 ], "time": 83.49806092499966, "param": [ { "p": 0.06913106143474579, "m": 1.0 }, { "p": 0.007473313249647617, "m": 1.0 }, { "p": 0.0635467916727066, "m": 1.0 }, { "p": 0.0207758117467165, "m": 0.17847611010074615 }, { "p": 0.05392029136419296, "m": 0.6286601424217224 }, { "p": 0.03978778421878815, "m": 0.994441568851471 }, { "p": 0.04738708585500717, "m": 0.7062451839447021 }, { "p": 0.0574323907494545, "m": 0.7039059400558472 }, { "p": 0.055621445178985596, "m": 0.9274955987930298 }, { "p": 0.06559008359909058, "m": 0.9754972457885742 }, { "p": 0.06502192467451096, "m": 0.9504545331001282 }, { "p": 0.08827746659517288, "m": 1.0 }, { "p": 0.06115589663386345, "m": 0.331256240606308 }, { "p": 0.04319349676370621, "m": 0.7932336926460266 }, { "p": 0.07323036342859268, "m": 1.0 }, { "p": 0.060019757598638535, "m": 0.3269137144088745 }, { "p": 0.0727711170911789, "m": 1.0 }, { "p": 0.05566396936774254, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.0784580707550049, "val_loss": 0.41884443163871765, "acc": 82.69, "f1": [ 0.8591547608375549, 0.8992554545402527, 0.785603940486908, 0.6769843101501465, 0.8164249658584595, 0.7171314358711243, 0.8672653436660767, 0.8722332119941711, 0.9005495309829712, 0.8746206760406494 ], "time": 83.14018950300033, "param": [ { "p": 0.06893333792686462, "m": 1.0 }, { "p": 0.0011683310149237514, "m": 1.0 }, { "p": 0.06473277509212494, "m": 1.0 }, { "p": 0.028074141591787338, "m": 0.18039287626743317 }, { "p": 0.04921106994152069, "m": 0.6476674675941467 }, { "p": 0.028663503006100655, "m": 0.9736829996109009 }, { "p": 0.052600812166929245, "m": 0.6939092874526978 }, { "p": 0.07097563147544861, "m": 0.7419289350509644 }, { "p": 0.04784634709358215, "m": 0.9239411354064941 }, { "p": 0.06335411220788956, "m": 0.9663241505622864 }, { "p": 0.05295242741703987, "m": 0.935899555683136 }, { "p": 0.0846029669046402, "m": 1.0 }, { "p": 0.0652317926287651, "m": 0.3638816475868225 }, { "p": 0.051399972289800644, "m": 0.7865213751792908 }, { "p": 0.07846788316965103, "m": 1.0 }, { "p": 0.05401454493403435, "m": 0.3790900707244873 }, { "p": 0.07907139509916306, "m": 1.0 }, { "p": 0.058698870241642, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.072522759437561, "val_loss": 0.4743790328502655, "acc": 82.48, "f1": [ 0.8499998450279236, 0.8989545702934265, 0.7846458554267883, 0.6750755906105042, 0.8155145049095154, 0.7145084142684937, 0.8622348308563232, 0.8647292852401733, 0.9017630815505981, 0.8742391467094421 ], "time": 82.60692152699994, "param": [ { "p": 0.06658436357975006, "m": 1.0 }, { "p": 0.007298007141798735, "m": 1.0 }, { "p": 0.06508088111877441, "m": 1.0 }, { "p": 0.025029350072145462, "m": 0.18535687029361725 }, { "p": 0.05032844841480255, "m": 0.6414974331855774 }, { "p": 0.02765418030321598, "m": 0.9559146165847778 }, { "p": 0.046721022576093674, "m": 0.708806037902832 }, { "p": 0.060212813317775726, "m": 0.7465143203735352 }, { "p": 0.05097683519124985, "m": 0.8993935585021973 }, { "p": 0.06763116270303726, "m": 0.9627325534820557 }, { "p": 0.05161955580115318, "m": 0.9298433065414429 }, { "p": 0.08017965406179428, "m": 0.9994744658470154 }, { "p": 0.06499354541301727, "m": 0.40899229049682617 }, { "p": 0.06271598488092422, "m": 0.78546541929245 }, { "p": 0.08325692266225815, "m": 1.0 }, { "p": 0.049673158675432205, "m": 0.4354027807712555 }, { "p": 0.08149133622646332, "m": 1.0 }, { "p": 0.05855274200439453, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.01706862449646, "val_loss": 0.4924778640270233, "acc": 82.64, "f1": [ 0.8598983287811279, 0.9028398990631104, 0.7778913378715515, 0.6802029013633728, 0.820659875869751, 0.7134144902229309, 0.8614632487297058, 0.8667333126068115, 0.9020590782165527, 0.8736892342567444 ], "time": 82.57470617699983, "param": [ { "p": 0.06312033534049988, "m": 1.0 }, { "p": 0.0005555053940042853, "m": 1.0 }, { "p": 0.06907616555690765, "m": 1.0 }, { "p": 0.02425607666373253, "m": 0.18385934829711914 }, { "p": 0.057912182062864304, "m": 0.6378198266029358 }, { "p": 0.028097160160541534, "m": 0.9562877416610718 }, { "p": 0.03781123831868172, "m": 0.6944112777709961 }, { "p": 0.050255484879016876, "m": 0.7351585626602173 }, { "p": 0.06403625756502151, "m": 0.921321451663971 }, { "p": 0.07049629837274551, "m": 0.9655658602714539 }, { "p": 0.0548725351691246, "m": 0.9340461492538452 }, { "p": 0.08512280136346817, "m": 0.999849259853363 }, { "p": 0.062273431569337845, "m": 0.43796607851982117 }, { "p": 0.06901396065950394, "m": 0.7895255088806152 }, { "p": 0.08131103962659836, "m": 0.9971895813941956 }, { "p": 0.03722728416323662, "m": 0.5024471879005432 }, { "p": 0.08102794736623764, "m": 1.0 }, { "p": 0.06353422999382019, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.102239727973938, "val_loss": 0.5579178333282471, "acc": 82.81, "f1": [ 0.8548466563224792, 0.9021573662757874, 0.789074182510376, 0.6740888953208923, 0.8230730295181274, 0.7158216834068298, 0.8726553320884705, 0.8686056137084961, 0.9015490412712097, 0.8736423850059509 ], "time": 82.5926061300006, "param": [ { "p": 0.06403123587369919, "m": 1.0 }, { "p": 0.0005552839720621705, "m": 1.0 }, { "p": 0.07054264098405838, "m": 1.0 }, { "p": 0.018958255648612976, "m": 0.18866121768951416 }, { "p": 0.06175530329346657, "m": 0.6498231291770935 }, { "p": 0.03587577864527702, "m": 0.9546937942504883 }, { "p": 0.03653430938720703, "m": 0.696521520614624 }, { "p": 0.04545251652598381, "m": 0.7295628190040588 }, { "p": 0.06062142550945282, "m": 0.9210059642791748 }, { "p": 0.06882597506046295, "m": 0.9672273993492126 }, { "p": 0.06316132098436356, "m": 0.9293166399002075 }, { "p": 0.08523139357566833, "m": 1.0 }, { "p": 0.061539385467767715, "m": 0.47414201498031616 }, { "p": 0.06547393649816513, "m": 0.8081327080726624 }, { "p": 0.0843094140291214, "m": 0.9978713989257812 }, { "p": 0.03607876971364021, "m": 0.5606148838996887 }, { "p": 0.07805290818214417, "m": 1.0 }, { "p": 0.06300011277198792, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.8406890630722046, "val_loss": 0.4921874403953552, "acc": 82.82, "f1": [ 0.8592813014984131, 0.9017454385757446, 0.7918779850006104, 0.6712254881858826, 0.8234721422195435, 0.7193242311477661, 0.8667970895767212, 0.8665996193885803, 0.9027079939842224, 0.8704712390899658 ], "time": 82.56611649099978, "param": [ { "p": 0.06501352787017822, "m": 1.0 }, { "p": 0.003873174311593175, "m": 1.0 }, { "p": 0.06993471831083298, "m": 1.0 }, { "p": 0.007897519506514072, "m": 0.19596603512763977 }, { "p": 0.05420396476984024, "m": 0.6525455117225647 }, { "p": 0.03927362710237503, "m": 0.9552597403526306 }, { "p": 0.03992246836423874, "m": 0.7078062295913696 }, { "p": 0.02754952758550644, "m": 0.7333018183708191 }, { "p": 0.06071329861879349, "m": 0.9141563773155212 }, { "p": 0.0702272579073906, "m": 0.9789554476737976 }, { "p": 0.06815319508314133, "m": 0.9174558520317078 }, { "p": 0.08825299143791199, "m": 1.0 }, { "p": 0.07047609984874725, "m": 0.5190111398696899 }, { "p": 0.06484545022249222, "m": 0.8127387166023254 }, { "p": 0.08875048160552979, "m": 1.0 }, { "p": 0.02914857305586338, "m": 0.6199823617935181 }, { "p": 0.0863361731171608, "m": 1.0 }, { "p": 0.06542797386646271, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.0152395963668823, "val_loss": 0.4382960796356201, "acc": 82.73, "f1": [ 0.855144739151001, 0.9046896696090698, 0.782343864440918, 0.6752443313598633, 0.8219969868659973, 0.7137095332145691, 0.8646798729896545, 0.8686460256576538, 0.9036142826080322, 0.8771058917045593 ], "time": 81.97177705700051, "param": [ { "p": 0.0679851621389389, "m": 1.0 }, { "p": 0.0005557268741540611, "m": 1.0 }, { "p": 0.0724586620926857, "m": 1.0 }, { "p": 0.0108582628890872, "m": 0.2008371502161026 }, { "p": 0.05615615099668503, "m": 0.6615458130836487 }, { "p": 0.040067799389362335, "m": 0.9563541412353516 }, { "p": 0.039709001779556274, "m": 0.7102164030075073 }, { "p": 0.032901450991630554, "m": 0.7424992918968201 }, { "p": 0.056456997990608215, "m": 0.9062049984931946 }, { "p": 0.06997311115264893, "m": 0.9769089221954346 }, { "p": 0.06635048985481262, "m": 0.9112316966056824 }, { "p": 0.088194839656353, "m": 1.0 }, { "p": 0.07274042814970016, "m": 0.5692634582519531 }, { "p": 0.062908835709095, "m": 0.8185122013092041 }, { "p": 0.08833830058574677, "m": 1.0 }, { "p": 0.020489398390054703, "m": 0.6835673451423645 }, { "p": 0.08812052011489868, "m": 1.0 }, { "p": 0.06573484092950821, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.0416265726089478, "val_loss": 0.4655879735946655, "acc": 82.81, "f1": [ 0.8530429005622864, 0.9032580256462097, 0.7820314168930054, 0.6806386113166809, 0.8223199844360352, 0.7170384526252747, 0.8695650696754456, 0.8694345355033875, 0.9044264554977417, 0.8771927952766418 ], "time": 82.09256319300039, "param": [ { "p": 0.06980951875448227, "m": 1.0 }, { "p": 0.0014784804079681635, "m": 1.0 }, { "p": 0.07650544494390488, "m": 1.0 }, { "p": 0.0045912787318229675, "m": 0.20395369827747345 }, { "p": 0.05974115431308746, "m": 0.664017379283905 }, { "p": 0.0423070453107357, "m": 0.961583137512207 }, { "p": 0.04323117062449455, "m": 0.7134568691253662 }, { "p": 0.03262808173894882, "m": 0.73871910572052 }, { "p": 0.05435700714588165, "m": 0.9061662554740906 }, { "p": 0.07286087423563004, "m": 0.9814943075180054 }, { "p": 0.06471583992242813, "m": 0.9063146114349365 }, { "p": 0.09089188277721405, "m": 1.0 }, { "p": 0.07287845015525818, "m": 0.6075048446655273 }, { "p": 0.05812756344676018, "m": 0.8259405493736267 }, { "p": 0.08602399379014969, "m": 0.9997312426567078 }, { "p": 0.012186161242425442, "m": 0.7326611876487732 }, { "p": 0.08997846394777298, "m": 1.0 }, { "p": 0.06768758594989777, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.9818560481071472, "val_loss": 0.38697561621665955, "acc": 82.6, "f1": [ 0.8526209592819214, 0.901999831199646, 0.7840397357940674, 0.6728014945983887, 0.8232420086860657, 0.7091835141181946, 0.870296835899353, 0.8642098307609558, 0.9009007215499878, 0.8746266961097717 ], "time": 82.3424404690004, "param": [ { "p": 0.06902049481868744, "m": 1.0 }, { "p": 0.0005558363045565784, "m": 1.0 }, { "p": 0.07735256850719452, "m": 1.0 }, { "p": 0.009658143855631351, "m": 0.20793278515338898 }, { "p": 0.05694424733519554, "m": 0.6676411628723145 }, { "p": 0.04375731945037842, "m": 0.9650795459747314 }, { "p": 0.042795389890670776, "m": 0.7182904481887817 }, { "p": 0.03576633334159851, "m": 0.7420174479484558 }, { "p": 0.05391085520386696, "m": 0.9072141051292419 }, { "p": 0.07330717146396637, "m": 0.9844197034835815 }, { "p": 0.0655982717871666, "m": 0.911820113658905 }, { "p": 0.09020772576332092, "m": 1.0 }, { "p": 0.0721801146864891, "m": 0.648445725440979 }, { "p": 0.05679437890648842, "m": 0.8397051095962524 }, { "p": 0.08536132425069809, "m": 0.9994632601737976 }, { "p": 0.011995959095656872, "m": 0.7874760031700134 }, { "p": 0.08924536406993866, "m": 1.0 }, { "p": 0.06554847955703735, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.034156084060669, "val_loss": 0.5224730968475342, "acc": 82.55, "f1": [ 0.8524425029754639, 0.9016063213348389, 0.7839347720146179, 0.6707503199577332, 0.820289671421051, 0.7097100615501404, 0.8705069422721863, 0.8644834160804749, 0.9011424779891968, 0.8736317157745361 ], "time": 82.6834355810006, "param": [ { "p": 0.06960800290107727, "m": 1.0 }, { "p": 0.0005553527735173702, "m": 1.0 }, { "p": 0.07756230980157852, "m": 1.0 }, { "p": 0.00790976919233799, "m": 0.21577493846416473 }, { "p": 0.05706044286489487, "m": 0.6718662977218628 }, { "p": 0.044015008956193924, "m": 0.9662222266197205 }, { "p": 0.04282134771347046, "m": 0.7227466106414795 }, { "p": 0.03654003143310547, "m": 0.7457713484764099 }, { "p": 0.054061226546764374, "m": 0.9093687534332275 }, { "p": 0.07400516420602798, "m": 0.9890876412391663 }, { "p": 0.06481967866420746, "m": 0.9126947522163391 }, { "p": 0.09210100769996643, "m": 1.0 }, { "p": 0.07268620282411575, "m": 0.6867311596870422 }, { "p": 0.056029558181762695, "m": 0.8495793342590332 }, { "p": 0.08499084413051605, "m": 0.9978987574577332 }, { "p": 0.008619360625743866, "m": 0.8295250535011292 }, { "p": 0.08980444073677063, "m": 1.0 }, { "p": 0.0668102577328682, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.0115869045257568, "val_loss": 0.43873873353004456, "acc": 82.65, "f1": [ 0.8550072312355042, 0.9033231139183044, 0.7792859077453613, 0.6762884855270386, 0.8192418217658997, 0.7133499383926392, 0.8717947602272034, 0.8638873100280762, 0.9034515619277954, 0.873574435710907 ], "time": 83.74083359799988, "param": [ { "p": 0.07005346566438675, "m": 1.0 }, { "p": 0.0005556520191021264, "m": 1.0 }, { "p": 0.07810086756944656, "m": 1.0 }, { "p": 0.0069761755876243114, "m": 0.2240457683801651 }, { "p": 0.05711906775832176, "m": 0.676428496837616 }, { "p": 0.044246941804885864, "m": 0.9671733975410461 }, { "p": 0.043061450123786926, "m": 0.7271102666854858 }, { "p": 0.03582949936389923, "m": 0.7505248188972473 }, { "p": 0.05397176370024681, "m": 0.9128702878952026 }, { "p": 0.07429986447095871, "m": 0.9905223846435547 }, { "p": 0.06522512435913086, "m": 0.9170820713043213 }, { "p": 0.09256229549646378, "m": 1.0 }, { "p": 0.07264354079961777, "m": 0.7219191193580627 }, { "p": 0.05543249100446701, "m": 0.8616601228713989 }, { "p": 0.08440223336219788, "m": 0.9971268773078918 }, { "p": 0.0083182193338871, "m": 0.8685898780822754 }, { "p": 0.08992590755224228, "m": 1.0 }, { "p": 0.06727545708417892, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.072438359260559, "val_loss": 0.5189359784126282, "acc": 82.76, "f1": [ 0.85671466588974, 0.9049771428108215, 0.7830472588539124, 0.6748842597007751, 0.8211341500282288, 0.7129208445549011, 0.871364951133728, 0.8648918867111206, 0.9041643738746643, 0.8768618106842041 ], "time": 83.61917961299969, "param": [ { "p": 0.0701601654291153, "m": 1.0 }, { "p": 0.0005555739626288414, "m": 1.0 }, { "p": 0.07852473109960556, "m": 1.0 }, { "p": 0.006363296881318092, "m": 0.23327836394309998 }, { "p": 0.05718855932354927, "m": 0.6809526085853577 }, { "p": 0.044341079890728, "m": 0.9675061702728271 }, { "p": 0.042963750660419464, "m": 0.7311530113220215 }, { "p": 0.035711996257305145, "m": 0.7545076012611389 }, { "p": 0.05392708256840706, "m": 0.9161282181739807 }, { "p": 0.07459484785795212, "m": 0.9916639924049377 }, { "p": 0.06535126268863678, "m": 0.9204588532447815 }, { "p": 0.09297143667936325, "m": 1.0 }, { "p": 0.07266665250062943, "m": 0.7555173635482788 }, { "p": 0.05532030016183853, "m": 0.8737320899963379 }, { "p": 0.08448383212089539, "m": 0.9970654845237732 }, { "p": 0.007322304416447878, "m": 0.9009239077568054 }, { "p": 0.09016376733779907, "m": 1.0 }, { "p": 0.06738927215337753, "m": 1.0 } ] } ] }