| [ |
| { |
| "epoch": 0, |
| "train_loss": 1.0795126586957269, |
| "val_loss": 1.0716951559311483, |
| "val_acc": 0.5302877808293956, |
| "epoch_time": 233.73463416099548, |
| "total_time": 233.73509073257446 |
| }, |
| { |
| "epoch": 1, |
| "train_loss": 0.7961352505277859, |
| "val_loss": 0.6760272336480797, |
| "val_acc": 0.707374490370345, |
| "epoch_time": 180.84277486801147, |
| "total_time": 414.65225625038147 |
| }, |
| { |
| "epoch": 2, |
| "train_loss": 0.6624796039152354, |
| "val_loss": 0.5526637379290721, |
| "val_acc": 0.7699971000153528, |
| "epoch_time": 205.8213758468628, |
| "total_time": 620.5450859069824 |
| }, |
| { |
| "epoch": 3, |
| "train_loss": 0.5998057662204364, |
| "val_loss": 0.48234362343646464, |
| "val_acc": 0.806639258968629, |
| "epoch_time": 226.06814980506897, |
| "total_time": 846.6927914619446 |
| }, |
| { |
| "epoch": 4, |
| "train_loss": 0.5629643654556514, |
| "val_loss": 0.45481745983345095, |
| "val_acc": 0.8188191944866174, |
| "epoch_time": 226.31578969955444, |
| "total_time": 1073.0935564041138 |
| }, |
| { |
| "epoch": 5, |
| "train_loss": 0.5374352053848938, |
| "val_loss": 0.4156868283680828, |
| "val_acc": 0.8373449787618772, |
| "epoch_time": 232.41189289093018, |
| "total_time": 1305.588700056076 |
| }, |
| { |
| "epoch": 6, |
| "train_loss": 0.5198981714918884, |
| "val_loss": 0.4070666685670676, |
| "val_acc": 0.8393920267480937, |
| "epoch_time": 228.3698513507843, |
| "total_time": 1534.0264275074005 |
| }, |
| { |
| "epoch": 7, |
| "train_loss": 0.5057330485677355, |
| "val_loss": 0.39525232552420536, |
| "val_acc": 0.8464543423005407, |
| "epoch_time": 230.076189994812, |
| "total_time": 1764.1731123924255 |
| }, |
| { |
| "epoch": 8, |
| "train_loss": 0.49511222111866465, |
| "val_loss": 0.3957889460770611, |
| "val_acc": 0.8473413964279013, |
| "epoch_time": 233.36770176887512, |
| "total_time": 1997.6025350093842 |
| }, |
| { |
| "epoch": 9, |
| "train_loss": 0.48493486616809295, |
| "val_loss": 0.3858140694997655, |
| "val_acc": 0.8501390286757305, |
| "epoch_time": 232.76812386512756, |
| "total_time": 2230.4695920944214 |
| }, |
| { |
| "epoch": 10, |
| "train_loss": 0.47647510006958743, |
| "val_loss": 0.3687422862957201, |
| "val_acc": 0.8557854693710445, |
| "epoch_time": 233.022479057312, |
| "total_time": 2463.5658299922943 |
| }, |
| { |
| "epoch": 11, |
| "train_loss": 0.46926164483919935, |
| "val_loss": 0.3693183160597278, |
| "val_acc": 0.8574231077600177, |
| "epoch_time": 232.78236389160156, |
| "total_time": 2696.4220044612885 |
| }, |
| { |
| "epoch": 12, |
| "train_loss": 0.46218767994811444, |
| "val_loss": 0.3630004749150703, |
| "val_acc": 0.8599819177427884, |
| "epoch_time": 234.7656650543213, |
| "total_time": 2931.259777545929 |
| }, |
| { |
| "epoch": 13, |
| "train_loss": 0.4559432457335391, |
| "val_loss": 0.3675490295859947, |
| "val_acc": 0.8573036966274884, |
| "epoch_time": 235.01686477661133, |
| "total_time": 3166.34778547287 |
| }, |
| { |
| "epoch": 14, |
| "train_loss": 0.45102240654383685, |
| "val_loss": 0.35232034768051373, |
| "val_acc": 0.8646560106446495, |
| "epoch_time": 232.71606969833374, |
| "total_time": 3399.1018137931824 |
| }, |
| { |
| "epoch": 15, |
| "train_loss": 0.4448749779613778, |
| "val_loss": 0.35533575293323166, |
| "val_acc": 0.8642295423141877, |
| "epoch_time": 232.63900208473206, |
| "total_time": 3631.822815179825 |
| }, |
| { |
| "epoch": 16, |
| "train_loss": 0.44055677372880897, |
| "val_loss": 0.35806523829317777, |
| "val_acc": 0.8617560259975094, |
| "epoch_time": 234.22530126571655, |
| "total_time": 3866.0873351097107 |
| }, |
| { |
| "epoch": 17, |
| "train_loss": 0.43629055816728995, |
| "val_loss": 0.3451177505584528, |
| "val_acc": 0.8682724620869654, |
| "epoch_time": 233.06604719161987, |
| "total_time": 4099.18817615509 |
| }, |
| { |
| "epoch": 18, |
| "train_loss": 0.43135265342273044, |
| "val_loss": 0.34348267399889143, |
| "val_acc": 0.8685965780181164, |
| "epoch_time": 234.48780727386475, |
| "total_time": 4333.752543449402 |
| }, |
| { |
| "epoch": 19, |
| "train_loss": 0.4272465798597148, |
| "val_loss": 0.34960831761415073, |
| "val_acc": 0.8671295269613278, |
| "epoch_time": 233.9469153881073, |
| "total_time": 4567.773465156555 |
| }, |
| { |
| "epoch": 20, |
| "train_loss": 0.42374044004421046, |
| "val_loss": 0.34190010030064516, |
| "val_acc": 0.8707800958700807, |
| "epoch_time": 233.54120254516602, |
| "total_time": 4801.351222753525 |
| }, |
| { |
| "epoch": 21, |
| "train_loss": 0.4206145476533596, |
| "val_loss": 0.3434517866708498, |
| "val_acc": 0.8713771515327272, |
| "epoch_time": 228.7731487751007, |
| "total_time": 5030.208158969879 |
| }, |
| { |
| "epoch": 22, |
| "train_loss": 0.41664119917232395, |
| "val_loss": 0.34776808096640566, |
| "val_acc": 0.8683748144862763, |
| "epoch_time": 233.2267563343048, |
| "total_time": 5263.500828504562 |
| }, |
| { |
| "epoch": 23, |
| "train_loss": 0.4130364527120601, |
| "val_loss": 0.3486229026556133, |
| "val_acc": 0.8688524590163934, |
| "epoch_time": 227.1608612537384, |
| "total_time": 5490.701522350311 |
| }, |
| { |
| "epoch": 24, |
| "train_loss": 0.4095898855916798, |
| "val_loss": 0.3484993400683705, |
| "val_acc": 0.869159516214326, |
| "epoch_time": 180.61009073257446, |
| "total_time": 5671.344247341156 |
| }, |
| { |
| "epoch": 25, |
| "train_loss": 0.40594872311733693, |
| "val_loss": 0.34635889892765537, |
| "val_acc": 0.8686818716842087, |
| "epoch_time": 180.3973593711853, |
| "total_time": 5851.778596878052 |
| }, |
| { |
| "epoch": 26, |
| "train_loss": 0.40290224430147215, |
| "val_loss": 0.34311378774309276, |
| "val_acc": 0.8715818563313489, |
| "epoch_time": 184.3526575565338, |
| "total_time": 6036.17107629776 |
| }, |
| { |
| "epoch": 27, |
| "train_loss": 0.3995684243120481, |
| "val_loss": 0.33912649268705103, |
| "val_acc": 0.8737141979836577, |
| "epoch_time": 181.85581350326538, |
| "total_time": 6218.1305248737335 |
| }, |
| { |
| "epoch": 28, |
| "train_loss": 0.3962436814397964, |
| "val_loss": 0.35466079007814433, |
| "val_acc": 0.8690059876153596, |
| "epoch_time": 180.76086974143982, |
| "total_time": 6398.966605424881 |
| }, |
| { |
| "epoch": 29, |
| "train_loss": 0.3932728748524553, |
| "val_loss": 0.3470321854790024, |
| "val_acc": 0.8707118609372068, |
| "epoch_time": 180.951824426651, |
| "total_time": 6579.952223300934 |
| }, |
| { |
| "epoch": 30, |
| "train_loss": 0.3896673460649611, |
| "val_loss": 0.34241181023807693, |
| "val_acc": 0.8750959553743539, |
| "epoch_time": 180.7568371295929, |
| "total_time": 6760.7368948459625 |
| }, |
| { |
| "epoch": 31, |
| "train_loss": 0.38716726961614784, |
| "val_loss": 0.344173591933803, |
| "val_acc": 0.8732024359871036, |
| "epoch_time": 180.78464126586914, |
| "total_time": 6941.596508026123 |
| }, |
| { |
| "epoch": 32, |
| "train_loss": 0.3835994048475178, |
| "val_loss": 0.3390368797731864, |
| "val_acc": 0.8755906586376896, |
| "epoch_time": 180.87654852867126, |
| "total_time": 7122.5069172382355 |
| }, |
| { |
| "epoch": 33, |
| "train_loss": 0.38036610195860593, |
| "val_loss": 0.34054777245241646, |
| "val_acc": 0.8750106617082616, |
| "epoch_time": 180.77723670005798, |
| "total_time": 7303.368178367615 |
| }, |
| { |
| "epoch": 34, |
| "train_loss": 0.3768552260953266, |
| "val_loss": 0.3451518870915433, |
| "val_acc": 0.8731171423210112, |
| "epoch_time": 180.90533757209778, |
| "total_time": 7484.315034389496 |
| }, |
| { |
| "epoch": 35, |
| "train_loss": 0.37489455577197556, |
| "val_loss": 0.3369163786103543, |
| "val_acc": 0.8773306494259736, |
| "epoch_time": 181.07532143592834, |
| "total_time": 7665.433047294617 |
| }, |
| { |
| "epoch": 36, |
| "train_loss": 0.3710909722999194, |
| "val_loss": 0.34300035039485555, |
| "val_acc": 0.8753859538390679, |
| "epoch_time": 181.45270347595215, |
| "total_time": 7846.971784353256 |
| }, |
| { |
| "epoch": 37, |
| "train_loss": 0.3681635931459577, |
| "val_loss": 0.34902995325880026, |
| "val_acc": 0.8731171423210112, |
| "epoch_time": 180.8012659549713, |
| "total_time": 8027.814122438431 |
| }, |
| { |
| "epoch": 38, |
| "train_loss": 0.3652410448475956, |
| "val_loss": 0.3488036211485287, |
| "val_acc": 0.8748400743760768, |
| "epoch_time": 180.98304867744446, |
| "total_time": 8208.840371370316 |
| }, |
| { |
| "epoch": 39, |
| "train_loss": 0.3620686821932355, |
| "val_loss": 0.3450502340414676, |
| "val_acc": 0.8751641903072278, |
| "epoch_time": 181.164564371109, |
| "total_time": 8390.041071176529 |
| }, |
| { |
| "epoch": 40, |
| "train_loss": 0.35919300810023164, |
| "val_loss": 0.35214693737734454, |
| "val_acc": 0.8747888981764215, |
| "epoch_time": 181.15142345428467, |
| "total_time": 8571.227538585663 |
| }, |
| { |
| "epoch": 41, |
| "train_loss": 0.35610916912881047, |
| "val_loss": 0.3471728562230929, |
| "val_acc": 0.8778424114225277, |
| "epoch_time": 180.8909571170807, |
| "total_time": 8752.164781093597 |
| }, |
| { |
| "epoch": 42, |
| "train_loss": 0.3534838081414783, |
| "val_loss": 0.35145506656527187, |
| "val_acc": 0.8769041810955118, |
| "epoch_time": 180.93493914604187, |
| "total_time": 8933.178761959076 |
| }, |
| { |
| "epoch": 43, |
| "train_loss": 0.3500747392564101, |
| "val_loss": 0.3562896171352868, |
| "val_acc": 0.8755224237048157, |
| "epoch_time": 181.18508124351501, |
| "total_time": 9114.405700445175 |
| }, |
| { |
| "epoch": 44, |
| "train_loss": 0.34697158208450374, |
| "val_loss": 0.3598526205829209, |
| "val_acc": 0.873867726582624, |
| "epoch_time": 181.4567301273346, |
| "total_time": 9295.905670881271 |
| }, |
| { |
| "epoch": 45, |
| "train_loss": 0.34425519950134786, |
| "val_loss": 0.3576170795293802, |
| "val_acc": 0.8768188874294195, |
| "epoch_time": 181.2702920436859, |
| "total_time": 9477.202481985092 |
| }, |
| { |
| "epoch": 46, |
| "train_loss": 0.34073750593386365, |
| "val_loss": 0.35376684189135604, |
| "val_acc": 0.8772794732263182, |
| "epoch_time": 181.30663132667542, |
| "total_time": 9658.54892373085 |
| }, |
| { |
| "epoch": 47, |
| "train_loss": 0.33753619896142245, |
| "val_loss": 0.3601601168995506, |
| "val_acc": 0.8774330018252845, |
| "epoch_time": 181.49863624572754, |
| "total_time": 9840.085276126862 |
| }, |
| { |
| "epoch": 48, |
| "train_loss": 0.33502577170404285, |
| "val_loss": 0.3733146210531522, |
| "val_acc": 0.8714453864656011, |
| "epoch_time": 180.71443676948547, |
| "total_time": 10020.834691762924 |
| }, |
| { |
| "epoch": 49, |
| "train_loss": 0.3317341429697895, |
| "val_loss": 0.3602756159191815, |
| "val_acc": 0.8778424114225277, |
| "epoch_time": 180.3622806072235, |
| "total_time": 10201.23757481575 |
| }, |
| { |
| "epoch": 50, |
| "train_loss": 0.3284191283596655, |
| "val_loss": 0.3698666504357082, |
| "val_acc": 0.8760853619010253, |
| "epoch_time": 180.78836226463318, |
| "total_time": 10382.064843893051 |
| }, |
| { |
| "epoch": 51, |
| "train_loss": 0.32591957270318245, |
| "val_loss": 0.37458995944619355, |
| "val_acc": 0.8744988997117074, |
| "epoch_time": 180.64602375030518, |
| "total_time": 10562.750983953476 |
| }, |
| { |
| "epoch": 52, |
| "train_loss": 0.32301717742822056, |
| "val_loss": 0.3700494637877078, |
| "val_acc": 0.8758635983691851, |
| "epoch_time": 180.72168898582458, |
| "total_time": 10743.50894498825 |
| }, |
| { |
| "epoch": 53, |
| "train_loss": 0.32080357412779176, |
| "val_loss": 0.3780223865111757, |
| "val_acc": 0.8759830095017144, |
| "epoch_time": 180.31463646888733, |
| "total_time": 10923.868632555008 |
| }, |
| { |
| "epoch": 54, |
| "train_loss": 0.3177837595978028, |
| "val_loss": 0.37197272728467246, |
| "val_acc": 0.875931833302059, |
| "epoch_time": 180.37926506996155, |
| "total_time": 11104.298577785492 |
| }, |
| { |
| "epoch": 55, |
| "train_loss": 0.3148632243877545, |
| "val_loss": 0.37576844978108015, |
| "val_acc": 0.8786271131505774, |
| "epoch_time": 180.1367826461792, |
| "total_time": 11284.480861186981 |
| }, |
| { |
| "epoch": 56, |
| "train_loss": 0.31238680551698894, |
| "val_loss": 0.37624138693013087, |
| "val_acc": 0.8755053649715973, |
| "epoch_time": 180.36472868919373, |
| "total_time": 11464.908108234406 |
| }, |
| { |
| "epoch": 57, |
| "train_loss": 0.3092197989922944, |
| "val_loss": 0.37941283910932283, |
| "val_acc": 0.8785077020180482, |
| "epoch_time": 180.37972974777222, |
| "total_time": 11645.324934720993 |
| }, |
| { |
| "epoch": 58, |
| "train_loss": 0.30702891783162495, |
| "val_loss": 0.37919814885043923, |
| "val_acc": 0.8783882908855188, |
| "epoch_time": 181.25506687164307, |
| "total_time": 11826.616288423538 |
| }, |
| { |
| "epoch": 59, |
| "train_loss": 0.3043012030048532, |
| "val_loss": 0.38937011192692567, |
| "val_acc": 0.8766994762968902, |
| "epoch_time": 180.79130482673645, |
| "total_time": 12007.432317018509 |
| }, |
| { |
| "epoch": 60, |
| "train_loss": 0.30190752301869433, |
| "val_loss": 0.39027282355115217, |
| "val_acc": 0.8767506524965456, |
| "epoch_time": 180.94019269943237, |
| "total_time": 12188.41710114479 |
| }, |
| { |
| "epoch": 61, |
| "train_loss": 0.299538977940335, |
| "val_loss": 0.38935575672154277, |
| "val_acc": 0.8774159430920659, |
| "epoch_time": 181.09706902503967, |
| "total_time": 12369.551244974136 |
| }, |
| { |
| "epoch": 62, |
| "train_loss": 0.29734915206168155, |
| "val_loss": 0.39129387193777, |
| "val_acc": 0.8773135906927552, |
| "epoch_time": 180.84291553497314, |
| "total_time": 12550.441718101501 |
| }, |
| { |
| "epoch": 63, |
| "train_loss": 0.29474916932982387, |
| "val_loss": 0.3874155071463723, |
| "val_acc": 0.8794288736118456, |
| "epoch_time": 180.95794868469238, |
| "total_time": 12731.443905353546 |
| }, |
| { |
| "epoch": 64, |
| "train_loss": 0.293229893085803, |
| "val_loss": 0.39469525484660434, |
| "val_acc": 0.877381825625629, |
| "epoch_time": 180.60537838935852, |
| "total_time": 12912.136930942535 |
| }, |
| { |
| "epoch": 65, |
| "train_loss": 0.2908821868014778, |
| "val_loss": 0.4012729570395919, |
| "val_acc": 0.8755735999044711, |
| "epoch_time": 180.61949729919434, |
| "total_time": 13092.7977039814 |
| }, |
| { |
| "epoch": 66, |
| "train_loss": 0.288212364816054, |
| "val_loss": 0.3957393433643793, |
| "val_acc": 0.8791218164139131, |
| "epoch_time": 180.90516185760498, |
| "total_time": 13273.739367961884 |
| }, |
| { |
| "epoch": 67, |
| "train_loss": 0.2866999307834425, |
| "val_loss": 0.4024949880626558, |
| "val_acc": 0.8772453557598813, |
| "epoch_time": 180.8164324760437, |
| "total_time": 13454.595285654068 |
| }, |
| { |
| "epoch": 68, |
| "train_loss": 0.28441299173541723, |
| "val_loss": 0.40392874138896306, |
| "val_acc": 0.8771430033605705, |
| "epoch_time": 180.97651720046997, |
| "total_time": 13635.61644911766 |
| }, |
| { |
| "epoch": 69, |
| "train_loss": 0.28283018266627624, |
| "val_loss": 0.40610098974241216, |
| "val_acc": 0.8792924037460979, |
| "epoch_time": 180.82184648513794, |
| "total_time": 13816.485552549362 |
| }, |
| { |
| "epoch": 70, |
| "train_loss": 0.2808571574095165, |
| "val_loss": 0.40540448293534453, |
| "val_acc": 0.8787465242831067, |
| "epoch_time": 181.38928651809692, |
| "total_time": 13997.91778254509 |
| }, |
| { |
| "epoch": 71, |
| "train_loss": 0.27926645570284153, |
| "val_loss": 0.40094925706082873, |
| "val_acc": 0.8811006294672558, |
| "epoch_time": 181.12492299079895, |
| "total_time": 14179.086436510086 |
| }, |
| { |
| "epoch": 72, |
| "train_loss": 0.2779584505949088, |
| "val_loss": 0.40753107309581393, |
| "val_acc": 0.8790194640146023, |
| "epoch_time": 181.07930660247803, |
| "total_time": 14360.25036740303 |
| }, |
| { |
| "epoch": 73, |
| "train_loss": 0.2754064554584469, |
| "val_loss": 0.41280872280352315, |
| "val_acc": 0.8799747530748366, |
| "epoch_time": 180.74566531181335, |
| "total_time": 14541.038572788239 |
| }, |
| { |
| "epoch": 74, |
| "train_loss": 0.2741882431780407, |
| "val_loss": 0.41112741435945355, |
| "val_acc": 0.879804165742652, |
| "epoch_time": 180.93321919441223, |
| "total_time": 14722.013474464417 |
| }, |
| { |
| "epoch": 75, |
| "train_loss": 0.2725240681076414, |
| "val_loss": 0.4190796175522179, |
| "val_acc": 0.8791388751471316, |
| "epoch_time": 180.7459306716919, |
| "total_time": 14902.80364060402 |
| }, |
| { |
| "epoch": 76, |
| "train_loss": 0.27108797039755306, |
| "val_loss": 0.41597267648433967, |
| "val_acc": 0.878354173419082, |
| "epoch_time": 180.56327724456787, |
| "total_time": 15083.401557445526 |
| }, |
| { |
| "epoch": 77, |
| "train_loss": 0.2703570342545426, |
| "val_loss": 0.41832751401019264, |
| "val_acc": 0.8789682878149468, |
| "epoch_time": 181.09362363815308, |
| "total_time": 15264.53368473053 |
| }, |
| { |
| "epoch": 78, |
| "train_loss": 0.26863983338576736, |
| "val_loss": 0.4200114444119605, |
| "val_acc": 0.8790024052813838, |
| "epoch_time": 180.9093668460846, |
| "total_time": 15445.48665356636 |
| }, |
| { |
| "epoch": 79, |
| "train_loss": 0.2669975138533714, |
| "val_loss": 0.4182257423303919, |
| "val_acc": 0.8805206325378278, |
| "epoch_time": 181.04994797706604, |
| "total_time": 15626.58103299141 |
| }, |
| { |
| "epoch": 80, |
| "train_loss": 0.26602983881422526, |
| "val_loss": 0.4191724372754836, |
| "val_acc": 0.8806571024035755, |
| "epoch_time": 342.47675466537476, |
| "total_time": 15969.086967468262 |
| }, |
| { |
| "epoch": 81, |
| "train_loss": 0.26520544629722964, |
| "val_loss": 0.42198973069205864, |
| "val_acc": 0.8805547500042646, |
| "epoch_time": 374.8884437084198, |
| "total_time": 16344.026514530182 |
| }, |
| { |
| "epoch": 82, |
| "train_loss": 0.26391680428847736, |
| "val_loss": 0.4226688879506354, |
| "val_acc": 0.8805035738046093, |
| "epoch_time": 376.1081187725067, |
| "total_time": 16720.189403533936 |
| }, |
| { |
| "epoch": 83, |
| "train_loss": 0.26288032094952063, |
| "val_loss": 0.4256760806165038, |
| "val_acc": 0.8808276897357602, |
| "epoch_time": 376.71321964263916, |
| "total_time": 17096.984979629517 |
| }, |
| { |
| "epoch": 84, |
| "train_loss": 0.26194686839544096, |
| "val_loss": 0.424936349575649, |
| "val_acc": 0.8802476928063322, |
| "epoch_time": 371.4937334060669, |
| "total_time": 17468.51471376419 |
| }, |
| { |
| "epoch": 85, |
| "train_loss": 0.26151365476078864, |
| "val_loss": 0.4264938837796065, |
| "val_acc": 0.8807935722693233, |
| "epoch_time": 375.7806718349457, |
| "total_time": 17844.333913564682 |
| }, |
| { |
| "epoch": 86, |
| "train_loss": 0.25980846856326256, |
| "val_loss": 0.4282167559341444, |
| "val_acc": 0.8806229849371385, |
| "epoch_time": 376.38868737220764, |
| "total_time": 18220.755764484406 |
| }, |
| { |
| "epoch": 87, |
| "train_loss": 0.25959386504926274, |
| "val_loss": 0.4294266461842063, |
| "val_acc": 0.8800771054741475, |
| "epoch_time": 375.7230134010315, |
| "total_time": 18596.51949286461 |
| }, |
| { |
| "epoch": 88, |
| "train_loss": 0.25870987872987594, |
| "val_loss": 0.42802796209524074, |
| "val_acc": 0.8813053342658774, |
| "epoch_time": 368.86071705818176, |
| "total_time": 18965.420047044754 |
| }, |
| { |
| "epoch": 89, |
| "train_loss": 0.2584493853656095, |
| "val_loss": 0.4312447772596516, |
| "val_acc": 0.8803500452056431, |
| "epoch_time": 373.9384229183197, |
| "total_time": 19339.433968544006 |
| }, |
| { |
| "epoch": 90, |
| "train_loss": 0.2576836458606621, |
| "val_loss": 0.4320743268153674, |
| "val_acc": 0.8812370993330035, |
| "epoch_time": 374.4097566604614, |
| "total_time": 19713.88266849518 |
| }, |
| { |
| "epoch": 91, |
| "train_loss": 0.25708399045252645, |
| "val_loss": 0.43335755066874815, |
| "val_acc": 0.8805206325378278, |
| "epoch_time": 374.4387128353119, |
| "total_time": 20088.360241651535 |
| }, |
| { |
| "epoch": 92, |
| "train_loss": 0.25695011982751204, |
| "val_loss": 0.4331589193476379, |
| "val_acc": 0.8807935722693233, |
| "epoch_time": 369.97471141815186, |
| "total_time": 20458.379630088806 |
| }, |
| { |
| "epoch": 93, |
| "train_loss": 0.25649633061742677, |
| "val_loss": 0.4339831526908511, |
| "val_acc": 0.8807935722693233, |
| "epoch_time": 373.83868527412415, |
| "total_time": 20832.262486934662 |
| }, |
| { |
| "epoch": 94, |
| "train_loss": 0.256159201557199, |
| "val_loss": 0.4343939084068511, |
| "val_acc": 0.8804012214052984, |
| "epoch_time": 374.7050964832306, |
| "total_time": 21207.015268564224 |
| }, |
| { |
| "epoch": 95, |
| "train_loss": 0.255735578820695, |
| "val_loss": 0.4327440471216103, |
| "val_acc": 0.8811518056669112, |
| "epoch_time": 374.85472297668457, |
| "total_time": 21581.906280994415 |
| }, |
| { |
| "epoch": 96, |
| "train_loss": 0.25557243834579096, |
| "val_loss": 0.43314220732817443, |
| "val_acc": 0.8809471008682895, |
| "epoch_time": 374.35915327072144, |
| "total_time": 21956.31002187729 |
| }, |
| { |
| "epoch": 97, |
| "train_loss": 0.2558768657341144, |
| "val_loss": 0.4330610530130496, |
| "val_acc": 0.8813906279319698, |
| "epoch_time": 369.3786165714264, |
| "total_time": 22325.73244214058 |
| }, |
| { |
| "epoch": 98, |
| "train_loss": 0.2553785433138692, |
| "val_loss": 0.4329025658477514, |
| "val_acc": 0.881288275532659, |
| "epoch_time": 373.87796449661255, |
| "total_time": 22699.70087337494 |
| }, |
| { |
| "epoch": 99, |
| "train_loss": 0.25546343360242624, |
| "val_loss": 0.43301312022686567, |
| "val_acc": 0.8811518056669112, |
| "epoch_time": 375.02113819122314, |
| "total_time": 23074.765045404434 |
| } |
| ] |
