qingxin1999's picture
Restructure: all figure data under Data/ prefix
b5f096e verified
Raw
History Blame Contribute Delete
167 kB
[
{
"epoch": 1,
"train": {
"gate_loss": 0.33271602477596973,
"exist_loss": 0.0925464515327817,
"type_loss": 1.652230609964809,
"loss": 2.0774930862735603,
"gate_mcc": 0.517998035530312,
"gate_f1": 0.8273092965607327,
"exist_mcc": 0.542402270591313,
"exist_auroc": 0.8602108359336853,
"exist_f1": 0.6002933562408326,
"exist_P": 0.7711664639730943,
"exist_R": 0.4914083429008802,
"type_acc": 0.7869690011481056,
"type_trueprob": 0.5124701396286647
},
"val": {
"gate_loss": 0.4174005917410633,
"exist_loss": 0.07139600046233835,
"type_loss": 1.080397694218737,
"loss": 1.5691942864221387,
"gate_mcc": 0.5246394617057755,
"gate_f1": 0.6219803966967663,
"exist_mcc": 0.7961793793513162,
"exist_auroc": 0.9270378947257996,
"exist_f1": 0.8234617596319723,
"exist_P": 0.9553525608128913,
"exist_R": 0.7235696517412935,
"type_acc": 0.9410758706467661,
"type_trueprob": 0.5833888205917395
},
"lr": 1e-05,
"arch": "mpnn"
},
{
"epoch": 2,
"train": {
"gate_loss": 0.11975621045082413,
"exist_loss": 0.05368164722223661,
"type_loss": 0.27250063769855076,
"loss": 0.4459384953716115,
"gate_mcc": 0.8238800569998623,
"gate_f1": 0.9350221659278023,
"exist_mcc": 0.7813343989997057,
"exist_auroc": 0.9541681408882141,
"exist_f1": 0.8218617297528488,
"exist_P": 0.8784039704825964,
"exist_R": 0.772158438576349,
"type_acc": 0.9725411404515882,
"type_trueprob": 0.9387654295380071
},
"val": {
"gate_loss": 0.10428373568174051,
"exist_loss": 0.042207222343763756,
"type_loss": 0.20531330692334288,
"loss": 0.35180426494884715,
"gate_mcc": 0.8942007851670974,
"gate_f1": 0.9154895275207013,
"exist_mcc": 0.7971894005056817,
"exist_auroc": 0.9752209186553955,
"exist_f1": 0.8253102173721728,
"exist_P": 0.9509227337254107,
"exist_R": 0.7290111940298507,
"type_acc": 0.9748134328358209,
"type_trueprob": 0.9507377228667191
},
"lr": 2e-05,
"arch": "mpnn"
},
{
"epoch": 3,
"train": {
"gate_loss": 0.09547305495040845,
"exist_loss": 0.04346122376303402,
"type_loss": 0.10815073868353882,
"loss": 0.2470850173969813,
"gate_mcc": 0.8557162242662049,
"gate_f1": 0.9473699813967966,
"exist_mcc": 0.8087517544982243,
"exist_auroc": 0.9728387594223022,
"exist_f1": 0.8458655808545781,
"exist_P": 0.8839627462636755,
"exist_R": 0.8109165709911978,
"type_acc": 0.9927956371986223,
"type_trueprob": 0.9806852210767872
},
"val": {
"gate_loss": 0.07618530139213293,
"exist_loss": 0.03500011800806139,
"type_loss": 0.07288259994477833,
"loss": 0.18406801934497266,
"gate_mcc": 0.8982927239931722,
"gate_f1": 0.9198322348711803,
"exist_mcc": 0.8419968011164563,
"exist_auroc": 0.9833680987358093,
"exist_f1": 0.8703442554956451,
"exist_P": 0.9329539391783745,
"exist_R": 0.8156094527363185,
"type_acc": 0.9950248756218906,
"type_trueprob": 0.9865997869391643
},
"lr": 3e-05,
"arch": "mpnn"
},
{
"epoch": 4,
"train": {
"gate_loss": 0.0859081370118973,
"exist_loss": 0.03663030668623454,
"type_loss": 0.04246973094236447,
"loss": 0.1650081746404963,
"gate_mcc": 0.8705535685412032,
"gate_f1": 0.9534219901312151,
"exist_mcc": 0.8329492641003018,
"exist_auroc": 0.9816309213638306,
"exist_f1": 0.8662096678879565,
"exist_P": 0.892474427666829,
"exist_R": 0.8414466130884042,
"type_acc": 0.9974071947952545,
"type_trueprob": 0.9917778829756342
},
"val": {
"gate_loss": 0.07351497238128853,
"exist_loss": 0.029513945168724673,
"type_loss": 0.024615468009200548,
"loss": 0.12764438555921376,
"gate_mcc": 0.8997454632030167,
"gate_f1": 0.9218363743378459,
"exist_mcc": 0.8665224358913716,
"exist_auroc": 0.9881064295768738,
"exist_f1": 0.8927221552070768,
"exist_P": 0.9246210228219224,
"exist_R": 0.8629508706467661,
"type_acc": 0.9981343283582089,
"type_trueprob": 0.9952221587485638
},
"lr": 4e-05,
"arch": "mpnn"
},
{
"epoch": 5,
"train": {
"gate_loss": 0.08208195113715125,
"exist_loss": 0.030939931207281703,
"type_loss": 0.017321248713322114,
"loss": 0.13034313105775505,
"gate_mcc": 0.8792055671774173,
"gate_f1": 0.9569800004410045,
"exist_mcc": 0.8584596208679888,
"exist_auroc": 0.9871442914009094,
"exist_f1": 0.8871193465805193,
"exist_P": 0.9046094177315896,
"exist_R": 0.8702927669345579,
"type_acc": 0.9988997321086873,
"type_trueprob": 0.9964539184453521
},
"val": {
"gate_loss": 0.07068078562010478,
"exist_loss": 0.025247463801908347,
"type_loss": 0.010007232380697761,
"loss": 0.10593548180271088,
"gate_mcc": 0.9063664399918843,
"gate_f1": 0.9272057533766006,
"exist_mcc": 0.8894683052773852,
"exist_auroc": 0.9913414120674133,
"exist_f1": 0.9120844493461479,
"exist_P": 0.924465027147876,
"exist_R": 0.9000310945273632,
"type_acc": 0.9989894278606966,
"type_trueprob": 0.9978172142725827
},
"lr": 5e-05,
"arch": "mpnn"
},
{
"epoch": 6,
"train": {
"gate_loss": 0.08125615739800383,
"exist_loss": 0.027043658837921175,
"type_loss": 0.009831850053065777,
"loss": 0.11813166628899079,
"gate_mcc": 0.8806000027581434,
"gate_f1": 0.9578639538548361,
"exist_mcc": 0.8775048577857087,
"exist_auroc": 0.9902417659759521,
"exist_f1": 0.9026276461455871,
"exist_P": 0.9126786185851354,
"exist_R": 0.8927956371986223,
"type_acc": 0.9994163796402602,
"type_trueprob": 0.9981037507785311
},
"val": {
"gate_loss": 0.07159887880998493,
"exist_loss": 0.022409183897267034,
"type_loss": 0.0043687317386837225,
"loss": 0.0983767944459357,
"gate_mcc": 0.9091422994757121,
"gate_f1": 0.9294856876890855,
"exist_mcc": 0.9003905456215552,
"exist_auroc": 0.9932404160499573,
"exist_f1": 0.9210803226937917,
"exist_P": 0.9235638921453693,
"exist_R": 0.9186100746268657,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9989367717812162
},
"lr": 6e-05,
"arch": "mpnn"
},
{
"epoch": 7,
"train": {
"gate_loss": 0.07292672068754671,
"exist_loss": 0.02400740665052381,
"type_loss": 0.004091951599232852,
"loss": 0.10102607893730338,
"gate_mcc": 0.8937810473567017,
"gate_f1": 0.9624259661056707,
"exist_mcc": 0.890856177130035,
"exist_auroc": 0.9923959374427795,
"exist_f1": 0.9133757409699181,
"exist_P": 0.9194547587423774,
"exist_R": 0.9073765786452354,
"type_acc": 0.9997703788748565,
"type_trueprob": 0.999034043321927
},
"val": {
"gate_loss": 0.06709632833025864,
"exist_loss": 0.020235448328834067,
"type_loss": 0.0023291325418306774,
"loss": 0.08966090920092337,
"gate_mcc": 0.9136040050270298,
"gate_f1": 0.9329849012775842,
"exist_mcc": 0.9100183318619268,
"exist_auroc": 0.994566798210144,
"exist_f1": 0.9288421378296852,
"exist_P": 0.9241957826689241,
"exist_R": 0.933535447761194,
"type_acc": 0.9997667910447762,
"type_trueprob": 0.99940535735654
},
"lr": 7e-05,
"arch": "mpnn"
},
{
"epoch": 8,
"train": {
"gate_loss": 0.06782402316200926,
"exist_loss": 0.022051580856897946,
"type_loss": 0.0034024113800100795,
"loss": 0.09327801539891728,
"gate_mcc": 0.9031321548811714,
"gate_f1": 0.9660117533549689,
"exist_mcc": 0.8991940977432955,
"exist_auroc": 0.9936091899871826,
"exist_f1": 0.9200966897200028,
"exist_P": 0.9224769671673944,
"exist_R": 0.9177286643704554,
"type_acc": 0.9996364332185228,
"type_trueprob": 0.99911109889279
},
"val": {
"gate_loss": 0.0658798533738349,
"exist_loss": 0.01878302984909925,
"type_loss": 0.001055588581546996,
"loss": 0.08571847180448114,
"gate_mcc": 0.9165965146075462,
"gate_f1": 0.9353888792655466,
"exist_mcc": 0.915474205987596,
"exist_auroc": 0.9953824281692505,
"exist_f1": 0.933199938433123,
"exist_P": 0.9239561109417861,
"exist_R": 0.9426305970149254,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9996633014238593
},
"lr": 8e-05,
"arch": "mpnn"
},
{
"epoch": 9,
"train": {
"gate_loss": 0.06384727090192698,
"exist_loss": 0.020225775800297406,
"type_loss": 0.0013448114884687633,
"loss": 0.08541785819069314,
"gate_mcc": 0.9087461402828592,
"gate_f1": 0.9680195184665733,
"exist_mcc": 0.9065447103429378,
"exist_auroc": 0.9946542978286743,
"exist_f1": 0.9259753617988279,
"exist_P": 0.926041816181044,
"exist_R": 0.925908916953693,
"type_acc": 0.9998756218905472,
"type_trueprob": 0.99961296377901
},
"val": {
"gate_loss": 0.06431548215573288,
"exist_loss": 0.01749329398971428,
"type_loss": 0.0007330234846654966,
"loss": 0.08254179963011266,
"gate_mcc": 0.9188572655969488,
"gate_f1": 0.9371691599539701,
"exist_mcc": 0.9209722630986494,
"exist_auroc": 0.9960151314735413,
"exist_f1": 0.9375432659026229,
"exist_P": 0.9277667833764652,
"exist_R": 0.9475279850746269,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9997765695982015
},
"lr": 9e-05,
"arch": "mpnn"
},
{
"epoch": 10,
"train": {
"gate_loss": 0.06374724787742432,
"exist_loss": 0.019231842849395393,
"type_loss": 0.0008548038884206157,
"loss": 0.08383389461524034,
"gate_mcc": 0.9088281080330871,
"gate_f1": 0.96818344313365,
"exist_mcc": 0.9111865909024585,
"exist_auroc": 0.9951760172843933,
"exist_f1": 0.9296860078689025,
"exist_P": 0.9279491383254537,
"exist_R": 0.9314293915040184,
"type_acc": 0.9999617298124761,
"type_trueprob": 0.9997657566384434
},
"val": {
"gate_loss": 0.06339189463583386,
"exist_loss": 0.01651216066540209,
"type_loss": 0.000670452785839141,
"loss": 0.0805745080870751,
"gate_mcc": 0.920617729892198,
"gate_f1": 0.9385288361920111,
"exist_mcc": 0.9250667174212679,
"exist_auroc": 0.9964553713798523,
"exist_f1": 0.9407788616637223,
"exist_P": 0.9297100349172612,
"exist_R": 0.9521144278606966,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998005162924528
},
"lr": 0.0001,
"arch": "mpnn"
},
{
"epoch": 11,
"train": {
"gate_loss": 0.05916872216924847,
"exist_loss": 0.018167384131658523,
"type_loss": 0.0005257556414862921,
"loss": 0.07786186194239329,
"gate_mcc": 0.9165593105776204,
"gate_f1": 0.9710320118843028,
"exist_mcc": 0.9157041269123136,
"exist_auroc": 0.9956929683685303,
"exist_f1": 0.9332773654385529,
"exist_P": 0.9305962482401735,
"exist_R": 0.9359739762724837,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9998548143447427
},
"val": {
"gate_loss": 0.06264842675766782,
"exist_loss": 0.01579130348442591,
"type_loss": 0.0005045347589249153,
"loss": 0.07894426500101864,
"gate_mcc": 0.9211167958622907,
"gate_f1": 0.9389299845174609,
"exist_mcc": 0.9287557609235585,
"exist_auroc": 0.9967738389968872,
"exist_f1": 0.9436900652090526,
"exist_P": 0.9314705436922611,
"exist_R": 0.9562344527363185,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998324577932927
},
"lr": 9.999323359712723e-05,
"arch": "mpnn"
},
{
"epoch": 12,
"train": {
"gate_loss": 0.05676426602837593,
"exist_loss": 0.017221609565796558,
"type_loss": 0.00031927540628980713,
"loss": 0.07430515100046228,
"gate_mcc": 0.9201783544994333,
"gate_f1": 0.9722786552198703,
"exist_mcc": 0.919729943970347,
"exist_auroc": 0.9961153864860535,
"exist_f1": 0.9364789732204536,
"exist_P": 0.9326621053530589,
"exist_R": 0.9403272101033295,
"type_acc": 1.0,
"type_trueprob": 0.9998915171924333
},
"val": {
"gate_loss": 0.0606829609201362,
"exist_loss": 0.015181215059955622,
"type_loss": 0.0005200045225599404,
"loss": 0.07638418050265176,
"gate_mcc": 0.9235699167859888,
"gate_f1": 0.9408256880733945,
"exist_mcc": 0.9319933302053925,
"exist_auroc": 0.9970182180404663,
"exist_f1": 0.9462398529637004,
"exist_P": 0.9323875641412617,
"exist_R": 0.9605099502487562,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998324314382538
},
"lr": 9.997293623837585e-05,
"arch": "mpnn"
},
{
"epoch": 13,
"train": {
"gate_loss": 0.05544074181366501,
"exist_loss": 0.016570780497446237,
"type_loss": 0.00021355317434182638,
"loss": 0.07222507548545307,
"gate_mcc": 0.9218324492534988,
"gate_f1": 0.9728982300884956,
"exist_mcc": 0.9238050422294596,
"exist_auroc": 0.9964084625244141,
"exist_f1": 0.9397061275035127,
"exist_P": 0.9356285863328117,
"exist_R": 0.9438193647148871,
"type_acc": 0.999980864906238,
"type_trueprob": 0.9999129279655284
},
"val": {
"gate_loss": 0.05878036254862354,
"exist_loss": 0.014603554695525886,
"type_loss": 0.0006299902237386099,
"loss": 0.07401390746788804,
"gate_mcc": 0.9264764476801477,
"gate_f1": 0.9430717193143382,
"exist_mcc": 0.9331833458287169,
"exist_auroc": 0.9972347021102905,
"exist_f1": 0.9471826934141384,
"exist_P": 0.9348830165821156,
"exist_R": 0.9598103233830846,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998449457262583
},
"lr": 9.993911347284109e-05,
"arch": "mpnn"
},
{
"epoch": 14,
"train": {
"gate_loss": 0.051785882150318575,
"exist_loss": 0.0158144079187929,
"type_loss": 0.00012414101867474426,
"loss": 0.06772443108778622,
"gate_mcc": 0.9286960186965517,
"gate_f1": 0.9753398764085787,
"exist_mcc": 0.9267798806203899,
"exist_auroc": 0.9967218041419983,
"exist_f1": 0.9420708356128542,
"exist_P": 0.9368784595732602,
"exist_R": 0.9473210868733257,
"type_acc": 1.0,
"type_trueprob": 0.9999470767325201
},
"val": {
"gate_loss": 0.05828117009271042,
"exist_loss": 0.01412519102958083,
"type_loss": 0.0005151210657747443,
"loss": 0.07292148218806599,
"gate_mcc": 0.9266405628088322,
"gate_f1": 0.9431935078294662,
"exist_mcc": 0.9354199325377859,
"exist_auroc": 0.9974132180213928,
"exist_f1": 0.9489482573314909,
"exist_P": 0.9372914771003943,
"exist_R": 0.960898631840796,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998553133574292
},
"lr": 9.989177454732935e-05,
"arch": "mpnn"
},
{
"epoch": 15,
"train": {
"gate_loss": 0.05117596548360005,
"exist_loss": 0.01549338776842669,
"type_loss": 0.00016939674921886177,
"loss": 0.0668387500012456,
"gate_mcc": 0.9276128697761588,
"gate_f1": 0.9749792826715904,
"exist_mcc": 0.9279780255916241,
"exist_auroc": 0.9968520998954773,
"exist_f1": 0.9430160792207359,
"exist_P": 0.9380745453340529,
"exist_R": 0.9480099502487562,
"type_acc": 0.999980864906238,
"type_trueprob": 0.9999252741244666
},
"val": {
"gate_loss": 0.055827393727761174,
"exist_loss": 0.013788768435981797,
"type_loss": 0.00031329236570696315,
"loss": 0.06992945452944993,
"gate_mcc": 0.9290072881131658,
"gate_f1": 0.9450272284322156,
"exist_mcc": 0.9361622898341868,
"exist_auroc": 0.9975396394729614,
"exist_f1": 0.9495321368308023,
"exist_P": 0.9370269452013321,
"exist_R": 0.9623756218905473,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999032663042421
},
"lr": 9.983093240383017e-05,
"arch": "mpnn"
},
{
"epoch": 16,
"train": {
"gate_loss": 0.05009939785038846,
"exist_loss": 0.01498874276065874,
"type_loss": 0.0001370967769809462,
"loss": 0.06522523738802814,
"gate_mcc": 0.9309485330005445,
"gate_f1": 0.9761513755468034,
"exist_mcc": 0.9304525714345664,
"exist_auroc": 0.9970470666885376,
"exist_f1": 0.9449744260735102,
"exist_P": 0.9398987269887843,
"exist_R": 0.9501052430156908,
"type_acc": 1.0,
"type_trueprob": 0.9999515680896337
},
"val": {
"gate_loss": 0.05735950945492882,
"exist_loss": 0.013462565867488636,
"type_loss": 0.00023779667202235917,
"loss": 0.0710598719944398,
"gate_mcc": 0.9292711703372217,
"gate_f1": 0.9452219112355059,
"exist_mcc": 0.9376618400822473,
"exist_auroc": 0.9976562857627869,
"exist_f1": 0.95071529935182,
"exist_P": 0.9382996441819971,
"exist_R": 0.9634639303482587,
"type_acc": 1.0,
"type_trueprob": 0.999917465563289
},
"lr": 9.975660367597807e-05,
"arch": "mpnn"
},
{
"epoch": 17,
"train": {
"gate_loss": 0.04734090092876712,
"exist_loss": 0.014522609851341314,
"type_loss": 9.495669833862326e-05,
"loss": 0.061958467478447056,
"gate_mcc": 0.934439857651143,
"gate_f1": 0.9774138043691329,
"exist_mcc": 0.9322583543525693,
"exist_auroc": 0.9972221851348877,
"exist_f1": 0.9464051292783622,
"exist_P": 0.9410162309409406,
"exist_R": 0.9518561040949101,
"type_acc": 1.0,
"type_trueprob": 0.9999594392422465
},
"val": {
"gate_loss": 0.05708773756442797,
"exist_loss": 0.013128942731632046,
"type_loss": 0.00011678751769296938,
"loss": 0.07033346781375298,
"gate_mcc": 0.9301264622879676,
"gate_f1": 0.9458734956938346,
"exist_mcc": 0.9387614070788692,
"exist_auroc": 0.9977704286575317,
"exist_f1": 0.9515783021759118,
"exist_P": 0.9380664652567976,
"exist_R": 0.9654850746268657,
"type_acc": 1.0,
"type_trueprob": 0.9999501061120734
},
"lr": 9.96688086845051e-05,
"arch": "mpnn"
},
{
"epoch": 18,
"train": {
"gate_loss": 0.045487742135992514,
"exist_loss": 0.014181144492207703,
"type_loss": 8.861668311237353e-05,
"loss": 0.05975750331131259,
"gate_mcc": 0.9367729179587002,
"gate_f1": 0.9782236288144944,
"exist_mcc": 0.9336665107805081,
"exist_auroc": 0.997353732585907,
"exist_f1": 0.9475196058382358,
"exist_P": 0.9420136360627523,
"exist_R": 0.9530903176425565,
"type_acc": 1.0,
"type_trueprob": 0.9999579777445685
},
"val": {
"gate_loss": 0.05575765127901928,
"exist_loss": 0.012866435912704146,
"type_loss": 0.00011516843209698443,
"loss": 0.06873925562382041,
"gate_mcc": 0.931127857777052,
"gate_f1": 0.9466423440884733,
"exist_mcc": 0.9403930496102655,
"exist_auroc": 0.997857391834259,
"exist_f1": 0.9528663396689148,
"exist_P": 0.9396160822249093,
"exist_R": 0.9664956467661692,
"type_acc": 1.0,
"type_trueprob": 0.9999546454895046
},
"lr": 9.956757143168529e-05,
"arch": "mpnn"
},
{
"epoch": 19,
"train": {
"gate_loss": 0.0440337528900934,
"exist_loss": 0.013848478537801585,
"type_loss": 8.219106452025105e-05,
"loss": 0.057964422492415235,
"gate_mcc": 0.93889264288011,
"gate_f1": 0.9789913527943823,
"exist_mcc": 0.9358963729812685,
"exist_auroc": 0.9974694848060608,
"exist_f1": 0.9492835981301744,
"exist_P": 0.9436875395917441,
"exist_R": 0.9549464217374665,
"type_acc": 1.0,
"type_trueprob": 0.9999678811395575
},
"val": {
"gate_loss": 0.05614707468633747,
"exist_loss": 0.012625391823419723,
"type_loss": 9.989436894765163e-05,
"loss": 0.06887236087870485,
"gate_mcc": 0.9310674657522832,
"gate_f1": 0.9465944713593617,
"exist_mcc": 0.9420221630408115,
"exist_auroc": 0.9979303479194641,
"exist_f1": 0.9541580281041234,
"exist_P": 0.942649066909422,
"exist_R": 0.9659514925373134,
"type_acc": 1.0,
"type_trueprob": 0.9999598965456533
},
"lr": 9.945291959477271e-05,
"arch": "mpnn"
},
{
"epoch": 20,
"train": {
"gate_loss": 0.0439668782325799,
"exist_loss": 0.013456890518647544,
"type_loss": 5.9682448152206665e-05,
"loss": 0.05748345119937965,
"gate_mcc": 0.9397725078125596,
"gate_f1": 0.9792675050615735,
"exist_mcc": 0.9374519827912415,
"exist_auroc": 0.9976082444190979,
"exist_f1": 0.9505136009130682,
"exist_P": 0.9449413767019668,
"exist_R": 0.95615193264447,
"type_acc": 1.0,
"type_trueprob": 0.999973590338408
},
"val": {
"gate_loss": 0.05491929140491004,
"exist_loss": 0.012383847728564261,
"type_loss": 8.028875370137517e-05,
"loss": 0.06738342788717568,
"gate_mcc": 0.9343851718164977,
"gate_f1": 0.9491738608427192,
"exist_mcc": 0.943347529792606,
"exist_auroc": 0.9980083703994751,
"exist_f1": 0.955203255153353,
"exist_P": 0.9435049670129673,
"exist_R": 0.9671952736318408,
"type_acc": 1.0,
"type_trueprob": 0.9999675151998576
},
"lr": 9.932488451843477e-05,
"arch": "mpnn"
},
{
"epoch": 21,
"train": {
"gate_loss": 0.040185150459904284,
"exist_loss": 0.013185658079428798,
"type_loss": 8.214146327229436e-05,
"loss": 0.05345295000260538,
"gate_mcc": 0.944787296504398,
"gate_f1": 0.9810617865555354,
"exist_mcc": 0.9396946038802875,
"exist_auroc": 0.9977121353149414,
"exist_f1": 0.9522899674898763,
"exist_P": 0.9461917715062904,
"exist_R": 0.9584672789896671,
"type_acc": 1.0,
"type_trueprob": 0.9999616073275543
},
"val": {
"gate_loss": 0.05539045480767697,
"exist_loss": 0.012161398380299301,
"type_loss": 7.23350249117517e-05,
"loss": 0.06762418821288801,
"gate_mcc": 0.9343363041236573,
"gate_f1": 0.9491216062057951,
"exist_mcc": 0.944696071074806,
"exist_auroc": 0.9980839490890503,
"exist_f1": 0.9562679976962949,
"exist_P": 0.944768985661179,
"exist_R": 0.9680503731343284,
"type_acc": 1.0,
"type_trueprob": 0.9999710634183973
},
"lr": 9.918350120618295e-05,
"arch": "mpnn"
},
{
"epoch": 22,
"train": {
"gate_loss": 0.04099540228664389,
"exist_loss": 0.013029539610708815,
"type_loss": 5.5714284261242836e-05,
"loss": 0.05408065618161395,
"gate_mcc": 0.9448768199487313,
"gate_f1": 0.9811003536436895,
"exist_mcc": 0.9402758839252457,
"exist_auroc": 0.9977617859840393,
"exist_f1": 0.9527494308162499,
"exist_P": 0.9466793867893339,
"exist_R": 0.9588978185993111,
"type_acc": 1.0,
"type_trueprob": 0.9999746701473757
},
"val": {
"gate_loss": 0.05517887539365905,
"exist_loss": 0.012022091992858655,
"type_loss": 4.754948298311809e-05,
"loss": 0.06724851686950083,
"gate_mcc": 0.9334840786880171,
"gate_f1": 0.948460661345496,
"exist_mcc": 0.9455674386201857,
"exist_auroc": 0.9981234073638916,
"exist_f1": 0.9569558038628424,
"exist_P": 0.945519386903407,
"exist_R": 0.9686722636815921,
"type_acc": 1.0,
"type_trueprob": 0.9999790534062024
},
"lr": 9.902880831080308e-05,
"arch": "mpnn"
},
{
"epoch": 23,
"train": {
"gate_loss": 0.03748748918063413,
"exist_loss": 0.012730858048654562,
"type_loss": 5.284752707610446e-05,
"loss": 0.0502711947563648,
"gate_mcc": 0.9495397987426295,
"gate_f1": 0.9827080360182845,
"exist_mcc": 0.940783360308758,
"exist_auroc": 0.9978574514389038,
"exist_f1": 0.9531509180176712,
"exist_P": 0.9470338782950349,
"exist_R": 0.9593474933027172,
"type_acc": 1.0,
"type_trueprob": 0.9999786010520284
},
"val": {
"gate_loss": 0.05689550999942487,
"exist_loss": 0.011895733411564259,
"type_loss": 4.4919546133390676e-05,
"loss": 0.06883616295712253,
"gate_mcc": 0.9326674358814343,
"gate_f1": 0.9478053218103252,
"exist_mcc": 0.9460562937276052,
"exist_auroc": 0.9981657266616821,
"exist_f1": 0.9573437860272078,
"exist_P": 0.9466484268125855,
"exist_R": 0.9682835820895522,
"type_acc": 1.0,
"type_trueprob": 0.9999806382762852
},
"lr": 9.88608481237882e-05,
"arch": "mpnn"
},
{
"epoch": 24,
"train": {
"gate_loss": 0.03781622988534975,
"exist_loss": 0.012486973810329219,
"type_loss": 3.840526059327102e-05,
"loss": 0.050341608956272245,
"gate_mcc": 0.947928496302417,
"gate_f1": 0.9821663986555985,
"exist_mcc": 0.94240373220161,
"exist_auroc": 0.9979426860809326,
"exist_f1": 0.9544298139245142,
"exist_P": 0.9487855839502322,
"exist_R": 0.9601415996938385,
"type_acc": 1.0,
"type_trueprob": 0.999982423048753
},
"val": {
"gate_loss": 0.05552427104531916,
"exist_loss": 0.01169545359451342,
"type_loss": 3.453000770739719e-05,
"loss": 0.06725425464753998,
"gate_mcc": 0.9338111122581962,
"gate_f1": 0.9486916951080774,
"exist_mcc": 0.94685041510132,
"exist_auroc": 0.9982273578643799,
"exist_f1": 0.9579670646040459,
"exist_P": 0.9462349283385152,
"exist_R": 0.9699937810945274,
"type_acc": 1.0,
"type_trueprob": 0.9999844339578899
},
"lr": 9.867966656377632e-05,
"arch": "mpnn"
},
{
"epoch": 25,
"train": {
"gate_loss": 0.03655983112875499,
"exist_loss": 0.012562418907814411,
"type_loss": 0.003695266141719086,
"loss": 0.05281751617828848,
"gate_mcc": 0.9500345230084593,
"gate_f1": 0.98290431193657,
"exist_mcc": 0.9418023604352902,
"exist_auroc": 0.9979162216186523,
"exist_f1": 0.9539511248144342,
"exist_P": 0.9488584734211722,
"exist_R": 0.9590987370838117,
"type_acc": 0.9997416762342135,
"type_trueprob": 0.999640993847502
},
"val": {
"gate_loss": 0.05552208520850004,
"exist_loss": 0.011709592531259234,
"type_loss": 0.0001613034034817824,
"loss": 0.06739298114324105,
"gate_mcc": 0.9330224110656781,
"gate_f1": 0.94808075063975,
"exist_mcc": 0.9476960408904161,
"exist_auroc": 0.9982471466064453,
"exist_f1": 0.9586188416338092,
"exist_P": 0.9443396937928954,
"exist_R": 0.9733364427860697,
"type_acc": 1.0,
"type_trueprob": 0.9999464812563427
},
"lr": 9.84853131639969e-05,
"arch": "mpnn"
},
{
"epoch": 26,
"train": {
"gate_loss": 0.0351702532322684,
"exist_loss": 0.013748023589992818,
"type_loss": 0.005831678312910779,
"loss": 0.054749955135171995,
"gate_mcc": 0.9522221086120031,
"gate_f1": 0.9836613845474487,
"exist_mcc": 0.9377255101096605,
"exist_auroc": 0.9975096583366394,
"exist_f1": 0.9507289115080024,
"exist_P": 0.945310948214708,
"exist_R": 0.9562093379257558,
"type_acc": 0.9994355147340221,
"type_trueprob": 0.9992020138004389
},
"val": {
"gate_loss": 0.05598793183465392,
"exist_loss": 0.011947230667310014,
"type_loss": 3.5160470929634646e-05,
"loss": 0.06797032297289357,
"gate_mcc": 0.934687619688496,
"gate_f1": 0.9493685288428718,
"exist_mcc": 0.9459830547992097,
"exist_auroc": 0.9981498718261719,
"exist_f1": 0.9572787237306334,
"exist_P": 0.944671510747805,
"exist_R": 0.9702269900497512,
"type_acc": 1.0,
"type_trueprob": 0.999981277969791
},
"lr": 9.82778410587288e-05,
"arch": "mpnn"
},
{
"epoch": 27,
"train": {
"gate_loss": 0.03319325868947891,
"exist_loss": 0.012358665200099839,
"type_loss": 0.0005661587682400398,
"loss": 0.04611808265781878,
"gate_mcc": 0.95478055352739,
"gate_f1": 0.984570424114409,
"exist_mcc": 0.9427651007432506,
"exist_auroc": 0.9979774355888367,
"exist_f1": 0.9547161916716591,
"exist_P": 0.9489498856311084,
"exist_R": 0.9605530042097207,
"type_acc": 0.9998851894374282,
"type_trueprob": 0.9998476195599993
},
"val": {
"gate_loss": 0.05603246144129838,
"exist_loss": 0.011626265030927906,
"type_loss": 2.8203704356840266e-05,
"loss": 0.06768693017658313,
"gate_mcc": 0.9353653811986828,
"gate_f1": 0.9498890848074625,
"exist_mcc": 0.9479741279779195,
"exist_auroc": 0.9982434511184692,
"exist_f1": 0.958849472674976,
"exist_P": 0.9462569071228522,
"exist_R": 0.9717817164179104,
"type_acc": 1.0,
"type_trueprob": 0.9999874796885163
},
"lr": 9.805730696877404e-05,
"arch": "mpnn"
},
{
"epoch": 28,
"train": {
"gate_loss": 0.03203598595354,
"exist_loss": 0.011846450401666337,
"type_loss": 4.357358794768474e-05,
"loss": 0.043926009943154015,
"gate_mcc": 0.9563120449376232,
"gate_f1": 0.9851020437681705,
"exist_mcc": 0.9451439160342849,
"exist_auroc": 0.998140811920166,
"exist_f1": 0.956599425000594,
"exist_P": 0.950299768682434,
"exist_R": 0.9629831611174895,
"type_acc": 1.0,
"type_trueprob": 0.9999765082241427
},
"val": {
"gate_loss": 0.05867992740176198,
"exist_loss": 0.011333559849166563,
"type_loss": 2.1205370999341346e-05,
"loss": 0.07003469262192788,
"gate_mcc": 0.9337105583007954,
"gate_f1": 0.9485610695671879,
"exist_mcc": 0.9490919973331858,
"exist_auroc": 0.9983285665512085,
"exist_f1": 0.9597387629658087,
"exist_P": 0.948731581345891,
"exist_R": 0.9710043532338308,
"type_acc": 1.0,
"type_trueprob": 0.999988761188379
},
"lr": 9.782377118595075e-05,
"arch": "mpnn"
},
{
"epoch": 29,
"train": {
"gate_loss": 0.032192498475973316,
"exist_loss": 0.011579809255242008,
"type_loss": 2.5017015682515075e-05,
"loss": 0.043797324746897834,
"gate_mcc": 0.956334201052689,
"gate_f1": 0.9851091680950004,
"exist_mcc": 0.9463262524341108,
"exist_auroc": 0.9982224106788635,
"exist_f1": 0.9575328855104088,
"exist_P": 0.9516020825655999,
"exist_R": 0.9635380788365863,
"type_acc": 1.0,
"type_trueprob": 0.999985807515906
},
"val": {
"gate_loss": 0.05552915301200035,
"exist_loss": 0.011142096216260465,
"type_loss": 2.011661962657955e-05,
"loss": 0.06669136584788739,
"gate_mcc": 0.9366936907772161,
"gate_f1": 0.9509129173539617,
"exist_mcc": 0.9504120998873457,
"exist_auroc": 0.9983829855918884,
"exist_f1": 0.9607850683086396,
"exist_P": 0.9513756573431903,
"exist_R": 0.9703824626865671,
"type_acc": 1.0,
"type_trueprob": 0.9999902520829173
},
"lr": 9.757729755661016e-05,
"arch": "mpnn"
},
{
"epoch": 30,
"train": {
"gate_loss": 0.03126831549786736,
"exist_loss": 0.011382996198706646,
"type_loss": 3.668917312501636e-05,
"loss": 0.042688000869699025,
"gate_mcc": 0.9584927844304253,
"gate_f1": 0.9858694787969903,
"exist_mcc": 0.9475671541747764,
"exist_auroc": 0.9982818961143494,
"exist_f1": 0.9585134254834553,
"exist_P": 0.9527644651145204,
"exist_R": 0.9643321852277076,
"type_acc": 1.0,
"type_trueprob": 0.9999840265209082
},
"val": {
"gate_loss": 0.05744086227875647,
"exist_loss": 0.01102473854551028,
"type_loss": 2.058400746505494e-05,
"loss": 0.06848618483173181,
"gate_mcc": 0.9362815039306962,
"gate_f1": 0.9505794137695978,
"exist_mcc": 0.950232317528342,
"exist_auroc": 0.9984174966812134,
"exist_f1": 0.9606438693776955,
"exist_P": 0.9518467643467643,
"exist_R": 0.9696050995024875,
"type_acc": 1.0,
"type_trueprob": 0.999990300270752
},
"lr": 9.731795346418146e-05,
"arch": "mpnn"
},
{
"epoch": 31,
"train": {
"gate_loss": 0.029957134156417615,
"exist_loss": 0.011292697650117424,
"type_loss": 8.110613376323735e-05,
"loss": 0.041330937940298275,
"gate_mcc": 0.9594737487001794,
"gate_f1": 0.9862122788761707,
"exist_mcc": 0.9478662251555269,
"exist_auroc": 0.9983113408088684,
"exist_f1": 0.9587506833685912,
"exist_P": 0.9527944441819813,
"exist_R": 0.9647818599311137,
"type_acc": 0.999980864906238,
"type_trueprob": 0.999963152331043
},
"val": {
"gate_loss": 0.05787504686676522,
"exist_loss": 0.010925191058926859,
"type_loss": 1.6053253802264013e-05,
"loss": 0.06881629117949434,
"gate_mcc": 0.9342616043774709,
"gate_f1": 0.9490044812524817,
"exist_mcc": 0.9500919178022436,
"exist_auroc": 0.9984472393989563,
"exist_f1": 0.9605329020830927,
"exist_P": 0.9516289005874723,
"exist_R": 0.9696050995024875,
"type_acc": 1.0,
"type_trueprob": 0.9999927255088714
},
"lr": 9.704580981075004e-05,
"arch": "mpnn"
},
{
"epoch": 32,
"train": {
"gate_loss": 0.02927924202341214,
"exist_loss": 0.011113798347677428,
"type_loss": 3.810479327216932e-05,
"loss": 0.040431145164361734,
"gate_mcc": 0.9598569758965887,
"gate_f1": 0.9863324587841599,
"exist_mcc": 0.949078822264961,
"exist_auroc": 0.9983617067337036,
"exist_f1": 0.9597090148345379,
"exist_P": 0.9539035916824197,
"exist_R": 0.9655855338691159,
"type_acc": 1.0,
"type_trueprob": 0.9999748819046809
},
"val": {
"gate_loss": 0.05872323931902682,
"exist_loss": 0.010856629970303804,
"type_loss": 2.0185835552679103e-05,
"loss": 0.0696000551248833,
"gate_mcc": 0.9345466965753587,
"gate_f1": 0.9492256197878255,
"exist_mcc": 0.9512037311205824,
"exist_auroc": 0.9984696507453918,
"exist_f1": 0.9614110760224909,
"exist_P": 0.9526789803083499,
"exist_R": 0.9703047263681592,
"type_acc": 1.0,
"type_trueprob": 0.9999911095669021
},
"lr": 9.676094099767337e-05,
"arch": "mpnn"
},
{
"epoch": 33,
"train": {
"gate_loss": 0.02784468471611096,
"exist_loss": 0.010917731541852958,
"type_loss": 2.2545099680994346e-05,
"loss": 0.03878496135764491,
"gate_mcc": 0.9618768185256809,
"gate_f1": 0.9870403814202124,
"exist_mcc": 0.9495744870345316,
"exist_auroc": 0.9984161257743835,
"exist_f1": 0.9601019079216296,
"exist_P": 0.9539984508718569,
"exist_R": 0.9662839647914275,
"type_acc": 1.0,
"type_trueprob": 0.9999886027707298
},
"val": {
"gate_loss": 0.059408110247859455,
"exist_loss": 0.01072206651480638,
"type_loss": 1.6069127238849622e-05,
"loss": 0.07014624588990469,
"gate_mcc": 0.9349981905707799,
"gate_f1": 0.9495717284020647,
"exist_mcc": 0.951987798796595,
"exist_auroc": 0.9985063076019287,
"exist_f1": 0.9620301910043131,
"exist_P": 0.9532203907203908,
"exist_R": 0.9710043532338308,
"type_acc": 1.0,
"type_trueprob": 0.9999921120962694
},
"lr": 9.646342490524055e-05,
"arch": "mpnn"
},
{
"epoch": 34,
"train": {
"gate_loss": 0.025262266783258172,
"exist_loss": 0.010700320771009374,
"type_loss": 2.3603506974414222e-05,
"loss": 0.03598619106124196,
"gate_mcc": 0.9661002123118552,
"gate_f1": 0.9884816753926702,
"exist_mcc": 0.9506959204359854,
"exist_auroc": 0.9984784126281738,
"exist_f1": 0.9609869544332573,
"exist_P": 0.9554296738318375,
"exist_R": 0.9666092613853808,
"type_acc": 1.0,
"type_trueprob": 0.9999878256703263
},
"val": {
"gate_loss": 0.06352799864043408,
"exist_loss": 0.010609315438058976,
"type_loss": 1.996044420425344e-05,
"loss": 0.07415727452269731,
"gate_mcc": 0.9324379223819449,
"gate_f1": 0.9475589749391865,
"exist_mcc": 0.9526780559074267,
"exist_auroc": 0.9985382556915283,
"exist_f1": 0.9625750808563068,
"exist_P": 0.9536161122978334,
"exist_R": 0.9717039800995025,
"type_acc": 1.0,
"type_trueprob": 0.9999905505880194
},
"lr": 9.615334287138059e-05,
"arch": "mpnn"
},
{
"epoch": 35,
"train": {
"gate_loss": 0.025646917434040024,
"exist_loss": 0.010501483725284052,
"type_loss": 1.9613136505232712e-05,
"loss": 0.03616801429582931,
"gate_mcc": 0.9649885282261021,
"gate_f1": 0.9881262586526731,
"exist_mcc": 0.9517771692509323,
"exist_auroc": 0.9985378980636597,
"exist_f1": 0.9618430936284718,
"exist_P": 0.9559259889247983,
"exist_R": 0.9678339073861462,
"type_acc": 1.0,
"type_trueprob": 0.9999895941832492
},
"val": {
"gate_loss": 0.06143835734381186,
"exist_loss": 0.010535443380346583,
"type_loss": 1.5973779189236873e-05,
"loss": 0.07198977450334769,
"gate_mcc": 0.9339460835520045,
"gate_f1": 0.9487397337864628,
"exist_mcc": 0.9530088636543284,
"exist_auroc": 0.9985607862472534,
"exist_f1": 0.9628373168851195,
"exist_P": 0.9550321199143469,
"exist_R": 0.970771144278607,
"type_acc": 1.0,
"type_trueprob": 0.9999925658403345
},
"lr": 9.583077966942538e-05,
"arch": "mpnn"
},
{
"epoch": 36,
"train": {
"gate_loss": 0.02479523663178368,
"exist_loss": 0.010348104783590146,
"type_loss": 1.7372870964712443e-05,
"loss": 0.03516071428633854,
"gate_mcc": 0.9660485611119268,
"gate_f1": 0.9884783644475246,
"exist_mcc": 0.9525817497920304,
"exist_auroc": 0.9985767602920532,
"exist_f1": 0.9624781808409948,
"exist_P": 0.9569662634421314,
"exist_R": 0.9680539609644088,
"type_acc": 1.0,
"type_trueprob": 0.9999909615179062
},
"val": {
"gate_loss": 0.06529166683504566,
"exist_loss": 0.010460106636542963,
"type_loss": 1.1447022738557831e-05,
"loss": 0.07576322049432718,
"gate_mcc": 0.9311404378022192,
"gate_f1": 0.946513202437373,
"exist_mcc": 0.9534498835628765,
"exist_auroc": 0.9985841512680054,
"exist_f1": 0.9631856906056051,
"exist_P": 0.9553414391680048,
"exist_R": 0.9711598258706468,
"type_acc": 1.0,
"type_trueprob": 0.9999947230984916
},
"lr": 9.549582348493358e-05,
"arch": "mpnn"
},
{
"epoch": 37,
"train": {
"gate_loss": 0.023715214313939515,
"exist_loss": 0.010214616193499717,
"type_loss": 2.2432051353205808e-05,
"loss": 0.03395226255879244,
"gate_mcc": 0.9679309055688952,
"gate_f1": 0.9891335719233434,
"exist_mcc": 0.9528199197442699,
"exist_auroc": 0.9986118078231812,
"exist_f1": 0.9626674781054173,
"exist_P": 0.9568171937319244,
"exist_R": 0.9685897435897436,
"type_acc": 1.0,
"type_trueprob": 0.9999902963912035
},
"val": {
"gate_loss": 0.06424911696960678,
"exist_loss": 0.010355473434133788,
"type_loss": 1.1307589410404598e-05,
"loss": 0.07461589799315098,
"gate_mcc": 0.9327727249517492,
"gate_f1": 0.9478088775798699,
"exist_mcc": 0.9543717515142941,
"exist_auroc": 0.9986169338226318,
"exist_f1": 0.963913948646773,
"exist_P": 0.9561725562184489,
"exist_R": 0.9717817164179104,
"type_acc": 1.0,
"type_trueprob": 0.9999949098819524
},
"lr": 9.514856589158151e-05,
"arch": "mpnn"
},
{
"epoch": 38,
"train": {
"gate_loss": 0.023459570028144274,
"exist_loss": 0.010007876212083261,
"type_loss": 1.8521592905206313e-05,
"loss": 0.03348596783313274,
"gate_mcc": 0.9681959546802428,
"gate_f1": 0.9892190679617257,
"exist_mcc": 0.9535012263270656,
"exist_auroc": 0.9986668229103088,
"exist_f1": 0.9632056763221846,
"exist_P": 0.9575725483892319,
"exist_R": 0.9689054726368159,
"type_acc": 1.0,
"type_trueprob": 0.9999910943680598
},
"val": {
"gate_loss": 0.06423944283863722,
"exist_loss": 0.01031530590835808,
"type_loss": 1.0560032087624962e-05,
"loss": 0.07456530877908293,
"gate_mcc": 0.933163060191909,
"gate_f1": 0.9481188118811881,
"exist_mcc": 0.9547481412668842,
"exist_auroc": 0.9986302852630615,
"exist_f1": 0.96421133821828,
"exist_P": 0.9567579978570335,
"exist_R": 0.9717817164179104,
"type_acc": 1.0,
"type_trueprob": 0.9999949311958024
},
"lr": 9.478910182612783e-05,
"arch": "mpnn"
},
{
"epoch": 39,
"train": {
"gate_loss": 0.022080019725303275,
"exist_loss": 0.009959909902294397,
"type_loss": 1.611512423126014e-05,
"loss": 0.03205604475182893,
"gate_mcc": 0.9698011716911229,
"gate_f1": 0.9897701530869897,
"exist_mcc": 0.9538630623942312,
"exist_auroc": 0.9986814856529236,
"exist_f1": 0.9634911498741812,
"exist_P": 0.9580995809012043,
"exist_R": 0.9689437428243398,
"type_acc": 1.0,
"type_trueprob": 0.9999919643905762
},
"val": {
"gate_loss": 0.0652764722798454,
"exist_loss": 0.010252855229628577,
"type_loss": 8.62062060976599e-06,
"loss": 0.07553794813008374,
"gate_mcc": 0.9327971021791479,
"gate_f1": 0.9478084048802531,
"exist_mcc": 0.9547411708121984,
"exist_auroc": 0.9986423254013062,
"exist_f1": 0.9642058165548099,
"exist_P": 0.9568978716888685,
"exist_R": 0.9716262437810945,
"type_acc": 1.0,
"type_trueprob": 0.9999957146929271
},
"lr": 9.441752956245883e-05,
"arch": "mpnn"
},
{
"epoch": 40,
"train": {
"gate_loss": 0.019932040205883107,
"exist_loss": 0.009598727483658392,
"type_loss": 1.3077710444720789e-05,
"loss": 0.02954384539998622,
"gate_mcc": 0.973400808994436,
"gate_f1": 0.991011252153479,
"exist_mcc": 0.9555418463609674,
"exist_auroc": 0.9987717866897583,
"exist_f1": 0.9648192450191908,
"exist_P": 0.9592668602286806,
"exist_R": 0.9704362801377727,
"type_acc": 1.0,
"type_trueprob": 0.9999932109191871
},
"val": {
"gate_loss": 0.06858405953376111,
"exist_loss": 0.01019285011197121,
"type_loss": 8.73090966454178e-06,
"loss": 0.07878564055539686,
"gate_mcc": 0.9310582234815812,
"gate_f1": 0.9464366260712674,
"exist_mcc": 0.95538446864969,
"exist_auroc": 0.9986676573753357,
"exist_f1": 0.9647140488218735,
"exist_P": 0.9572204790694115,
"exist_R": 0.9723258706467661,
"type_acc": 1.0,
"type_trueprob": 0.9999957017192793
},
"lr": 9.403395068472125e-05,
"arch": "mpnn"
},
{
"epoch": 41,
"train": {
"gate_loss": 0.020530743592954877,
"exist_loss": 0.009676300466981334,
"type_loss": 1.6859190052483763e-05,
"loss": 0.030223903249988696,
"gate_mcc": 0.9730921066827487,
"gate_f1": 0.9909014880609068,
"exist_mcc": 0.9554229234881022,
"exist_auroc": 0.9987536668777466,
"exist_f1": 0.9647245757672345,
"exist_P": 0.959416367816962,
"exist_R": 0.9700918484500574,
"type_acc": 1.0,
"type_trueprob": 0.9999915583946675
},
"val": {
"gate_loss": 0.06978546979155195,
"exist_loss": 0.010110079808300528,
"type_loss": 8.423767099681533e-06,
"loss": 0.07990397336695217,
"gate_mcc": 0.9321391653999908,
"gate_f1": 0.9472557195987829,
"exist_mcc": 0.9561287040904483,
"exist_auroc": 0.9986856579780579,
"exist_f1": 0.9653018736988204,
"exist_P": 0.9575493345571363,
"exist_R": 0.9731809701492538,
"type_acc": 1.0,
"type_trueprob": 0.9999954884232425
},
"lr": 9.363847005955027e-05,
"arch": "mpnn"
},
{
"epoch": 42,
"train": {
"gate_loss": 0.020482132325641902,
"exist_loss": 0.009503869748149065,
"type_loss": 1.3421177202707946e-05,
"loss": 0.029999423250993675,
"gate_mcc": 0.9722417865103555,
"gate_f1": 0.990612291985118,
"exist_mcc": 0.9563422541125581,
"exist_auroc": 0.998794436454773,
"exist_f1": 0.9654519595298461,
"exist_P": 0.9600223254405964,
"exist_R": 0.9709433601224646,
"type_acc": 1.0,
"type_trueprob": 0.9999932080723981
},
"val": {
"gate_loss": 0.06855404214115632,
"exist_loss": 0.010077064945027997,
"type_loss": 6.986197377329111e-06,
"loss": 0.07863809328356164,
"gate_mcc": 0.9327762675235819,
"gate_f1": 0.9477662454873647,
"exist_mcc": 0.9559474068282013,
"exist_auroc": 0.9986940026283264,
"exist_f1": 0.9651584059199878,
"exist_P": 0.9571166488304541,
"exist_R": 0.9733364427860697,
"type_acc": 1.0,
"type_trueprob": 0.9999965812306647
},
"lr": 9.323119580739996e-05,
"arch": "mpnn"
},
{
"epoch": 43,
"train": {
"gate_loss": 0.01917974562996154,
"exist_loss": 0.009159281350262219,
"type_loss": 1.3221216026658865e-05,
"loss": 0.02835224819625042,
"gate_mcc": 0.9741459976269504,
"gate_f1": 0.9912641093283744,
"exist_mcc": 0.9574753813912522,
"exist_auroc": 0.998881459236145,
"exist_f1": 0.9663479377765092,
"exist_P": 0.960999148453023,
"exist_R": 0.9717566016073479,
"type_acc": 1.0,
"type_trueprob": 0.9999937372101799
},
"val": {
"gate_loss": 0.07155020959536126,
"exist_loss": 0.010027256350264767,
"type_loss": 6.443629705232105e-06,
"loss": 0.08158390957533126,
"gate_mcc": 0.9295426644269723,
"gate_f1": 0.9452193475815523,
"exist_mcc": 0.9567950035206385,
"exist_auroc": 0.9987141489982605,
"exist_f1": 0.9658284480098734,
"exist_P": 0.958435394978567,
"exist_R": 0.9733364427860697,
"type_acc": 1.0,
"type_trueprob": 0.9999966888934078
},
"lr": 9.281223927298424e-05,
"arch": "mpnn"
},
{
"epoch": 44,
"train": {
"gate_loss": 0.019121985495950417,
"exist_loss": 0.00921618787421093,
"type_loss": 1.161110865911979e-05,
"loss": 0.028349784478820465,
"gate_mcc": 0.9745298265489329,
"gate_f1": 0.9914040940433901,
"exist_mcc": 0.9572848116086469,
"exist_auroc": 0.9988678097724915,
"exist_f1": 0.9661973170963751,
"exist_P": 0.9608041627246925,
"exist_R": 0.9716513585916571,
"type_acc": 1.0,
"type_trueprob": 0.9999943582481504
},
"val": {
"gate_loss": 0.0710367341448568,
"exist_loss": 0.009965195979281295,
"type_loss": 4.84037552407205e-06,
"loss": 0.08100677049966216,
"gate_mcc": 0.9307732369207519,
"gate_f1": 0.9462002140724466,
"exist_mcc": 0.9579780509507279,
"exist_auroc": 0.9987304210662842,
"exist_f1": 0.9667631731325999,
"exist_P": 0.960202438463308,
"exist_R": 0.9734141791044776,
"type_acc": 1.0,
"type_trueprob": 0.9999975245538636
},
"lr": 9.238171499483636e-05,
"arch": "mpnn"
},
{
"epoch": 45,
"train": {
"gate_loss": 0.018221269992376634,
"exist_loss": 0.009062415320427649,
"type_loss": 1.277336283832691e-05,
"loss": 0.02729645867564261,
"gate_mcc": 0.975564910882916,
"gate_f1": 0.9917591125198097,
"exist_mcc": 0.9579093958922171,
"exist_auroc": 0.9989020228385925,
"exist_f1": 0.9666909312361134,
"exist_P": 0.9614623851300834,
"exist_R": 0.9719766551856104,
"type_acc": 1.0,
"type_trueprob": 0.9999938697683551
},
"val": {
"gate_loss": 0.07375718978821605,
"exist_loss": 0.009947498184090853,
"type_loss": 4.781270042727536e-06,
"loss": 0.08370946924234964,
"gate_mcc": 0.9298356190140049,
"gate_f1": 0.9454443194600675,
"exist_mcc": 0.9575207896635314,
"exist_auroc": 0.9987379312515259,
"exist_f1": 0.9664014829690275,
"exist_P": 0.9602455871066768,
"exist_R": 0.972636815920398,
"type_acc": 1.0,
"type_trueprob": 0.9999977784388843
},
"lr": 9.193974067399523e-05,
"arch": "mpnn"
},
{
"epoch": 46,
"train": {
"gate_loss": 0.017078339847912325,
"exist_loss": 0.008873940121348858,
"type_loss": 1.704036549389177e-05,
"loss": 0.025969320334755075,
"gate_mcc": 0.9768699759456275,
"gate_f1": 0.9921988114532686,
"exist_mcc": 0.9592481056415045,
"exist_auroc": 0.998952329158783,
"exist_f1": 0.9677496098359407,
"exist_P": 0.9625832954717553,
"exist_R": 0.9729716800612322,
"type_acc": 1.0,
"type_trueprob": 0.9999922176088084
},
"val": {
"gate_loss": 0.07594989930854129,
"exist_loss": 0.009952108287337865,
"type_loss": 3.5826365512031638e-06,
"loss": 0.08590559023243036,
"gate_mcc": 0.9299820963075212,
"gate_f1": 0.9455568053993251,
"exist_mcc": 0.9577242039166507,
"exist_auroc": 0.9987467527389526,
"exist_f1": 0.9665625361564272,
"exist_P": 0.9591274397244547,
"exist_R": 0.9741138059701493,
"type_acc": 1.0,
"type_trueprob": 0.9999981127327207
},
"lr": 9.148643714182706e-05,
"arch": "mpnn"
},
{
"epoch": 47,
"train": {
"gate_loss": 0.016927048469750756,
"exist_loss": 0.009761393277936719,
"type_loss": 0.0011648759766702303,
"loss": 0.027853317724357705,
"gate_mcc": 0.9767885623904633,
"gate_f1": 0.992169434138962,
"exist_mcc": 0.9546304459302588,
"exist_auroc": 0.998729944229126,
"exist_f1": 0.96409563073056,
"exist_P": 0.9594458867895924,
"exist_R": 0.9687906620742441,
"type_acc": 0.9997703788748565,
"type_trueprob": 0.9996832157431368
},
"val": {
"gate_loss": 0.07616498001401822,
"exist_loss": 0.010598326863274108,
"type_loss": 5.093883494648946e-06,
"loss": 0.08676840076078698,
"gate_mcc": 0.929545101964048,
"gate_f1": 0.9451870156127148,
"exist_mcc": 0.9551907986542827,
"exist_auroc": 0.9986568689346313,
"exist_f1": 0.9645248938042936,
"exist_P": 0.9498756312655461,
"exist_R": 0.9796330845771144,
"type_acc": 1.0,
"type_trueprob": 0.9999957869561454
},
"lr": 9.102192832699135e-05,
"arch": "mpnn"
},
{
"epoch": 48,
"train": {
"gate_loss": 0.01618202699217734,
"exist_loss": 0.009814128231916673,
"type_loss": 0.0009631796075615392,
"loss": 0.026959334831655555,
"gate_mcc": 0.9783853217346733,
"gate_f1": 0.992711034284068,
"exist_mcc": 0.9552236759796725,
"exist_auroc": 0.9987161755561829,
"exist_f1": 0.9645656736805533,
"exist_P": 0.9596920075388069,
"exist_R": 0.9694890929965557,
"type_acc": 0.9998182166092614,
"type_trueprob": 0.9997850012240901
},
"val": {
"gate_loss": 0.07663670905156288,
"exist_loss": 0.010255622621360412,
"type_loss": 3.64868439701944e-06,
"loss": 0.08689598035732031,
"gate_mcc": 0.9283187607456737,
"gate_f1": 0.9442416755573024,
"exist_mcc": 0.956277435957111,
"exist_auroc": 0.9986671209335327,
"exist_f1": 0.9654112221368177,
"exist_P": 0.9546974764366069,
"exist_R": 0.9763681592039801,
"type_acc": 1.0,
"type_trueprob": 0.9999974189113029
},
"lr": 9.054634122155998e-05,
"arch": "mpnn"
},
{
"epoch": 49,
"train": {
"gate_loss": 0.0155811978026977,
"exist_loss": 0.008968671854255487,
"type_loss": 7.646978564322699e-06,
"loss": 0.02455751663551751,
"gate_mcc": 0.9787436071576832,
"gate_f1": 0.9928442876682744,
"exist_mcc": 0.9581131565666643,
"exist_auroc": 0.9989221096038818,
"exist_f1": 0.9668526419428947,
"exist_P": 0.961351834510939,
"exist_R": 0.9724167623421355,
"type_acc": 1.0,
"type_trueprob": 0.9999963292480656
},
"val": {
"gate_loss": 0.07744797318028496,
"exist_loss": 0.010055211582295413,
"type_loss": 3.865973569361745e-06,
"loss": 0.08750705073614973,
"gate_mcc": 0.9303544129895419,
"gate_f1": 0.9458244352028774,
"exist_mcc": 0.9577418710620185,
"exist_auroc": 0.9987154006958008,
"exist_f1": 0.9665766113469703,
"exist_P": 0.9598344320098114,
"exist_R": 0.9734141791044776,
"type_acc": 1.0,
"type_trueprob": 0.9999984081704818
},
"lr": 9.005980584629886e-05,
"arch": "mpnn"
},
{
"epoch": 50,
"train": {
"gate_loss": 0.014537120373936405,
"exist_loss": 0.008573290927440233,
"type_loss": 6.306879622844888e-06,
"loss": 0.02311671818099948,
"gate_mcc": 0.9805347719561204,
"gate_f1": 0.9934503159682736,
"exist_mcc": 0.9607376004331706,
"exist_auroc": 0.9990173578262329,
"exist_f1": 0.9689280855476592,
"exist_P": 0.9635106242076782,
"exist_R": 0.9744068120933792,
"type_acc": 1.0,
"type_trueprob": 0.9999959330334318
},
"val": {
"gate_loss": 0.08074982580669986,
"exist_loss": 0.010007527803772544,
"type_loss": 6.416533899366672e-06,
"loss": 0.09076377014437177,
"gate_mcc": 0.9284884641622048,
"gate_f1": 0.944366473923539,
"exist_mcc": 0.9579748530393629,
"exist_auroc": 0.998735785484314,
"exist_f1": 0.966760606879512,
"exist_P": 0.9602730270726283,
"exist_R": 0.9733364427860697,
"type_acc": 1.0,
"type_trueprob": 0.9999968957952896
},
"lr": 8.956245521512157e-05,
"arch": "mpnn"
},
{
"epoch": 51,
"train": {
"gate_loss": 0.013478965076067675,
"exist_loss": 0.008421399879172174,
"type_loss": 7.82249012046584e-06,
"loss": 0.021908187445360317,
"gate_mcc": 0.981724363839901,
"gate_f1": 0.9938548772414587,
"exist_mcc": 0.9602024777171386,
"exist_auroc": 0.9990472793579102,
"exist_f1": 0.9685048733963457,
"exist_P": 0.9630852482900202,
"exist_R": 0.9739858400306162,
"type_acc": 1.0,
"type_trueprob": 0.9999952435265361
},
"val": {
"gate_loss": 0.083966793194023,
"exist_loss": 0.01000220353291232,
"type_loss": 4.822675099967401e-06,
"loss": 0.09397381940203528,
"gate_mcc": 0.9278203094354295,
"gate_f1": 0.9438214846378112,
"exist_mcc": 0.958324839905549,
"exist_auroc": 0.9987489581108093,
"exist_f1": 0.9670329670329672,
"exist_P": 0.9627118644067797,
"exist_R": 0.9713930348258707,
"type_acc": 1.0,
"type_trueprob": 0.9999984765601395
},
"lr": 8.905442529872466e-05,
"arch": "mpnn"
},
{
"epoch": 52,
"train": {
"gate_loss": 0.01376078505981145,
"exist_loss": 0.00828052025538512,
"type_loss": 6.534525620585536e-06,
"loss": 0.022047839840817155,
"gate_mcc": 0.9821476087965835,
"gate_f1": 0.9939995683142673,
"exist_mcc": 0.9619342254896115,
"exist_auroc": 0.9990817308425903,
"exist_f1": 0.9698737840050258,
"exist_P": 0.9649323838024167,
"exist_R": 0.9748660543436662,
"type_acc": 1.0,
"type_trueprob": 0.9999962254497587
},
"val": {
"gate_loss": 0.08555230439689185,
"exist_loss": 0.009862310940637194,
"type_loss": 4.648161186751629e-06,
"loss": 0.0954192634987158,
"gate_mcc": 0.927338769365649,
"gate_f1": 0.9434448741662463,
"exist_mcc": 0.9592111920869527,
"exist_auroc": 0.9987859129905701,
"exist_f1": 0.9677369498860168,
"exist_P": 0.9620496274103096,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999980754520169
},
"lr": 8.853585498741461e-05,
"arch": "mpnn"
},
{
"epoch": 53,
"train": {
"gate_loss": 0.01386416382660947,
"exist_loss": 0.008184579660977107,
"type_loss": 7.5583278787947785e-06,
"loss": 0.022056301815465373,
"gate_mcc": 0.9810460354138815,
"gate_f1": 0.9936235138325129,
"exist_mcc": 0.9618878058438585,
"exist_auroc": 0.9991046190261841,
"exist_f1": 0.9698371453318486,
"exist_P": 0.9648504819801905,
"exist_R": 0.9748756218905472,
"type_acc": 1.0,
"type_trueprob": 0.9999958496736102
},
"val": {
"gate_loss": 0.08532468864523363,
"exist_loss": 0.009802183553616721,
"type_loss": 5.3956713960796345e-06,
"loss": 0.09513226787024644,
"gate_mcc": 0.9268454062682483,
"gate_f1": 0.9430620937009639,
"exist_mcc": 0.9594127693768323,
"exist_auroc": 0.998802900314331,
"exist_f1": 0.9678964651342478,
"exist_P": 0.9620612856155442,
"exist_R": 0.9738028606965174,
"type_acc": 1.0,
"type_trueprob": 0.9999969225024703
},
"lr": 8.800688605313666e-05,
"arch": "mpnn"
},
{
"epoch": 54,
"train": {
"gate_loss": 0.014268089448837095,
"exist_loss": 0.00802596133335912,
"type_loss": 8.87787455545294e-06,
"loss": 0.022302928656751667,
"gate_mcc": 0.9804658786111288,
"gate_f1": 0.9934293383998675,
"exist_mcc": 0.962727783989591,
"exist_auroc": 0.9991345405578613,
"exist_f1": 0.9705008569796229,
"exist_P": 0.9659021986353298,
"exist_R": 0.9751435132032147,
"type_acc": 1.0,
"type_trueprob": 0.9999949476064689
},
"val": {
"gate_loss": 0.08628793866830634,
"exist_loss": 0.009815491563274843,
"type_loss": 6.3291961837009025e-06,
"loss": 0.09610975942776488,
"gate_mcc": 0.9270711115095941,
"gate_f1": 0.9431977167161005,
"exist_mcc": 0.9602128074786338,
"exist_auroc": 0.9988118410110474,
"exist_f1": 0.9685276832663162,
"exist_P": 0.9634615384615385,
"exist_R": 0.9736473880597015,
"type_acc": 1.0,
"type_trueprob": 0.9999966892733503
},
"lr": 8.74676631107157e-05,
"arch": "mpnn"
},
{
"epoch": 55,
"train": {
"gate_loss": 0.012185226879644974,
"exist_loss": 0.007864318109017193,
"type_loss": 7.756353442426817e-06,
"loss": 0.020057301342104594,
"gate_mcc": 0.9839867118422372,
"gate_f1": 0.9946190921516437,
"exist_mcc": 0.963418565966019,
"exist_auroc": 0.9991694688796997,
"exist_f1": 0.971047809428619,
"exist_P": 0.9661504948619596,
"exist_R": 0.9759950248756218,
"type_acc": 1.0,
"type_trueprob": 0.9999959342013452
},
"val": {
"gate_loss": 0.08734430602341421,
"exist_loss": 0.00986420028773407,
"type_loss": 4.696202808578663e-06,
"loss": 0.09721320251395685,
"gate_mcc": 0.9265652880269037,
"gate_f1": 0.9428443348649558,
"exist_mcc": 0.9596417977874814,
"exist_auroc": 0.998809814453125,
"exist_f1": 0.9680739909446229,
"exist_P": 0.9638591353933883,
"exist_R": 0.9723258706467661,
"type_acc": 1.0,
"type_trueprob": 0.9999972910467368
},
"lr": 8.69183335783201e-05,
"arch": "mpnn"
},
{
"epoch": 56,
"train": {
"gate_loss": 0.011787845778772526,
"exist_loss": 0.007715835301960435,
"type_loss": 8.17866542445471e-06,
"loss": 0.019511859746157417,
"gate_mcc": 0.9843588263884642,
"gate_f1": 0.9947504674241335,
"exist_mcc": 0.9639549798012003,
"exist_auroc": 0.9992004632949829,
"exist_f1": 0.9714723503071658,
"exist_P": 0.9663817016482528,
"exist_R": 0.9766169154228855,
"type_acc": 1.0,
"type_trueprob": 0.9999954414878638
},
"val": {
"gate_loss": 0.08671283328264663,
"exist_loss": 0.00982682294565034,
"type_loss": 5.818682784391518e-06,
"loss": 0.09654547491108136,
"gate_mcc": 0.9271191962666637,
"gate_f1": 0.9432588360499636,
"exist_mcc": 0.9595962602128456,
"exist_auroc": 0.9988195300102234,
"exist_f1": 0.9680411175947753,
"exist_P": 0.9624990394221163,
"exist_R": 0.9736473880597015,
"type_acc": 1.0,
"type_trueprob": 0.9999962703913302
},
"lr": 8.635904763715899e-05,
"arch": "mpnn"
},
{
"epoch": 57,
"train": {
"gate_loss": 0.01202122266794063,
"exist_loss": 0.007651075817889366,
"type_loss": 1.0427957932967672e-05,
"loss": 0.01968272644376296,
"gate_mcc": 0.9840438260290322,
"gate_f1": 0.9946416369978781,
"exist_mcc": 0.9648369939901781,
"exist_auroc": 0.9992204308509827,
"exist_f1": 0.972169732739951,
"exist_P": 0.9673123372010419,
"exist_R": 0.9770761576731726,
"type_acc": 1.0,
"type_trueprob": 0.9999951104573989
},
"val": {
"gate_loss": 0.08644071202424769,
"exist_loss": 0.009739783906183264,
"type_loss": 4.916720687225127e-06,
"loss": 0.09618541265111819,
"gate_mcc": 0.9283857648596708,
"gate_f1": 0.94424208461754,
"exist_mcc": 0.9600502618217657,
"exist_auroc": 0.9988352060317993,
"exist_f1": 0.9683982516535798,
"exist_P": 0.9637385480021556,
"exist_R": 0.9731032338308457,
"type_acc": 1.0,
"type_trueprob": 0.999997023882261
},
"lr": 8.578995819042424e-05,
"arch": "mpnn"
},
{
"epoch": 58,
"train": {
"gate_loss": 0.010857528060469305,
"exist_loss": 0.007531397610408889,
"type_loss": 1.1072838987522688e-05,
"loss": 0.018399998509865716,
"gate_mcc": 0.9854957026596918,
"gate_f1": 0.995131702897248,
"exist_mcc": 0.9652283239355431,
"exist_auroc": 0.9992398023605347,
"exist_f1": 0.9724788115417579,
"exist_P": 0.9679620853080568,
"exist_R": 0.9770378874856487,
"type_acc": 1.0,
"type_trueprob": 0.9999941383154511
},
"val": {
"gate_loss": 0.09095971028930445,
"exist_loss": 0.009762885979876299,
"type_loss": 3.6167884657817036e-06,
"loss": 0.10072621305764654,
"gate_mcc": 0.9264995016023677,
"gate_f1": 0.9427564210172905,
"exist_mcc": 0.9606011864780452,
"exist_auroc": 0.9988414645195007,
"exist_f1": 0.9688345835588895,
"exist_P": 0.9638405908601323,
"exist_R": 0.9738805970149254,
"type_acc": 1.0,
"type_trueprob": 0.9999980822353813
},
"lr": 8.521122082148826e-05,
"arch": "mpnn"
},
{
"epoch": 59,
"train": {
"gate_loss": 0.01050002995240145,
"exist_loss": 0.007306032299943905,
"type_loss": 8.023200693741356e-06,
"loss": 0.0178140854530391,
"gate_mcc": 0.9858972130861858,
"gate_f1": 0.9952691821005406,
"exist_mcc": 0.9656130680845184,
"exist_auroc": 0.9992859363555908,
"exist_f1": 0.9727836111454872,
"exist_P": 0.9679277094739235,
"exist_R": 0.9776884806735553,
"type_acc": 1.0,
"type_trueprob": 0.9999959409168475
},
"val": {
"gate_loss": 0.09126141453114034,
"exist_loss": 0.00982319395712465,
"type_loss": 3.75450350635127e-06,
"loss": 0.10108836299177135,
"gate_mcc": 0.9269609424613212,
"gate_f1": 0.9431404403114672,
"exist_mcc": 0.9605702274720554,
"exist_auroc": 0.9988387823104858,
"exist_f1": 0.9688080495356037,
"exist_P": 0.9646270036991369,
"exist_R": 0.9730254975124378,
"type_acc": 1.0,
"type_trueprob": 0.9999980146241425
},
"lr": 8.46229937513691e-05,
"arch": "mpnn"
},
{
"epoch": 60,
"train": {
"gate_loss": 0.010310396227545001,
"exist_loss": 0.007336157299264632,
"type_loss": 6.181813353174411e-06,
"loss": 0.017652735340162807,
"gate_mcc": 0.986261950653747,
"gate_f1": 0.995391440013229,
"exist_mcc": 0.9659370122666691,
"exist_auroc": 0.999280571937561,
"exist_f1": 0.9730396240877128,
"exist_P": 0.9683878365188716,
"exist_R": 0.9777363184079602,
"type_acc": 1.0,
"type_trueprob": 0.9999963720958898
},
"val": {
"gate_loss": 0.09291057375768466,
"exist_loss": 0.009814146193426231,
"type_loss": 2.8066310809855906e-06,
"loss": 0.10272752658219188,
"gate_mcc": 0.9265838645508895,
"gate_f1": 0.9428363473489726,
"exist_mcc": 0.9603884670440513,
"exist_auroc": 0.9988447427749634,
"exist_f1": 0.9686653771760154,
"exist_P": 0.9641152009856769,
"exist_R": 0.9732587064676617,
"type_acc": 1.0,
"type_trueprob": 0.9999984669967077
},
"lr": 8.402543779547428e-05,
"arch": "mpnn"
},
{
"epoch": 61,
"train": {
"gate_loss": 0.009262629482753654,
"exist_loss": 0.007149602481783877,
"type_loss": 7.1007757609736415e-06,
"loss": 0.016419332740298505,
"gate_mcc": 0.988118994510428,
"gate_f1": 0.9960183415026806,
"exist_mcc": 0.9667931274732668,
"exist_auroc": 0.9993144273757935,
"exist_f1": 0.9737169081067699,
"exist_P": 0.9690161930660703,
"exist_R": 0.9784634519709147,
"type_acc": 1.0,
"type_trueprob": 0.9999961909963124
},
"val": {
"gate_loss": 0.09976570452887283,
"exist_loss": 0.009833312012359227,
"type_loss": 3.6928493425986004e-06,
"loss": 0.10960270939057465,
"gate_mcc": 0.9242873813500152,
"gate_f1": 0.9410121774103453,
"exist_mcc": 0.9599992917273822,
"exist_auroc": 0.9988497495651245,
"exist_f1": 0.9683600540853776,
"exist_P": 0.9625220797173796,
"exist_R": 0.9742692786069652,
"type_acc": 1.0,
"type_trueprob": 0.9999978008925619
},
"lr": 8.341871631963559e-05,
"arch": "mpnn"
},
{
"epoch": 62,
"train": {
"gate_loss": 0.009301223959313992,
"exist_loss": 0.007123848560840948,
"type_loss": 7.283390727806579e-06,
"loss": 0.016432355910882747,
"gate_mcc": 0.9882482759144077,
"gate_f1": 0.9960614075436982,
"exist_mcc": 0.9667321729066006,
"exist_auroc": 0.9993213415145874,
"exist_f1": 0.9736675353632566,
"exist_P": 0.9697265903030188,
"exist_R": 0.9776406429391504,
"type_acc": 1.0,
"type_trueprob": 0.9999962548665785
},
"val": {
"gate_loss": 0.09781342406026866,
"exist_loss": 0.009888171384124757,
"type_loss": 3.101942755434904e-06,
"loss": 0.10770469738714886,
"gate_mcc": 0.9244076244679632,
"gate_f1": 0.9411107386300145,
"exist_mcc": 0.9605508461978407,
"exist_auroc": 0.9988448619842529,
"exist_f1": 0.9687947101813541,
"exist_P": 0.9638378087250904,
"exist_R": 0.9738028606965174,
"type_acc": 1.0,
"type_trueprob": 0.9999978983246568
},
"lr": 8.280299519544643e-05,
"arch": "mpnn"
},
{
"epoch": 63,
"train": {
"gate_loss": 0.009319720481093982,
"exist_loss": 0.00700067604944622,
"type_loss": 7.415410200868011e-06,
"loss": 0.01632781194074107,
"gate_mcc": 0.9876743413869251,
"gate_f1": 0.9958665506904657,
"exist_mcc": 0.9678202739688058,
"exist_auroc": 0.9993444085121155,
"exist_f1": 0.974528966870511,
"exist_P": 0.9702590948750047,
"exist_R": 0.9788365862992728,
"type_acc": 1.0,
"type_trueprob": 0.9999958052928997
},
"val": {
"gate_loss": 0.10016835756794606,
"exist_loss": 0.009912750635004158,
"type_loss": 3.423403387324698e-06,
"loss": 0.11008453160633755,
"gate_mcc": 0.9239421174140889,
"gate_f1": 0.9407428092711534,
"exist_mcc": 0.9612802752204116,
"exist_auroc": 0.9988460540771484,
"exist_f1": 0.9693711810658211,
"exist_P": 0.9645220871171309,
"exist_R": 0.9742692786069652,
"type_acc": 1.0,
"type_trueprob": 0.9999979376348097
},
"lr": 8.217844275491426e-05,
"arch": "mpnn"
},
{
"epoch": 64,
"train": {
"gate_loss": 0.009962380269120512,
"exist_loss": 0.006906779479401579,
"type_loss": 6.6252438097837855e-06,
"loss": 0.016875784992331878,
"gate_mcc": 0.9867069096372312,
"gate_f1": 0.995543223543281,
"exist_mcc": 0.9675718392977638,
"exist_auroc": 0.9993584156036377,
"exist_f1": 0.9743325999790471,
"exist_P": 0.9699262377457952,
"exist_R": 0.978779181017987,
"type_acc": 1.0,
"type_trueprob": 0.9999964174255301
},
"val": {
"gate_loss": 0.09241108335483746,
"exist_loss": 0.00986346915422006,
"type_loss": 3.1042547539187e-06,
"loss": 0.10227765676381143,
"gate_mcc": 0.9274419992398867,
"gate_f1": 0.9435167544547797,
"exist_mcc": 0.9613476006432427,
"exist_auroc": 0.9988646507263184,
"exist_f1": 0.9694252251555795,
"exist_P": 0.964096255862228,
"exist_R": 0.9748134328358209,
"type_acc": 1.0,
"type_trueprob": 0.9999986581912088
},
"lr": 8.154522974444018e-05,
"arch": "mpnn"
},
{
"epoch": 65,
"train": {
"gate_loss": 0.008283266098735627,
"exist_loss": 0.006834892864159463,
"type_loss": 6.8839988627958e-06,
"loss": 0.015125042961757885,
"gate_mcc": 0.9889276959251105,
"gate_f1": 0.9962924642179686,
"exist_mcc": 0.9682588858627015,
"exist_auroc": 0.9993736743927002,
"exist_f1": 0.9748756645515348,
"exist_P": 0.9708243197085278,
"exist_R": 0.9789609644087256,
"type_acc": 1.0,
"type_trueprob": 0.9999963835560404
},
"val": {
"gate_loss": 0.10123682566042823,
"exist_loss": 0.009839821867124798,
"type_loss": 2.3922978201699594e-06,
"loss": 0.1110790398253732,
"gate_mcc": 0.9239421174140889,
"gate_f1": 0.9407428092711534,
"exist_mcc": 0.9619298351954241,
"exist_auroc": 0.998879611492157,
"exist_f1": 0.9698823165066583,
"exist_P": 0.9659932140653917,
"exist_R": 0.9738028606965174,
"type_acc": 1.0,
"type_trueprob": 0.9999989650735808
},
"lr": 8.090352927813866e-05,
"arch": "mpnn"
},
{
"epoch": 66,
"train": {
"gate_loss": 0.008467641500159632,
"exist_loss": 0.006628279675869458,
"type_loss": 1.1021394736699297e-05,
"loss": 0.01510694257076579,
"gate_mcc": 0.9887585110251133,
"gate_f1": 0.9962346042741553,
"exist_mcc": 0.9690627315258755,
"exist_auroc": 0.9994086027145386,
"exist_f1": 0.9755111960390943,
"exist_P": 0.971755703449127,
"exist_R": 0.9792958285495599,
"type_acc": 1.0,
"type_trueprob": 0.999996275232069
},
"val": {
"gate_loss": 0.10451824360636461,
"exist_loss": 0.00990473553130405,
"type_loss": 2.7190689333571334e-06,
"loss": 0.11442569820660202,
"gate_mcc": 0.9238194667616719,
"gate_f1": 0.940605655010875,
"exist_mcc": 0.9616414919913948,
"exist_auroc": 0.9988798499107361,
"exist_f1": 0.9696547453166124,
"exist_P": 0.965618254702436,
"exist_R": 0.9737251243781094,
"type_acc": 1.0,
"type_trueprob": 0.999999063172892
},
"lr": 8.025351679050983e-05,
"arch": "mpnn"
},
{
"epoch": 67,
"train": {
"gate_loss": 0.008070413376392957,
"exist_loss": 0.0064936376815844295,
"type_loss": 5.105740536871996e-06,
"loss": 0.014569156798514258,
"gate_mcc": 0.9893754268882137,
"gate_f1": 0.9964438377815295,
"exist_mcc": 0.9698572130678513,
"exist_auroc": 0.9994358420372009,
"exist_f1": 0.9761401101518876,
"exist_P": 0.9721937516607827,
"exist_R": 0.9801186375813241,
"type_acc": 1.0,
"type_trueprob": 0.9999972328480933
},
"val": {
"gate_loss": 0.10221881725375274,
"exist_loss": 0.009910827942442023,
"type_loss": 2.2725813758791943e-06,
"loss": 0.11213191777757064,
"gate_mcc": 0.9265865570576636,
"gate_f1": 0.9428012300810735,
"exist_mcc": 0.9618004707300613,
"exist_auroc": 0.9988786578178406,
"exist_f1": 0.9697813890501065,
"exist_P": 0.9654109852861875,
"exist_R": 0.9741915422885572,
"type_acc": 1.0,
"type_trueprob": 0.9999989525076762
},
"lr": 7.959536998847753e-05,
"arch": "mpnn"
},
{
"epoch": 68,
"train": {
"gate_loss": 0.008655503292904834,
"exist_loss": 0.006529132882611875,
"type_loss": 4.7709202152724275e-06,
"loss": 0.015189407095731983,
"gate_mcc": 0.9880924091381599,
"gate_f1": 0.9960118709714507,
"exist_mcc": 0.9698684413881585,
"exist_auroc": 0.9994268417358398,
"exist_f1": 0.9761489570528763,
"exist_P": 0.9722301311618549,
"exist_R": 0.9800995024875622,
"type_acc": 1.0,
"type_trueprob": 0.999997366209209
},
"val": {
"gate_loss": 0.09962344870861517,
"exist_loss": 0.009917092100938605,
"type_loss": 2.5132279875245962e-06,
"loss": 0.1095430540375413,
"gate_mcc": 0.9267723100021077,
"gate_f1": 0.9429883512544803,
"exist_mcc": 0.9621443458084787,
"exist_auroc": 0.9988830089569092,
"exist_f1": 0.9700533931749594,
"exist_P": 0.9656447388692035,
"exist_R": 0.974502487562189,
"type_acc": 1.0,
"type_trueprob": 0.999998518891299
},
"lr": 7.892926880280581e-05,
"arch": "mpnn"
},
{
"epoch": 69,
"train": {
"gate_loss": 0.007279917249367564,
"exist_loss": 0.006355041324958996,
"type_loss": 6.7237973586478284e-06,
"loss": 0.013641682371685209,
"gate_mcc": 0.9907511796384683,
"gate_f1": 0.9969035354297332,
"exist_mcc": 0.9702404433629801,
"exist_auroc": 0.999455988407135,
"exist_f1": 0.9764432331471916,
"exist_P": 0.9725691939709177,
"exist_R": 0.9803482587064677,
"type_acc": 1.0,
"type_trueprob": 0.9999964334113453
},
"val": {
"gate_loss": 0.10813510991858702,
"exist_loss": 0.009986810986735102,
"type_loss": 2.8758163336823747e-06,
"loss": 0.1181247967216558,
"gate_mcc": 0.9245534638498737,
"gate_f1": 0.9412224829589899,
"exist_mcc": 0.9623135828741364,
"exist_auroc": 0.9988918900489807,
"exist_f1": 0.9701850847982653,
"exist_P": 0.966517512729517,
"exist_R": 0.9738805970149254,
"type_acc": 1.0,
"type_trueprob": 0.9999985091054617
},
"lr": 7.825539533890791e-05,
"arch": "mpnn"
},
{
"epoch": 70,
"train": {
"gate_loss": 0.007215477609318317,
"exist_loss": 0.006285822077613846,
"type_loss": 5.6527447692921546e-06,
"loss": 0.013506952431701453,
"gate_mcc": 0.9908972544517808,
"gate_f1": 0.9969544168139177,
"exist_mcc": 0.9707845325294598,
"exist_auroc": 0.9994686245918274,
"exist_f1": 0.9768738208221371,
"exist_P": 0.9729244960710626,
"exist_R": 0.9808553386911596,
"type_acc": 1.0,
"type_trueprob": 0.9999966901333178
},
"val": {
"gate_loss": 0.10493641499719085,
"exist_loss": 0.010026253602441089,
"type_loss": 2.5991215948275237e-06,
"loss": 0.11496526772122677,
"gate_mcc": 0.9254571056096332,
"gate_f1": 0.9419261080990442,
"exist_mcc": 0.9622764457798264,
"exist_auroc": 0.9988952875137329,
"exist_f1": 0.9701567640797367,
"exist_P": 0.9661552694472284,
"exist_R": 0.9741915422885572,
"type_acc": 1.0,
"type_trueprob": 0.9999988042744831
},
"lr": 7.757393382706025e-05,
"arch": "mpnn"
},
{
"epoch": 71,
"train": {
"gate_loss": 0.007311192670540088,
"exist_loss": 0.006117523236033048,
"type_loss": 5.778291369655299e-06,
"loss": 0.013434494197942792,
"gate_mcc": 0.9899756751328482,
"gate_f1": 0.9966451872445277,
"exist_mcc": 0.9717961424535755,
"exist_auroc": 0.9994958639144897,
"exist_f1": 0.9776739974743263,
"exist_P": 0.9739378115357228,
"exist_R": 0.9814389590508994,
"type_acc": 1.0,
"type_trueprob": 0.9999966809359995
},
"val": {
"gate_loss": 0.10237679059140482,
"exist_loss": 0.010173299700748702,
"type_loss": 1.2826278068464418e-06,
"loss": 0.11255137291996037,
"gate_mcc": 0.9257236720538227,
"gate_f1": 0.9421367473584168,
"exist_mcc": 0.9624114995678199,
"exist_auroc": 0.9988764524459839,
"exist_f1": 0.9702625261364517,
"exist_P": 0.9665946613176979,
"exist_R": 0.9739583333333334,
"type_acc": 1.0,
"type_trueprob": 0.9999994644848862
},
"lr": 7.68850705720358e-05,
"arch": "mpnn"
},
{
"epoch": 72,
"train": {
"gate_loss": 0.006811552526890632,
"exist_loss": 0.0060782819812464275,
"type_loss": 6.0964491769163984e-06,
"loss": 0.012895930957313976,
"gate_mcc": 0.9911975002286566,
"gate_f1": 0.9970550631365732,
"exist_mcc": 0.9719809315510748,
"exist_auroc": 0.9995052814483643,
"exist_f1": 0.9778205445780378,
"exist_P": 0.9737201624226784,
"exist_R": 0.9819556065824723,
"type_acc": 1.0,
"type_trueprob": 0.9999968261952332
},
"val": {
"gate_loss": 0.10953833044933362,
"exist_loss": 0.01015066052340945,
"type_loss": 1.3475869709453751e-06,
"loss": 0.119690338559714,
"gate_mcc": 0.9245381579289633,
"gate_f1": 0.9411961802647009,
"exist_mcc": 0.9630093323134886,
"exist_auroc": 0.9988756775856018,
"exist_f1": 0.9707362390647984,
"exist_P": 0.966769468003084,
"exist_R": 0.974735696517413,
"type_acc": 1.0,
"type_trueprob": 0.9999992483068462
},
"lr": 7.618899390217026e-05,
"arch": "mpnn"
},
{
"epoch": 73,
"train": {
"gate_loss": 0.006953977982961841,
"exist_loss": 0.006076056049058329,
"type_loss": 3.8679661110565476e-06,
"loss": 0.013033901998131227,
"gate_mcc": 0.9907466750601465,
"gate_f1": 0.9969041581967978,
"exist_mcc": 0.9717274726956694,
"exist_auroc": 0.9995049238204956,
"exist_f1": 0.9776195514378581,
"exist_P": 0.9739710937648377,
"exist_R": 0.9812954458476847,
"type_acc": 1.0,
"type_trueprob": 0.9999980638914988
},
"val": {
"gate_loss": 0.10896025717919243,
"exist_loss": 0.01019316420271288,
"type_loss": 1.543888129099797e-06,
"loss": 0.11915496527003441,
"gate_mcc": 0.9242317519083961,
"gate_f1": 0.9409466398749722,
"exist_mcc": 0.962906242649816,
"exist_auroc": 0.9988661408424377,
"exist_f1": 0.9706542779713511,
"exist_P": 0.9668363412000617,
"exist_R": 0.974502487562189,
"type_acc": 1.0,
"type_trueprob": 0.9999994771805272
},
"lr": 7.548589411787487e-05,
"arch": "mpnn"
},
{
"epoch": 74,
"train": {
"gate_loss": 0.007122706934940406,
"exist_loss": 0.005989711117594156,
"type_loss": 5.032940861371604e-06,
"loss": 0.013117450993395932,
"gate_mcc": 0.990250403269147,
"gate_f1": 0.9967392553435992,
"exist_mcc": 0.9719337722480202,
"exist_auroc": 0.9995205402374268,
"exist_f1": 0.9777828610642495,
"exist_P": 0.9740785050988435,
"exist_R": 0.9815154994259472,
"type_acc": 1.0,
"type_trueprob": 0.999997407670136
},
"val": {
"gate_loss": 0.10708213802916725,
"exist_loss": 0.010236200750733698,
"type_loss": 1.7333909012648157e-06,
"loss": 0.1173200721708022,
"gate_mcc": 0.926324006214462,
"gate_f1": 0.9426110303165902,
"exist_mcc": 0.9617658739193911,
"exist_auroc": 0.9988794326782227,
"exist_f1": 0.9697509585963825,
"exist_P": 0.9663450405248939,
"exist_R": 0.9731809701492538,
"type_acc": 1.0,
"type_trueprob": 0.9999993492603598
},
"lr": 7.477596343961025e-05,
"arch": "mpnn"
},
{
"epoch": 75,
"train": {
"gate_loss": 0.006244023955261535,
"exist_loss": 0.0058213618879732615,
"type_loss": 3.6878948368865684e-06,
"loss": 0.012069073738071683,
"gate_mcc": 0.9915410435496951,
"gate_f1": 0.997170028156065,
"exist_mcc": 0.9729006243459255,
"exist_auroc": 0.9995454549789429,
"exist_f1": 0.9785480120458964,
"exist_P": 0.9747209143377886,
"exist_R": 0.9824052812858783,
"type_acc": 1.0,
"type_trueprob": 0.9999981006807721
},
"val": {
"gate_loss": 0.11131198690071831,
"exist_loss": 0.010307928903627129,
"type_loss": 1.1792869342151075e-06,
"loss": 0.12162109509127965,
"gate_mcc": 0.9237541513650399,
"gate_f1": 0.9405725126946042,
"exist_mcc": 0.9626706419432612,
"exist_auroc": 0.9988784790039062,
"exist_f1": 0.9704687076672989,
"exist_P": 0.9663917366838819,
"exist_R": 0.9745802238805971,
"type_acc": 1.0,
"type_trueprob": 0.9999994094580856
},
"lr": 7.405939595533525e-05,
"arch": "mpnn"
},
{
"epoch": 76,
"train": {
"gate_loss": 0.007047474503031248,
"exist_loss": 0.0057875612407925145,
"type_loss": 3.840981136197199e-06,
"loss": 0.01283887672495996,
"gate_mcc": 0.9904028448761936,
"gate_f1": 0.9967892313549157,
"exist_mcc": 0.9726374074043205,
"exist_auroc": 0.99955153465271,
"exist_f1": 0.9783397974061122,
"exist_P": 0.9744490214316901,
"exist_R": 0.9822617680826636,
"type_acc": 1.0,
"type_trueprob": 0.9999982765977337
},
"val": {
"gate_loss": 0.10821947926500454,
"exist_loss": 0.010438853799567433,
"type_loss": 1.2331254948863667e-06,
"loss": 0.11865956619006686,
"gate_mcc": 0.9258861670558364,
"gate_f1": 0.9422754223067457,
"exist_mcc": 0.9625068275947578,
"exist_auroc": 0.9988734722137451,
"exist_f1": 0.9703376703841389,
"exist_P": 0.9667438271604938,
"exist_R": 0.9739583333333334,
"type_acc": 1.0,
"type_trueprob": 0.999999653566536
},
"lr": 7.333638756744515e-05,
"arch": "mpnn"
},
{
"epoch": 77,
"train": {
"gate_loss": 0.0056111792430043215,
"exist_loss": 0.005575816312833784,
"type_loss": 3.755113385158808e-06,
"loss": 0.011190750669223265,
"gate_mcc": 0.9925914986229184,
"gate_f1": 0.997522317100321,
"exist_mcc": 0.9734025787897775,
"exist_auroc": 0.9995822310447693,
"exist_f1": 0.9789450608105532,
"exist_P": 0.9752639775144333,
"exist_R": 0.9826540375047838,
"type_acc": 1.0,
"type_trueprob": 0.9999975158481181
},
"val": {
"gate_loss": 0.12129107370476847,
"exist_loss": 0.010467953960108125,
"type_loss": 2.302198385788297e-06,
"loss": 0.1317613298632624,
"gate_mcc": 0.9215849850116808,
"gate_f1": 0.9388323036678355,
"exist_mcc": 0.9633805649817823,
"exist_auroc": 0.9988832473754883,
"exist_f1": 0.971027964985669,
"exist_P": 0.9676547784468118,
"exist_R": 0.9744247512437811,
"type_acc": 1.0,
"type_trueprob": 0.9999996242831596
},
"lr": 7.260713593921403e-05,
"arch": "mpnn"
},
{
"epoch": 78,
"train": {
"gate_loss": 0.005783079401303565,
"exist_loss": 0.00549390818151766,
"type_loss": 3.937461020282874e-06,
"loss": 0.011280925043841507,
"gate_mcc": 0.9924630697775718,
"gate_f1": 0.9974791545472174,
"exist_mcc": 0.9746256464406212,
"exist_auroc": 0.9995962381362915,
"exist_f1": 0.9799126720817602,
"exist_P": 0.9764496884024928,
"exist_R": 0.9834003061615002,
"type_acc": 1.0,
"type_trueprob": 0.999997905639228
},
"val": {
"gate_loss": 0.12080100754910258,
"exist_loss": 0.010462789825596026,
"type_loss": 1.3709013204395218e-06,
"loss": 0.13126516827601906,
"gate_mcc": 0.9213622564912515,
"gate_f1": 0.9386438226622907,
"exist_mcc": 0.9621654026811847,
"exist_auroc": 0.998888373374939,
"exist_f1": 0.9700677637947724,
"exist_P": 0.9664377748630507,
"exist_R": 0.9737251243781094,
"type_acc": 1.0,
"type_trueprob": 0.999999658941333
},
"lr": 7.187184044075549e-05,
"arch": "mpnn"
},
{
"epoch": 79,
"train": {
"gate_loss": 0.005913339794055272,
"exist_loss": 0.005447791647422563,
"type_loss": 3.2973331964827536e-06,
"loss": 0.011364428774674319,
"gate_mcc": 0.9924175047918445,
"gate_f1": 0.9974651548553414,
"exist_mcc": 0.9750575414125434,
"exist_auroc": 0.9996016621589661,
"exist_f1": 0.9802543762633005,
"exist_P": 0.9768641684402554,
"exist_R": 0.9836681974741677,
"type_acc": 1.0,
"type_trueprob": 0.9999983208324551
},
"val": {
"gate_loss": 0.11937656511272685,
"exist_loss": 0.010450515939032772,
"type_loss": 9.587966572994796e-07,
"loss": 0.1298280398484169,
"gate_mcc": 0.9220993873246286,
"gate_f1": 0.939243748955839,
"exist_mcc": 0.963076722638026,
"exist_auroc": 0.998896598815918,
"exist_f1": 0.9707865168539326,
"exist_P": 0.9677120346052834,
"exist_R": 0.9738805970149254,
"type_acc": 1.0,
"type_trueprob": 0.9999995599894678
},
"lr": 7.113070209451697e-05,
"arch": "mpnn"
},
{
"epoch": 80,
"train": {
"gate_loss": 0.005479755705567426,
"exist_loss": 0.0062297198931810915,
"type_loss": 0.002079868388425967,
"loss": 0.013789343987174484,
"gate_mcc": 0.9928671424113817,
"gate_f1": 0.9976162097735399,
"exist_mcc": 0.9708204410793747,
"exist_auroc": 0.9994769096374512,
"exist_f1": 0.9769007744249038,
"exist_P": 0.9738173106175845,
"exist_R": 0.9800038270187524,
"type_acc": 0.9997321086873325,
"type_trueprob": 0.9997364578509851
},
"val": {
"gate_loss": 0.1212236514907905,
"exist_loss": 0.010622026903887083,
"type_loss": 1.7219497861701574e-06,
"loss": 0.13184740034446377,
"gate_mcc": 0.9219001214622188,
"gate_f1": 0.9391052426319015,
"exist_mcc": 0.962804166130044,
"exist_auroc": 0.9988254308700562,
"exist_f1": 0.9705757587443601,
"exist_P": 0.9630366572281319,
"exist_R": 0.9782338308457711,
"type_acc": 1.0,
"type_trueprob": 0.9999989961732679
},
"lr": 7.038392352032209e-05,
"arch": "mpnn"
},
{
"epoch": 81,
"train": {
"gate_loss": 0.005472643978154891,
"exist_loss": 0.006372380536969955,
"type_loss": 0.0004128778612279471,
"loss": 0.012257902376352794,
"gate_mcc": 0.9926324595601849,
"gate_f1": 0.9975369634996661,
"exist_mcc": 0.9702696564975629,
"exist_auroc": 0.9994526505470276,
"exist_f1": 0.9764659905444563,
"exist_P": 0.9728310415558763,
"exist_R": 0.9801282051282051,
"type_acc": 0.9999425947187142,
"type_trueprob": 0.9999385735927484
},
"val": {
"gate_loss": 0.12051586322401958,
"exist_loss": 0.010538088494577371,
"type_loss": 0.0002893791246617279,
"loss": 0.1313433308432587,
"gate_mcc": 0.9241913020156897,
"gate_f1": 0.9409073154399866,
"exist_mcc": 0.9624219652120289,
"exist_auroc": 0.9988008141517639,
"exist_f1": 0.9702717349229697,
"exist_P": 0.9663068619892059,
"exist_R": 0.9742692786069652,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.999939327216267
},
"lr": 6.963170887997647e-05,
"arch": "mpnn"
},
{
"epoch": 82,
"train": {
"gate_loss": 0.00466883858011291,
"exist_loss": 0.005400776368148215,
"type_loss": 4.56287369191746e-06,
"loss": 0.010074177821953042,
"gate_mcc": 0.993576678273519,
"gate_f1": 0.997853137363308,
"exist_mcc": 0.974503087791145,
"exist_auroc": 0.9996054768562317,
"exist_f1": 0.9798156040540411,
"exist_P": 0.9764361590939323,
"exist_R": 0.9832185227707616,
"type_acc": 1.0,
"type_trueprob": 0.9999968699919872
},
"val": {
"gate_loss": 0.12811585135472758,
"exist_loss": 0.010831006847661069,
"type_loss": 4.5404926798617934e-05,
"loss": 0.13899226312918725,
"gate_mcc": 0.9207943070433124,
"gate_f1": 0.938205684409589,
"exist_mcc": 0.9624690655998953,
"exist_auroc": 0.9988310933113098,
"exist_f1": 0.9703031712801427,
"exist_P": 0.9678267594740912,
"exist_R": 0.9727922885572139,
"type_acc": 1.0,
"type_trueprob": 0.9999835188709089
},
"lr": 6.887426382145201e-05,
"arch": "mpnn"
},
{
"epoch": 83,
"train": {
"gate_loss": 0.005670327383219546,
"exist_loss": 0.005374317080307039,
"type_loss": 1.0559723926500628e-06,
"loss": 0.011045700435919235,
"gate_mcc": 0.9920295832304667,
"gate_f1": 0.9973360523311338,
"exist_mcc": 0.9743148321580035,
"exist_auroc": 0.9996110796928406,
"exist_f1": 0.979666560192226,
"exist_P": 0.976347723622818,
"exist_R": 0.98300803673938,
"type_acc": 1.0,
"type_trueprob": 0.9999994656796023
},
"val": {
"gate_loss": 0.12810397876554164,
"exist_loss": 0.010876560612623718,
"type_loss": 9.103403576774163e-06,
"loss": 0.1389896427817421,
"gate_mcc": 0.9241653562033695,
"gate_f1": 0.940894122900039,
"exist_mcc": 0.96311216620356,
"exist_auroc": 0.9988555908203125,
"exist_f1": 0.9708128222024109,
"exist_P": 0.9681484344800928,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999964219420704
},
"lr": 6.811179542266465e-05,
"arch": "mpnn"
},
{
"epoch": 84,
"train": {
"gate_loss": 0.004855200411760649,
"exist_loss": 0.0052834600765628605,
"type_loss": 4.252896001347817e-05,
"loss": 0.010181189448336988,
"gate_mcc": 0.9936829943237658,
"gate_f1": 0.9978892047902128,
"exist_mcc": 0.975064360764069,
"exist_auroc": 0.9996256232261658,
"exist_f1": 0.9802598021689906,
"exist_P": 0.9768372048833784,
"exist_R": 0.9837064676616916,
"type_acc": 0.999980864906238,
"type_trueprob": 0.9999826455362629
},
"val": {
"gate_loss": 0.13225551650003023,
"exist_loss": 0.01089935457099483,
"type_loss": 7.896702875898802e-06,
"loss": 0.14316276777390097,
"gate_mcc": 0.9223368271240941,
"gate_f1": 0.9394395230932086,
"exist_mcc": 0.9634735176687299,
"exist_auroc": 0.9988490343093872,
"exist_f1": 0.9711009529712559,
"exist_P": 0.9678764478764479,
"exist_R": 0.9743470149253731,
"type_acc": 1.0,
"type_trueprob": 0.9999954018426772
},
"lr": 6.73445121348614e-05,
"arch": "mpnn"
},
{
"epoch": 85,
"train": {
"gate_loss": 0.00449897900576999,
"exist_loss": 0.005001423119456678,
"type_loss": 2.0518303615481403e-06,
"loss": 0.009502453955588215,
"gate_mcc": 0.9938340099093032,
"gate_f1": 0.9979393878474142,
"exist_mcc": 0.9765594935110365,
"exist_auroc": 0.9996675252914429,
"exist_f1": 0.9814428074190626,
"exist_P": 0.978224503374204,
"exist_R": 0.9846823574435515,
"type_acc": 1.0,
"type_trueprob": 0.9999989142054759
},
"val": {
"gate_loss": 0.13386564623545166,
"exist_loss": 0.01120162566629771,
"type_loss": 7.3147227780606085e-06,
"loss": 0.14507458662452744,
"gate_mcc": 0.9229191013399278,
"gate_f1": 0.9398852303749513,
"exist_mcc": 0.9632555212964421,
"exist_auroc": 0.9988529086112976,
"exist_f1": 0.970925724918592,
"exist_P": 0.9683730281472317,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999956799976861
},
"lr": 6.657262372563192e-05,
"arch": "mpnn"
},
{
"epoch": 86,
"train": {
"gate_loss": 0.003945480593538413,
"exist_loss": 0.00488075714062891,
"type_loss": 1.6515814518875187e-06,
"loss": 0.00882788931561921,
"gate_mcc": 0.994712943772591,
"gate_f1": 0.9982341033408467,
"exist_mcc": 0.9774126727365913,
"exist_auroc": 0.9996791481971741,
"exist_f1": 0.9821180845231569,
"exist_P": 0.9787353318447433,
"exist_R": 0.9855243015690777,
"type_acc": 1.0,
"type_trueprob": 0.9999988385100863
},
"val": {
"gate_loss": 0.13506002735895628,
"exist_loss": 0.01133686483565908,
"type_loss": 8.40519223146285e-06,
"loss": 0.14640529738684682,
"gate_mcc": 0.9228791919007671,
"gate_f1": 0.939865128462353,
"exist_mcc": 0.9638088073678363,
"exist_auroc": 0.9988524913787842,
"exist_f1": 0.9713576030427695,
"exist_P": 0.9699271430785925,
"exist_R": 0.9727922885572139,
"type_acc": 1.0,
"type_trueprob": 0.9999934452497841
},
"lr": 6.579634122155998e-05,
"arch": "mpnn"
},
{
"epoch": 87,
"train": {
"gate_loss": 0.004309710404078069,
"exist_loss": 0.00485279765221796,
"type_loss": 2.8642455322305196e-06,
"loss": 0.00916537230182826,
"gate_mcc": 0.9939187812775258,
"gate_f1": 0.9979682822292898,
"exist_mcc": 0.9771286286527326,
"exist_auroc": 0.9996850490570068,
"exist_f1": 0.9818930943876699,
"exist_P": 0.9788170642428622,
"exist_R": 0.9849885189437428,
"type_acc": 1.0,
"type_trueprob": 0.9999985392322679
},
"val": {
"gate_loss": 0.13484259234688287,
"exist_loss": 0.011405112289882738,
"type_loss": 4.794390996078771e-06,
"loss": 0.1462524990277617,
"gate_mcc": 0.9234087815090206,
"gate_f1": 0.9402843601895736,
"exist_mcc": 0.9632435583252685,
"exist_auroc": 0.9988542795181274,
"exist_f1": 0.9709144497013883,
"exist_P": 0.9687354898622504,
"exist_R": 0.9731032338308457,
"type_acc": 1.0,
"type_trueprob": 0.9999968536865356
},
"lr": 6.50158768505311e-05,
"arch": "mpnn"
},
{
"epoch": 88,
"train": {
"gate_loss": 0.004462646113883178,
"exist_loss": 0.004657384271905211,
"type_loss": 3.898346385910652e-06,
"loss": 0.009123928732174299,
"gate_mcc": 0.9942415793592285,
"gate_f1": 0.9980759290103957,
"exist_mcc": 0.9782061146684748,
"exist_auroc": 0.9997097253799438,
"exist_f1": 0.9827457937507154,
"exist_P": 0.9797181652213601,
"exist_R": 0.9857921928817451,
"type_acc": 1.0,
"type_trueprob": 0.9999983577677175
},
"val": {
"gate_loss": 0.13390312207387767,
"exist_loss": 0.011372373928895157,
"type_loss": 6.042005490264042e-06,
"loss": 0.14528153800826307,
"gate_mcc": 0.9230644879030886,
"gate_f1": 0.9400156093209945,
"exist_mcc": 0.9634085658611583,
"exist_auroc": 0.9988715648651123,
"exist_f1": 0.971047633812643,
"exist_P": 0.9683079539305867,
"exist_R": 0.9738028606965174,
"type_acc": 1.0,
"type_trueprob": 0.9999972373914363
},
"lr": 6.42314439837114e-05,
"arch": "mpnn"
},
{
"epoch": 89,
"train": {
"gate_loss": 0.004214250473939349,
"exist_loss": 0.004829715108823773,
"type_loss": 6.028970260752333e-06,
"loss": 0.009049994553023874,
"gate_mcc": 0.9940687991232819,
"gate_f1": 0.9980186078566506,
"exist_mcc": 0.9773400411569432,
"exist_auroc": 0.9996877312660217,
"exist_f1": 0.9820604280318925,
"exist_P": 0.9789606784301795,
"exist_R": 0.9851798698813624,
"type_acc": 1.0,
"type_trueprob": 0.999995741860601
},
"val": {
"gate_loss": 0.13277623629286434,
"exist_loss": 0.011329140890140667,
"type_loss": 7.928636458676117e-06,
"loss": 0.1441133058194637,
"gate_mcc": 0.9237298577678809,
"gate_f1": 0.9405785770132917,
"exist_mcc": 0.9642857014832673,
"exist_auroc": 0.9988720417022705,
"exist_f1": 0.9717409001046633,
"exist_P": 0.9691486893992113,
"exist_R": 0.9743470149253731,
"type_acc": 1.0,
"type_trueprob": 0.9999974111641817
},
"lr": 6.344325707721415e-05,
"arch": "mpnn"
},
{
"epoch": 90,
"train": {
"gate_loss": 0.003983545737429726,
"exist_loss": 0.004565492342383876,
"type_loss": 2.0385939450878024e-06,
"loss": 0.00855107667375869,
"gate_mcc": 0.9943495719355455,
"gate_f1": 0.9981117580752856,
"exist_mcc": 0.9782148445787677,
"exist_auroc": 0.999721348285675,
"exist_f1": 0.9827527835395656,
"exist_P": 0.9795997908645848,
"exist_R": 0.9859261385380789,
"type_acc": 1.0,
"type_trueprob": 0.9999989655936672
},
"val": {
"gate_loss": 0.14218961400752275,
"exist_loss": 0.011511620464820639,
"type_loss": 4.224235990038945e-06,
"loss": 0.1537054587083334,
"gate_mcc": 0.9226146624759731,
"gate_f1": 0.9396931659693166,
"exist_mcc": 0.9643382474423328,
"exist_auroc": 0.9988652467727661,
"exist_f1": 0.9717829457364341,
"exist_P": 0.969078540507112,
"exist_R": 0.974502487562189,
"type_acc": 1.0,
"type_trueprob": 0.9999976376840725
},
"lr": 6.265153161346964e-05,
"arch": "mpnn"
},
{
"epoch": 91,
"train": {
"gate_loss": 0.004482091835939872,
"exist_loss": 0.004515149321782916,
"type_loss": 1.6634596537290458e-06,
"loss": 0.008998904617376517,
"gate_mcc": 0.9944554509113213,
"gate_f1": 0.9981478822684853,
"exist_mcc": 0.9787191941526616,
"exist_auroc": 0.9997282028198242,
"exist_f1": 0.9831518810474161,
"exist_P": 0.9800811964593019,
"exist_R": 0.9862418675851512,
"type_acc": 1.0,
"type_trueprob": 0.9999992264033367
},
"val": {
"gate_loss": 0.13810199842065443,
"exist_loss": 0.01156776299962944,
"type_loss": 3.07247197949543e-06,
"loss": 0.14967283389226338,
"gate_mcc": 0.9220979980239767,
"gate_f1": 0.939280735991079,
"exist_mcc": 0.9637838829556269,
"exist_auroc": 0.9988735914230347,
"exist_f1": 0.971342149144918,
"exist_P": 0.9691248162191441,
"exist_R": 0.9735696517412935,
"type_acc": 1.0,
"type_trueprob": 0.9999987475611084
},
"lr": 6.185648404231429e-05,
"arch": "mpnn"
},
{
"epoch": 92,
"train": {
"gate_loss": 0.0036760165861567497,
"exist_loss": 0.004455201675497822,
"type_loss": 3.159819631191709e-06,
"loss": 0.008134378081285764,
"gate_mcc": 0.9948851367574569,
"gate_f1": 0.9982915063458336,
"exist_mcc": 0.9786141088992301,
"exist_auroc": 0.9997332096099854,
"exist_f1": 0.9830686316592742,
"exist_P": 0.9801236329053733,
"exist_R": 0.9860313815537696,
"type_acc": 1.0,
"type_trueprob": 0.9999978827189268
},
"val": {
"gate_loss": 0.13984737578038983,
"exist_loss": 0.011632699928560268,
"type_loss": 4.5431639890389e-06,
"loss": 0.15148461887293915,
"gate_mcc": 0.9248554130004536,
"gate_f1": 0.9414326391602925,
"exist_mcc": 0.9641532155380145,
"exist_auroc": 0.9988769888877869,
"exist_f1": 0.9716303799433383,
"exist_P": 0.9701619778346121,
"exist_R": 0.9731032338308457,
"type_acc": 1.0,
"type_trueprob": 0.9999971530997931
},
"lr": 6.105833172181557e-05,
"arch": "mpnn"
},
{
"epoch": 93,
"train": {
"gate_loss": 0.004038980972342796,
"exist_loss": 0.0044547113878728745,
"type_loss": 2.0497305640855253e-06,
"loss": 0.008495742090779756,
"gate_mcc": 0.9945841038356538,
"gate_f1": 0.9981910067191179,
"exist_mcc": 0.9791568524038459,
"exist_auroc": 0.9997342824935913,
"exist_f1": 0.9834981924320613,
"exist_P": 0.9805333130456283,
"exist_R": 0.9864810562571756,
"type_acc": 1.0,
"type_trueprob": 0.9999986900390905
},
"val": {
"gate_loss": 0.1438865119109497,
"exist_loss": 0.01170324885135524,
"type_loss": 4.8533045706993265e-06,
"loss": 0.15559461406687564,
"gate_mcc": 0.9234219594939881,
"gate_f1": 0.9402910185649774,
"exist_mcc": 0.9643836987775479,
"exist_auroc": 0.9988667964935303,
"exist_f1": 0.971818428499438,
"exist_P": 0.9692260109796644,
"exist_R": 0.9744247512437811,
"type_acc": 1.0,
"type_trueprob": 0.9999962441660278
},
"lr": 6.0257292858848353e-05,
"arch": "mpnn"
},
{
"epoch": 94,
"train": {
"gate_loss": 0.004182407854764174,
"exist_loss": 0.004421357061723315,
"type_loss": 2.465570656471467e-06,
"loss": 0.008606230487143962,
"gate_mcc": 0.9946278284407413,
"gate_f1": 0.9982052607397197,
"exist_mcc": 0.9789347566293801,
"exist_auroc": 0.9997374415397644,
"exist_f1": 0.9833224438795706,
"exist_P": 0.9803162709317916,
"exist_R": 0.9863471106008419,
"type_acc": 1.0,
"type_trueprob": 0.9999984932456762
},
"val": {
"gate_loss": 0.14693954180065058,
"exist_loss": 0.011808532891653808,
"type_loss": 4.618673040409387e-06,
"loss": 0.1587526933653448,
"gate_mcc": 0.9231306954605337,
"gate_f1": 0.940068015833194,
"exist_mcc": 0.9636742219020643,
"exist_auroc": 0.9988657832145691,
"exist_f1": 0.9712534429918144,
"exist_P": 0.969410671416402,
"exist_R": 0.9731032338308457,
"type_acc": 1.0,
"type_trueprob": 0.9999963005087269
},
"lr": 5.945358644943952e-05,
"arch": "mpnn"
},
{
"epoch": 95,
"train": {
"gate_loss": 0.003491969440537441,
"exist_loss": 0.004248932654158396,
"type_loss": 2.741964665565112e-06,
"loss": 0.007743644059361402,
"gate_mcc": 0.9950574996167378,
"gate_f1": 0.9983488872936108,
"exist_mcc": 0.980297160060678,
"exist_auroc": 0.999758780002594,
"exist_f1": 0.9844002767769798,
"exist_P": 0.9819869567287095,
"exist_R": 0.9868254879448909,
"type_acc": 1.0,
"type_trueprob": 0.9999981237470624
},
"val": {
"gate_loss": 0.14998240495625084,
"exist_loss": 0.011976173609382414,
"type_loss": 1.947462546952876e-05,
"loss": 0.16197805319110278,
"gate_mcc": 0.9203336995104396,
"gate_f1": 0.9378405426442789,
"exist_mcc": 0.9641304678583208,
"exist_auroc": 0.998868465423584,
"exist_f1": 0.9716169057774332,
"exist_P": 0.969286708958688,
"exist_R": 0.9739583333333334,
"type_acc": 1.0,
"type_trueprob": 0.9999832382694406
},
"lr": 5.864743221889641e-05,
"arch": "mpnn"
},
{
"epoch": 96,
"train": {
"gate_loss": 0.004293969948158133,
"exist_loss": 0.004294812231918384,
"type_loss": 2.1405356266298303e-06,
"loss": 0.008590922715703145,
"gate_mcc": 0.9941349893187246,
"gate_f1": 0.9980399055133938,
"exist_mcc": 0.9795919940058585,
"exist_auroc": 0.9997552633285522,
"exist_f1": 0.9838424218716458,
"exist_P": 0.981113764592828,
"exist_R": 0.9865862992728665,
"type_acc": 1.0,
"type_trueprob": 0.9999986193803275
},
"val": {
"gate_loss": 0.14841419008376622,
"exist_loss": 0.011994850641140774,
"type_loss": 1.0512277526430155e-05,
"loss": 0.16041955300243343,
"gate_mcc": 0.9200643597307574,
"gate_f1": 0.9376669634906502,
"exist_mcc": 0.9638483027373079,
"exist_auroc": 0.9988590478897095,
"exist_f1": 0.9713953488372092,
"exist_P": 0.9686920222634509,
"exist_R": 0.9741138059701493,
"type_acc": 1.0,
"type_trueprob": 0.9999907691569174
},
"lr": 5.7839050561736255e-05,
"arch": "mpnn"
},
{
"epoch": 97,
"train": {
"gate_loss": 0.0037960969358448475,
"exist_loss": 0.004222326728680701,
"type_loss": 2.3355832809006625e-06,
"loss": 0.00802075924780645,
"gate_mcc": 0.9947556074638912,
"gate_f1": 0.9982485105161151,
"exist_mcc": 0.9799690770463371,
"exist_auroc": 0.999761164188385,
"exist_f1": 0.9841407673883793,
"exist_P": 0.981546338770771,
"exist_R": 0.9867489475698431,
"type_acc": 1.0,
"type_trueprob": 0.9999986177744465
},
"val": {
"gate_loss": 0.14860428919497048,
"exist_loss": 0.012160026040461583,
"type_loss": 6.441254625630243e-06,
"loss": 0.16077075649005768,
"gate_mcc": 0.9223496262626106,
"gate_f1": 0.9394835183222711,
"exist_mcc": 0.9643790059494352,
"exist_auroc": 0.9988549947738647,
"exist_f1": 0.971814058077773,
"exist_P": 0.969371181065821,
"exist_R": 0.9742692786069652,
"type_acc": 1.0,
"type_trueprob": 0.9999947241734509
},
"lr": 5.7028662481432495e-05,
"arch": "mpnn"
},
{
"epoch": 98,
"train": {
"gate_loss": 0.003236286698042853,
"exist_loss": 0.004014234251851794,
"type_loss": 2.071892173118589e-06,
"loss": 0.007252592842067766,
"gate_mcc": 0.9956798642792295,
"gate_f1": 0.9985572264293149,
"exist_mcc": 0.9810032808460206,
"exist_auroc": 0.9997852444648743,
"exist_f1": 0.9849592487259261,
"exist_P": 0.9825025703514718,
"exist_R": 0.9874282433983926,
"type_acc": 1.0,
"type_trueprob": 0.9999989152274003
},
"val": {
"gate_loss": 0.15357622473601928,
"exist_loss": 0.012334193349330275,
"type_loss": 1.099903424574119e-05,
"loss": 0.1659214171195953,
"gate_mcc": 0.9221511905742329,
"gate_f1": 0.939307808058853,
"exist_mcc": 0.9642308215071639,
"exist_auroc": 0.9988490343093872,
"exist_f1": 0.9716966501240695,
"exist_P": 0.9692914603960396,
"exist_R": 0.9741138059701493,
"type_acc": 1.0,
"type_trueprob": 0.9999908667928841
},
"lr": 5.6216489529994596e-05,
"arch": "mpnn"
},
{
"epoch": 99,
"train": {
"gate_loss": 0.002979828485455494,
"exist_loss": 0.0038892805302013656,
"type_loss": 2.013690143034003e-06,
"loss": 0.006871122705799894,
"gate_mcc": 0.9955722679512542,
"gate_f1": 0.9985213471532344,
"exist_mcc": 0.9817810351466326,
"exist_auroc": 0.9997987747192383,
"exist_f1": 0.9855748813017441,
"exist_P": 0.9831119996192108,
"exist_R": 0.9880501339456563,
"type_acc": 1.0,
"type_trueprob": 0.9999987290182015
},
"val": {
"gate_loss": 0.15477790942369055,
"exist_loss": 0.012525194771732731,
"type_loss": 1.2578260543525027e-05,
"loss": 0.16731568245596679,
"gate_mcc": 0.920498597646336,
"gate_f1": 0.9380185999888624,
"exist_mcc": 0.9647803720642641,
"exist_auroc": 0.998847484588623,
"exist_f1": 0.972132863067323,
"exist_P": 0.9693901213573471,
"exist_R": 0.9748911691542289,
"type_acc": 1.0,
"type_trueprob": 0.9999908549312632
},
"lr": 5.5402753747397975e-05,
"arch": "mpnn"
},
{
"epoch": 100,
"train": {
"gate_loss": 0.0035303043392926146,
"exist_loss": 0.004032100818763561,
"type_loss": 3.121662870279657e-06,
"loss": 0.007565526820926455,
"gate_mcc": 0.9949065531712739,
"gate_f1": 0.9982986971034781,
"exist_mcc": 0.980993807730506,
"exist_auroc": 0.9997825026512146,
"exist_f1": 0.9849518593089497,
"exist_P": 0.9823552924605516,
"exist_R": 0.9875621890547264,
"type_acc": 1.0,
"type_trueprob": 0.9999984113457465
},
"val": {
"gate_loss": 0.16475766220338392,
"exist_loss": 0.012635135084917164,
"type_loss": 4.635424541403795e-06,
"loss": 0.1773974327128425,
"gate_mcc": 0.9195550034886062,
"gate_f1": 0.937239424092501,
"exist_mcc": 0.9647439044697759,
"exist_auroc": 0.9988367557525635,
"exist_f1": 0.9720982575963366,
"exist_P": 0.9705540488182874,
"exist_R": 0.9736473880597015,
"type_acc": 1.0,
"type_trueprob": 0.999997492972298
},
"lr": 5.458767760088053e-05,
"arch": "mpnn"
},
{
"epoch": 101,
"train": {
"gate_loss": 0.002703489148482013,
"exist_loss": 0.0037923610955092964,
"type_loss": 2.1605257588000827e-06,
"loss": 0.006498010769750109,
"gate_mcc": 0.9961729204859228,
"gate_f1": 0.9987225308243265,
"exist_mcc": 0.9821126810588936,
"exist_auroc": 0.999809205532074,
"exist_f1": 0.9858373972877279,
"exist_P": 0.9833691906402909,
"exist_R": 0.9883180252583238,
"type_acc": 1.0,
"type_trueprob": 0.9999990080765185
},
"val": {
"gate_loss": 0.1661842552487522,
"exist_loss": 0.01272722379462658,
"type_loss": 4.487313685710677e-06,
"loss": 0.17891596635706447,
"gate_mcc": 0.9202235261835814,
"gate_f1": 0.9377851975514747,
"exist_mcc": 0.9647595760830128,
"exist_auroc": 0.9988442063331604,
"exist_f1": 0.972113408059574,
"exist_P": 0.9700441210620017,
"exist_R": 0.9741915422885572,
"type_acc": 1.0,
"type_trueprob": 0.9999968047017482
},
"lr": 5.377148392412219e-05,
"arch": "mpnn"
},
{
"epoch": 102,
"train": {
"gate_loss": 0.002244076574717239,
"exist_loss": 0.0037043620410468704,
"type_loss": 1.998843476866464e-06,
"loss": 0.005950437459240975,
"gate_mcc": 0.9967754838833817,
"gate_f1": 0.9989234346740159,
"exist_mcc": 0.9826671360326952,
"exist_auroc": 0.9998171925544739,
"exist_f1": 0.9862762688247981,
"exist_P": 0.9838163055481512,
"exist_R": 0.9887485648679678,
"type_acc": 1.0,
"type_trueprob": 0.9999988722335867
},
"val": {
"gate_loss": 0.17387044763707005,
"exist_loss": 0.012938245020429012,
"type_loss": 4.180487939671096e-06,
"loss": 0.18681287314543873,
"gate_mcc": 0.9198837175538979,
"gate_f1": 0.9374999999999999,
"exist_mcc": 0.9655135910593582,
"exist_auroc": 0.9988545179367065,
"exist_f1": 0.9727043292564551,
"exist_P": 0.9716856721743853,
"exist_R": 0.9737251243781094,
"type_acc": 1.0,
"type_trueprob": 0.999997393927764
},
"lr": 5.295439585632458e-05,
"arch": "mpnn"
},
{
"epoch": 103,
"train": {
"gate_loss": 0.002730412759303811,
"exist_loss": 0.0038155572851840585,
"type_loss": 5.897205168990971e-06,
"loss": 0.006551867249656861,
"gate_mcc": 0.9958947573930449,
"gate_f1": 0.9986290258905949,
"exist_mcc": 0.9821017299756725,
"exist_auroc": 0.9998064041137695,
"exist_f1": 0.9858285005131143,
"exist_P": 0.9836452826594275,
"exist_R": 0.9880214313050134,
"type_acc": 1.0,
"type_trueprob": 0.9999969143726978
},
"val": {
"gate_loss": 0.1719300015626768,
"exist_loss": 0.012941989396793302,
"type_loss": 6.604282006588569e-06,
"loss": 0.18487859524147668,
"gate_mcc": 0.9198318298119683,
"gate_f1": 0.9374548284872408,
"exist_mcc": 0.9653152557868477,
"exist_auroc": 0.998834490776062,
"exist_f1": 0.972546887741234,
"exist_P": 0.9716036930716114,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999943834113244
},
"lr": 5.213663678120683e-05,
"arch": "mpnn"
},
{
"epoch": 104,
"train": {
"gate_loss": 0.0029508002610963606,
"exist_loss": 0.0037221993903233746,
"type_loss": 2.059928796044485e-06,
"loss": 0.00667505958021578,
"gate_mcc": 0.9955733757689722,
"gate_f1": 0.9985211985470417,
"exist_mcc": 0.9828764810063032,
"exist_auroc": 0.9998139142990112,
"exist_f1": 0.9864419236147234,
"exist_P": 0.9840796777848662,
"exist_R": 0.9888155376961347,
"type_acc": 1.0,
"type_trueprob": 0.9999986951487119
},
"val": {
"gate_loss": 0.1687469577188151,
"exist_loss": 0.012879156773352732,
"type_loss": 5.412259580384277e-06,
"loss": 0.1816315267517482,
"gate_mcc": 0.9203007103033133,
"gate_f1": 0.9378619153674832,
"exist_mcc": 0.9656287448156172,
"exist_auroc": 0.998859167098999,
"exist_f1": 0.972798882464786,
"exist_P": 0.9711784303091345,
"exist_R": 0.9744247512437811,
"type_acc": 1.0,
"type_trueprob": 0.999995499033833
},
"lr": 5.1318430265934805e-05,
"arch": "mpnn"
},
{
"epoch": 105,
"train": {
"gate_loss": 0.004539007754981998,
"exist_loss": 0.004154263756090778,
"type_loss": 0.0007297474922063174,
"loss": 0.009423019003279094,
"gate_mcc": 0.993705231979042,
"gate_f1": 0.9978962786389712,
"exist_mcc": 0.9803270406366044,
"exist_auroc": 0.9997704029083252,
"exist_f1": 0.9844239138734061,
"exist_P": 0.9820245258587859,
"exist_R": 0.9868350554917719,
"type_acc": 0.9999712973593571,
"type_trueprob": 0.9999692848985149
},
"val": {
"gate_loss": 0.15106981148913848,
"exist_loss": 0.012789282682364431,
"type_loss": 8.323465679908226e-06,
"loss": 0.16386741763718282,
"gate_mcc": 0.9228792408788682,
"gate_f1": 0.9398840062458175,
"exist_mcc": 0.965217830914262,
"exist_auroc": 0.9988436698913574,
"exist_f1": 0.9724784867043956,
"exist_P": 0.9698469151074687,
"exist_R": 0.9751243781094527,
"type_acc": 1.0,
"type_trueprob": 0.9999931611083633
},
"lr": 5.050000000000006e-05,
"arch": "mpnn"
},
{
"epoch": 106,
"train": {
"gate_loss": 0.0036643233770974333,
"exist_loss": 0.004126196637586653,
"type_loss": 0.00044012849834742276,
"loss": 0.008230648513031508,
"gate_mcc": 0.9945844613481962,
"gate_f1": 0.9981909547738693,
"exist_mcc": 0.9805559919900475,
"exist_auroc": 0.9997749328613281,
"exist_f1": 0.9846054031361662,
"exist_P": 0.9818932625429357,
"exist_R": 0.9873325679295829,
"type_acc": 0.9999712973593571,
"type_trueprob": 0.9999714217421382
},
"val": {
"gate_loss": 0.156568005789746,
"exist_loss": 0.012860150423128507,
"type_loss": 2.605239490098133e-06,
"loss": 0.16943076145236463,
"gate_mcc": 0.9205257771067111,
"gate_f1": 0.9380324035410056,
"exist_mcc": 0.9639439022912447,
"exist_auroc": 0.9988412857055664,
"exist_f1": 0.9714706566400496,
"exist_P": 0.9688418122777176,
"exist_R": 0.9741138059701493,
"type_acc": 1.0,
"type_trueprob": 0.9999976711560837
},
"lr": 4.968156973406531e-05,
"arch": "mpnn"
},
{
"epoch": 107,
"train": {
"gate_loss": 0.002430624508527072,
"exist_loss": 0.003534720217303471,
"type_loss": 5.525854806230998e-06,
"loss": 0.005970870580636774,
"gate_mcc": 0.9964524594896823,
"gate_f1": 0.9988158376333977,
"exist_mcc": 0.9834442692706461,
"exist_auroc": 0.9998341202735901,
"exist_f1": 0.9868913947040663,
"exist_P": 0.9844626179346325,
"exist_R": 0.9893321852277076,
"type_acc": 1.0,
"type_trueprob": 0.9999977529345461
},
"val": {
"gate_loss": 0.16697046361769075,
"exist_loss": 0.013308255062609431,
"type_loss": 1.7184539172961928e-06,
"loss": 0.18028043713421749,
"gate_mcc": 0.9188045516565215,
"gate_f1": 0.9366525894643253,
"exist_mcc": 0.9647962590788771,
"exist_auroc": 0.9988617300987244,
"exist_f1": 0.9721403073102592,
"exist_P": 0.9704834211341804,
"exist_R": 0.9738028606965174,
"type_acc": 1.0,
"type_trueprob": 0.9999984851598147
},
"lr": 4.886336321879331e-05,
"arch": "mpnn"
},
{
"epoch": 108,
"train": {
"gate_loss": 0.0022189666848513425,
"exist_loss": 0.0033600805454021636,
"type_loss": 4.734225274032583e-06,
"loss": 0.005583781455527538,
"gate_mcc": 0.9964957136620219,
"gate_f1": 0.998830157534001,
"exist_mcc": 0.9840844174375872,
"exist_auroc": 0.9998504519462585,
"exist_f1": 0.9873979664900473,
"exist_P": 0.9852815090025722,
"exist_R": 0.9895235361653272,
"type_acc": 1.0,
"type_trueprob": 0.9999979399466852
},
"val": {
"gate_loss": 0.16529457141076453,
"exist_loss": 0.013505853757109275,
"type_loss": 1.0746296178217166e-06,
"loss": 0.17880149979749163,
"gate_mcc": 0.9203802718554753,
"gate_f1": 0.9379210511664161,
"exist_mcc": 0.9649901908305643,
"exist_auroc": 0.9988625645637512,
"exist_f1": 0.9722933643771828,
"exist_P": 0.9707112970711297,
"exist_R": 0.9738805970149254,
"type_acc": 1.0,
"type_trueprob": 0.9999990479937241
},
"lr": 4.8045604143675555e-05,
"arch": "mpnn"
},
{
"epoch": 109,
"train": {
"gate_loss": 0.0018369608474392638,
"exist_loss": 0.0032671415190866433,
"type_loss": 1.9127043091189033e-06,
"loss": 0.0051060150708350256,
"gate_mcc": 0.997097476758971,
"gate_f1": 0.9990311676941074,
"exist_mcc": 0.9843829790603545,
"exist_auroc": 0.9998577833175659,
"exist_f1": 0.9876344060362806,
"exist_P": 0.9853161037204917,
"exist_R": 0.9899636433218523,
"type_acc": 1.0,
"type_trueprob": 0.9999990382962787
},
"val": {
"gate_loss": 0.17430005227664372,
"exist_loss": 0.013977190553279312,
"type_loss": 1.3801539094325888e-06,
"loss": 0.18827862298383247,
"gate_mcc": 0.9209351766495066,
"gate_f1": 0.9383527315253105,
"exist_mcc": 0.9649313429518316,
"exist_auroc": 0.9988390207290649,
"exist_f1": 0.9722448662707193,
"exist_P": 0.9710010079863535,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999988244392386
},
"lr": 4.7228516075877924e-05,
"arch": "mpnn"
},
{
"epoch": 110,
"train": {
"gate_loss": 0.0017676119943585281,
"exist_loss": 0.0031549824707273215,
"type_loss": 1.8626118802189697e-06,
"loss": 0.004924457076966069,
"gate_mcc": 0.9972694415135374,
"gate_f1": 0.9990885930603898,
"exist_mcc": 0.9852364930787098,
"exist_auroc": 0.9998683333396912,
"exist_f1": 0.9883099835318265,
"exist_P": 0.9861681352703024,
"exist_R": 0.9904611557596632,
"type_acc": 1.0,
"type_trueprob": 0.9999989771268124
},
"val": {
"gate_loss": 0.1842720718968297,
"exist_loss": 0.014033090510742181,
"type_loss": 1.2485772016649952e-06,
"loss": 0.19830641098477353,
"gate_mcc": 0.918659230128575,
"gate_f1": 0.936541453656368,
"exist_mcc": 0.9653152557868477,
"exist_auroc": 0.9988441467285156,
"exist_f1": 0.972546887741234,
"exist_P": 0.9716036930716114,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999989424994336
},
"lr": 4.641232239911961e-05,
"arch": "mpnn"
},
{
"epoch": 111,
"train": {
"gate_loss": 0.0021660859887467298,
"exist_loss": 0.0033062485774368973,
"type_loss": 1.7133337009461265e-06,
"loss": 0.005474047899884572,
"gate_mcc": 0.9967107846793591,
"gate_f1": 0.9989019270104424,
"exist_mcc": 0.9843822545532545,
"exist_auroc": 0.9998543858528137,
"exist_f1": 0.9876338158579249,
"exist_P": 0.9853623229812482,
"exist_R": 0.9899158055874474,
"type_acc": 1.0,
"type_trueprob": 0.9999990134051235
},
"val": {
"gate_loss": 0.18441059805225896,
"exist_loss": 0.013817879636012876,
"type_loss": 9.195274491886985e-07,
"loss": 0.19822939721572103,
"gate_mcc": 0.9206965694107188,
"gate_f1": 0.9381753369722625,
"exist_mcc": 0.9648183067092676,
"exist_auroc": 0.9988532662391663,
"exist_f1": 0.9721520953897542,
"exist_P": 0.9714352247147403,
"exist_R": 0.9728700248756219,
"type_acc": 1.0,
"type_trueprob": 0.9999993167335715
},
"lr": 4.559724625260215e-05,
"arch": "mpnn"
},
{
"epoch": 112,
"train": {
"gate_loss": 0.004231265177447163,
"exist_loss": 0.0035408084450806888,
"type_loss": 2.205367751680328e-06,
"loss": 0.007774278990279533,
"gate_mcc": 0.9941771785648286,
"gate_f1": 0.9980543769339565,
"exist_mcc": 0.9832447838181831,
"exist_auroc": 0.9998327493667603,
"exist_f1": 0.9867334764972561,
"exist_P": 0.9843378082452633,
"exist_R": 0.989140834290088,
"type_acc": 1.0,
"type_trueprob": 0.9999987742748472
},
"val": {
"gate_loss": 0.1713623193407291,
"exist_loss": 0.013390161100633322,
"type_loss": 9.187682052533778e-07,
"loss": 0.18475339920956768,
"gate_mcc": 0.9206425697394722,
"gate_f1": 0.9381477766633234,
"exist_mcc": 0.964800713111854,
"exist_auroc": 0.9988671541213989,
"exist_f1": 0.9721446306641837,
"exist_P": 0.9703376703841388,
"exist_R": 0.9739583333333334,
"type_acc": 1.0,
"type_trueprob": 0.9999993158068823
},
"lr": 4.478351047000555e-05,
"arch": "mpnn"
},
{
"epoch": 113,
"train": {
"gate_loss": 0.0028015278468087376,
"exist_loss": 0.003270121913998196,
"type_loss": 1.7531329665299588e-06,
"loss": 0.0060734028937734635,
"gate_mcc": 0.9960670835516977,
"gate_f1": 0.9986864111748365,
"exist_mcc": 0.9844906919297047,
"exist_auroc": 0.9998576045036316,
"exist_f1": 0.9877193987662103,
"exist_P": 0.9858553509474246,
"exist_R": 0.9895905089934941,
"type_acc": 1.0,
"type_trueprob": 0.9999989753019477
},
"val": {
"gate_loss": 0.18152696016965,
"exist_loss": 0.01382596978678032,
"type_loss": 1.308983852599152e-06,
"loss": 0.19535423894028292,
"gate_mcc": 0.9191985827579895,
"gate_f1": 0.9369649805447471,
"exist_mcc": 0.964447458603196,
"exist_auroc": 0.9988634586334229,
"exist_f1": 0.9718632359219156,
"exist_P": 0.9703944819034334,
"exist_R": 0.9733364427860697,
"type_acc": 1.0,
"type_trueprob": 0.9999988585599323
},
"lr": 4.397133751856764e-05,
"arch": "mpnn"
},
{
"epoch": 114,
"train": {
"gate_loss": 0.002917500133025064,
"exist_loss": 0.0032519737165454966,
"type_loss": 1.7416197434833754e-06,
"loss": 0.006171215469314044,
"gate_mcc": 0.9958959867246249,
"gate_f1": 0.9986288684216194,
"exist_mcc": 0.9843617985549414,
"exist_auroc": 0.9998592138290405,
"exist_f1": 0.9876175473769632,
"exist_P": 0.9855006192245404,
"exist_R": 0.9897435897435898,
"type_acc": 1.0,
"type_trueprob": 0.9999990283690144
},
"val": {
"gate_loss": 0.17957010197510878,
"exist_loss": 0.013951127610535402,
"type_loss": 1.1102790949094768e-06,
"loss": 0.1935223398647391,
"gate_mcc": 0.9198040987114163,
"gate_f1": 0.9374409164210643,
"exist_mcc": 0.9649313429518316,
"exist_auroc": 0.9988617897033691,
"exist_f1": 0.9722448662707193,
"exist_P": 0.9710010079863535,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999990492169537
},
"lr": 4.316094943826386e-05,
"arch": "mpnn"
},
{
"epoch": 115,
"train": {
"gate_loss": 0.001770138456333586,
"exist_loss": 0.003025543174112161,
"type_loss": 1.779616961249339e-06,
"loss": 0.004797461247406996,
"gate_mcc": 0.9970333346662765,
"gate_f1": 0.9990095883332376,
"exist_mcc": 0.9858560634694282,
"exist_auroc": 0.999879002571106,
"exist_f1": 0.9888004124656279,
"exist_P": 0.986765378458724,
"exist_R": 0.9908438576349025,
"type_acc": 1.0,
"type_trueprob": 0.9999991272766837
},
"val": {
"gate_loss": 0.19174394523318472,
"exist_loss": 0.01438697560881484,
"type_loss": 1.108132042522539e-06,
"loss": 0.20613202897404206,
"gate_mcc": 0.918579546751382,
"gate_f1": 0.9364823562100584,
"exist_mcc": 0.9649990541853701,
"exist_auroc": 0.9988595247268677,
"exist_f1": 0.9723019629141129,
"exist_P": 0.970419699550875,
"exist_R": 0.9741915422885572,
"type_acc": 1.0,
"type_trueprob": 0.9999990860435797
},
"lr": 4.235256778110372e-05,
"arch": "mpnn"
},
{
"epoch": 116,
"train": {
"gate_loss": 0.0021322884120512117,
"exist_loss": 0.00306105633284868,
"type_loss": 3.7716006775653524e-06,
"loss": 0.005197116345577457,
"gate_mcc": 0.9965169242534028,
"gate_f1": 0.9988373762020956,
"exist_mcc": 0.9855848941617753,
"exist_auroc": 0.9998759031295776,
"exist_f1": 0.9885857500895094,
"exist_P": 0.9865370873231385,
"exist_R": 0.9906429391504018,
"type_acc": 1.0,
"type_trueprob": 0.9999983047736453
},
"val": {
"gate_loss": 0.1787482443369496,
"exist_loss": 0.014450491644930289,
"type_loss": 9.6794214432371e-07,
"loss": 0.19319970392402422,
"gate_mcc": 0.9211349589706339,
"gate_f1": 0.9384915112719177,
"exist_mcc": 0.964650272840355,
"exist_auroc": 0.9988494515419006,
"exist_f1": 0.9720249873899041,
"exist_P": 0.9703307769773026,
"exist_R": 0.9737251243781094,
"type_acc": 1.0,
"type_trueprob": 0.999999279944013
},
"lr": 4.154641355056061e-05,
"arch": "mpnn"
},
{
"epoch": 117,
"train": {
"gate_loss": 0.0023090465209402553,
"exist_loss": 0.0030328400833318295,
"type_loss": 3.2397910529765456e-06,
"loss": 0.005345126395325061,
"gate_mcc": 0.996453331545661,
"gate_f1": 0.9988157186434595,
"exist_mcc": 0.9856547718028814,
"exist_auroc": 0.9998777508735657,
"exist_f1": 0.9886409755678319,
"exist_P": 0.9867704947720579,
"exist_R": 0.9905185610409492,
"type_acc": 1.0,
"type_trueprob": 0.9999983869655534
},
"val": {
"gate_loss": 0.17646365856659058,
"exist_loss": 0.014642345848769419,
"type_loss": 1.06417700482827e-06,
"loss": 0.19110706859236481,
"gate_mcc": 0.9224687258958643,
"gate_f1": 0.9395628902765387,
"exist_mcc": 0.9660210241659307,
"exist_auroc": 0.9988431930541992,
"exist_f1": 0.9731093089131194,
"exist_P": 0.9714883396606493,
"exist_R": 0.974735696517413,
"type_acc": 1.0,
"type_trueprob": 0.9999992040296396
},
"lr": 4.074270714115177e-05,
"arch": "mpnn"
},
{
"epoch": 118,
"train": {
"gate_loss": 0.0019394392269688194,
"exist_loss": 0.0029071432763904926,
"type_loss": 1.993056187483328e-06,
"loss": 0.004848575559546795,
"gate_mcc": 0.9965394845221138,
"gate_f1": 0.9988444119061461,
"exist_mcc": 0.9861869049474608,
"exist_auroc": 0.9998880624771118,
"exist_f1": 0.9890622985882679,
"exist_P": 0.9870877366851218,
"exist_R": 0.991044776119403,
"type_acc": 1.0,
"type_trueprob": 0.9999988806279646
},
"val": {
"gate_loss": 0.18580846442818402,
"exist_loss": 0.01460268600765873,
"type_loss": 1.4775412443376512e-06,
"loss": 0.2004126279770871,
"gate_mcc": 0.9217168957138768,
"gate_f1": 0.9389368215975509,
"exist_mcc": 0.9654827283765715,
"exist_auroc": 0.9988717436790466,
"exist_f1": 0.9726835325159088,
"exist_P": 0.9710257204834212,
"exist_R": 0.9743470149253731,
"type_acc": 1.0,
"type_trueprob": 0.9999988319083529
},
"lr": 3.9941668278184576e-05,
"arch": "mpnn"
},
{
"epoch": 119,
"train": {
"gate_loss": 0.0017451335441424922,
"exist_loss": 0.0028879648671682797,
"type_loss": 1.5125266625758724e-06,
"loss": 0.004634610937973348,
"gate_mcc": 0.9969475370156238,
"gate_f1": 0.9989808514914018,
"exist_mcc": 0.9862969864775579,
"exist_auroc": 0.9998891949653625,
"exist_f1": 0.9891494775232358,
"exist_P": 0.9870621075998209,
"exist_R": 0.9912456946039035,
"type_acc": 1.0,
"type_trueprob": 0.9999991120938091
},
"val": {
"gate_loss": 0.19200792927420662,
"exist_loss": 0.014828242749405533,
"type_loss": 1.0530751966369454e-06,
"loss": 0.20683722509880878,
"gate_mcc": 0.9207422426893094,
"gate_f1": 0.9381603826048271,
"exist_mcc": 0.9654937354220768,
"exist_auroc": 0.9988601207733154,
"exist_f1": 0.9726941276859825,
"exist_P": 0.9706610930484595,
"exist_R": 0.974735696517413,
"type_acc": 1.0,
"type_trueprob": 0.9999993170486458
},
"lr": 3.9143515957685845e-05,
"arch": "mpnn"
},
{
"epoch": 120,
"train": {
"gate_loss": 0.0015066909827909586,
"exist_loss": 0.002800194487712845,
"type_loss": 3.0385993339387527e-06,
"loss": 0.004309924069837743,
"gate_mcc": 0.9973124587866044,
"gate_f1": 0.9991029459255804,
"exist_mcc": 0.9868014208612201,
"exist_auroc": 0.9998962879180908,
"exist_f1": 0.9895487684352753,
"exist_P": 0.9876202003259347,
"exist_R": 0.9914848832759281,
"type_acc": 1.0,
"type_trueprob": 0.9999985030269514
},
"val": {
"gate_loss": 0.20037236702497765,
"exist_loss": 0.014955603194798982,
"type_loss": 1.4347828799904427e-06,
"loss": 0.21532940500265663,
"gate_mcc": 0.9195271978596233,
"gate_f1": 0.9372254656658326,
"exist_mcc": 0.9657790961317745,
"exist_auroc": 0.9988629221916199,
"exist_f1": 0.9729184449445177,
"exist_P": 0.9711851278079009,
"exist_R": 0.974657960199005,
"type_acc": 1.0,
"type_trueprob": 0.9999989475591562
},
"lr": 3.8348468386530475e-05,
"arch": "mpnn"
},
{
"epoch": 121,
"train": {
"gate_loss": 0.0023748151841896372,
"exist_loss": 0.0029086263880076417,
"type_loss": 4.520436034247875e-06,
"loss": 0.005287962008231527,
"gate_mcc": 0.9964540095669935,
"gate_f1": 0.9988156336360047,
"exist_mcc": 0.9860721299509064,
"exist_auroc": 0.9998881220817566,
"exist_f1": 0.988971430753953,
"exist_P": 0.9870111305938858,
"exist_R": 0.9909395331037122,
"type_acc": 1.0,
"type_trueprob": 0.9999970918955403
},
"val": {
"gate_loss": 0.19882150228949846,
"exist_loss": 0.014982360234024791,
"type_loss": 3.3240223837027073e-06,
"loss": 0.21380718654590697,
"gate_mcc": 0.9188045516565215,
"gate_f1": 0.9366525894643253,
"exist_mcc": 0.9654593066032243,
"exist_auroc": 0.9988513588905334,
"exist_f1": 0.9726601941747574,
"exist_P": 0.9718298929070309,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999970923831214
},
"lr": 3.755674292278595e-05,
"arch": "mpnn"
},
{
"epoch": 122,
"train": {
"gate_loss": 0.0026702005453342207,
"exist_loss": 0.002956932073730598,
"type_loss": 6.7079163652705005e-06,
"loss": 0.005633840535430089,
"gate_mcc": 0.9961099449946539,
"gate_f1": 0.998700785988587,
"exist_mcc": 0.9860467328783582,
"exist_auroc": 0.9998844265937805,
"exist_f1": 0.9889512786722435,
"exist_P": 0.9870849060200542,
"exist_R": 0.9908247225411404,
"type_acc": 1.0,
"type_trueprob": 0.9999974046043633
},
"val": {
"gate_loss": 0.19694474449940352,
"exist_loss": 0.015061474556792206,
"type_loss": 1.6313428804861576e-06,
"loss": 0.21200785039907621,
"gate_mcc": 0.920216053250337,
"gate_f1": 0.9377431906614786,
"exist_mcc": 0.9654218320008208,
"exist_auroc": 0.9988558888435364,
"exist_f1": 0.9726330499592408,
"exist_P": 0.9713886950453594,
"exist_R": 0.9738805970149254,
"type_acc": 1.0,
"type_trueprob": 0.9999988891592073
},
"lr": 3.6768556016288734e-05,
"arch": "mpnn"
},
{
"epoch": 123,
"train": {
"gate_loss": 0.0013558235150377166,
"exist_loss": 0.0026892777663389475,
"type_loss": 1.200112999302943e-06,
"loss": 0.004046301394375967,
"gate_mcc": 0.9975708606961029,
"gate_f1": 0.9991890281974178,
"exist_mcc": 0.987355085550846,
"exist_auroc": 0.9999046325683594,
"exist_f1": 0.9899870600537651,
"exist_P": 0.9881516361799274,
"exist_R": 0.9918293149636433,
"type_acc": 1.0,
"type_trueprob": 0.9999994003494443
},
"val": {
"gate_loss": 0.20733267845465733,
"exist_loss": 0.015197851025647153,
"type_loss": 1.152586133404394e-06,
"loss": 0.2225316820664379,
"gate_mcc": 0.9201503215013334,
"gate_f1": 0.9376910677561001,
"exist_mcc": 0.9651044477733312,
"exist_auroc": 0.9988635778427124,
"exist_f1": 0.9723765492054859,
"exist_P": 0.9719611650485437,
"exist_R": 0.9727922885572139,
"type_acc": 1.0,
"type_trueprob": 0.9999991364740021
},
"lr": 3.598412314946903e-05,
"arch": "mpnn"
},
{
"epoch": 124,
"train": {
"gate_loss": 0.0014608241249992491,
"exist_loss": 0.0026381908727014024,
"type_loss": 1.1943614197784176e-06,
"loss": 0.004100209359120429,
"gate_mcc": 0.9975282711877048,
"gate_f1": 0.999174627326295,
"exist_mcc": 0.9875421141771963,
"exist_auroc": 0.9999079704284668,
"exist_f1": 0.9901351286826148,
"exist_P": 0.9882947288151749,
"exist_R": 0.991982395713739,
"type_acc": 1.0,
"type_trueprob": 0.9999993418807779
},
"val": {
"gate_loss": 0.2110594393807417,
"exist_loss": 0.01547108747003653,
"type_loss": 1.4578664343735316e-06,
"loss": 0.22653198471721261,
"gate_mcc": 0.9211485640324575,
"gate_f1": 0.9384983581009628,
"exist_mcc": 0.9657140146762541,
"exist_auroc": 0.9988577961921692,
"exist_f1": 0.9728638534104584,
"exist_P": 0.9716944552151997,
"exist_R": 0.9740360696517413,
"type_acc": 1.0,
"type_trueprob": 0.9999988043486182
},
"lr": 3.5203658778440146e-05,
"arch": "mpnn"
},
{
"epoch": 125,
"train": {
"gate_loss": 0.0017307775145045815,
"exist_loss": 0.0026277784503084068,
"type_loss": 9.221506609699255e-07,
"loss": 0.0043594781154739585,
"gate_mcc": 0.9970335635817448,
"gate_f1": 0.9990095599000948,
"exist_mcc": 0.9872081168102853,
"exist_auroc": 0.9999079704284668,
"exist_f1": 0.9898706248119546,
"exist_P": 0.9882140915982492,
"exist_R": 0.991532721010333,
"type_acc": 1.0,
"type_trueprob": 0.9999994925416114
},
"val": {
"gate_loss": 0.2017682482960921,
"exist_loss": 0.01587155139942725,
"type_loss": 7.033906689790701e-07,
"loss": 0.21764050308618835,
"gate_mcc": 0.922574700159384,
"gate_f1": 0.9396354718243131,
"exist_mcc": 0.9652129393855063,
"exist_auroc": 0.998835563659668,
"exist_f1": 0.9724649500951493,
"exist_P": 0.9716724873884361,
"exist_R": 0.9732587064676617,
"type_acc": 1.0,
"type_trueprob": 0.9999995765401356
},
"lr": 3.44273762743682e-05,
"arch": "mpnn"
},
{
"epoch": 126,
"train": {
"gate_loss": 0.0014916064979004044,
"exist_loss": 0.002642290249452062,
"type_loss": 2.758474463538943e-06,
"loss": 0.004136655221816005,
"gate_mcc": 0.9975062862265748,
"gate_f1": 0.9991675039471797,
"exist_mcc": 0.9873198523110692,
"exist_auroc": 0.9999076128005981,
"exist_f1": 0.9899589185057801,
"exist_P": 0.9885422629269224,
"exist_R": 0.9913796402602373,
"type_acc": 1.0,
"type_trueprob": 0.9999983424388537
},
"val": {
"gate_loss": 0.22448944600195098,
"exist_loss": 0.015854293269516564,
"type_loss": 7.083978669537228e-07,
"loss": 0.2403444476693345,
"gate_mcc": 0.9184588047531893,
"gate_f1": 0.9363449691991786,
"exist_mcc": 0.9653131587788196,
"exist_auroc": 0.9988440275192261,
"exist_f1": 0.9725447555434741,
"exist_P": 0.9716768836812292,
"exist_R": 0.9734141791044776,
"type_acc": 1.0,
"type_trueprob": 0.9999996773639128
},
"lr": 3.36554878651387e-05,
"arch": "mpnn"
},
{
"epoch": 127,
"train": {
"gate_loss": 0.0014198073298711423,
"exist_loss": 0.002525762921912269,
"type_loss": 8.98820213133118e-07,
"loss": 0.003946469071996544,
"gate_mcc": 0.9975062862265748,
"gate_f1": 0.9991675039471797,
"exist_mcc": 0.9881117443187991,
"exist_auroc": 0.9999155402183533,
"exist_f1": 0.990585998882356,
"exist_P": 0.9890318457972894,
"exist_R": 0.9921450440107157,
"type_acc": 1.0,
"type_trueprob": 0.9999995269950578
},
"val": {
"gate_loss": 0.2202669492942645,
"exist_loss": 0.01604851223198213,
"type_loss": 8.73119567406896e-07,
"loss": 0.236316334645814,
"gate_mcc": 0.9203964082602972,
"gate_f1": 0.937910314899299,
"exist_mcc": 0.9654930499802721,
"exist_auroc": 0.9988507628440857,
"exist_f1": 0.9726831163784729,
"exist_P": 0.9724186154921918,
"exist_R": 0.9729477611940298,
"type_acc": 1.0,
"type_trueprob": 0.9999996180558086
},
"lr": 3.2888204577335474e-05,
"arch": "mpnn"
},
{
"epoch": 128,
"train": {
"gate_loss": 0.0014612617681996874,
"exist_loss": 0.0025215890862825214,
"type_loss": 3.541181961091094e-06,
"loss": 0.0039863920364433,
"gate_mcc": 0.9973992322587847,
"gate_f1": 0.9991315644041886,
"exist_mcc": 0.9878906911713351,
"exist_auroc": 0.9999157190322876,
"exist_f1": 0.9904110635696821,
"exist_P": 0.9886736328273968,
"exist_R": 0.9921546115575967,
"type_acc": 1.0,
"type_trueprob": 0.999998565729304
},
"val": {
"gate_loss": 0.22219706404779388,
"exist_loss": 0.01640480389927181,
"type_loss": 1.981144918044229e-06,
"loss": 0.23860384909198373,
"gate_mcc": 0.9172239423241055,
"gate_f1": 0.9353818847412501,
"exist_mcc": 0.9651985378119988,
"exist_auroc": 0.9988341331481934,
"exist_f1": 0.9724499708568098,
"exist_P": 0.9721855333695906,
"exist_R": 0.972714552238806,
"type_acc": 1.0,
"type_trueprob": 0.9999984840848553
},
"lr": 3.212573617854811e-05,
"arch": "mpnn"
},
{
"epoch": 129,
"train": {
"gate_loss": 0.0016784298436560996,
"exist_loss": 0.0024713778511150693,
"type_loss": 1.0855497437855171e-06,
"loss": 0.004150893244514954,
"gate_mcc": 0.9972914217281859,
"gate_f1": 0.9990957110868691,
"exist_mcc": 0.9884099648624021,
"exist_auroc": 0.9999192953109741,
"exist_f1": 0.9908221833844273,
"exist_P": 0.9890369692463155,
"exist_R": 0.9926138538078837,
"type_acc": 1.0,
"type_trueprob": 0.9999994271384588
},
"val": {
"gate_loss": 0.21055737244755487,
"exist_loss": 0.016531127041035414,
"type_loss": 1.2966996350909729e-06,
"loss": 0.22708979618822536,
"gate_mcc": 0.9195271978596233,
"gate_f1": 0.9372254656658326,
"exist_mcc": 0.96576411922835,
"exist_auroc": 0.9988210201263428,
"exist_f1": 0.9729037267080746,
"exist_P": 0.9716966501240695,
"exist_R": 0.9741138059701493,
"type_acc": 1.0,
"type_trueprob": 0.9999989923553088
},
"lr": 3.136829112002365e-05,
"arch": "mpnn"
},
{
"epoch": 130,
"train": {
"gate_loss": 0.0013391088676897192,
"exist_loss": 0.0024993773967930543,
"type_loss": 9.664842428932341e-07,
"loss": 0.003839452748725667,
"gate_mcc": 0.9975069324722184,
"gate_f1": 0.9991674322462104,
"exist_mcc": 0.9879360960458377,
"exist_auroc": 0.99991774559021,
"exist_f1": 0.9904468942853322,
"exist_P": 0.9889541760463962,
"exist_R": 0.991944125526215,
"type_acc": 1.0,
"type_trueprob": 0.9999995496963752
},
"val": {
"gate_loss": 0.23507749473825607,
"exist_loss": 0.01637120733874097,
"type_loss": 1.5324179703407481e-06,
"loss": 0.2514502344949674,
"gate_mcc": 0.9175575428690464,
"gate_f1": 0.935625173274189,
"exist_mcc": 0.9654490219877803,
"exist_auroc": 0.9988410472869873,
"exist_f1": 0.9726495726495727,
"exist_P": 0.9721963342652998,
"exist_R": 0.9731032338308457,
"type_acc": 1.0,
"type_trueprob": 0.9999990599665476
},
"lr": 3.061607647967806e-05,
"arch": "mpnn"
},
{
"epoch": 131,
"train": {
"gate_loss": 0.0025792695708626093,
"exist_loss": 0.002498719903785961,
"type_loss": 2.784087113064902e-06,
"loss": 0.005080773561761635,
"gate_mcc": 0.9962821208461131,
"gate_f1": 0.9987581919849549,
"exist_mcc": 0.9880098963699291,
"exist_auroc": 0.9999176263809204,
"exist_f1": 0.9905053920585343,
"exist_P": 0.9888901604012893,
"exist_R": 0.9921259089169537,
"type_acc": 1.0,
"type_trueprob": 0.9999987323759526
},
"val": {
"gate_loss": 0.1979728333232911,
"exist_loss": 0.016328482556185207,
"type_loss": 8.697858917433811e-07,
"loss": 0.21430218566536807,
"gate_mcc": 0.9221245116952325,
"gate_f1": 0.9393128067826864,
"exist_mcc": 0.9660940881946013,
"exist_auroc": 0.9988333582878113,
"exist_f1": 0.9731619217772944,
"exist_P": 0.972444306450361,
"exist_R": 0.9738805970149254,
"type_acc": 1.0,
"type_trueprob": 0.9999995391760299
},
"lr": 2.986929790548317e-05,
"arch": "mpnn"
},
{
"epoch": 132,
"train": {
"gate_loss": 0.002767169909205305,
"exist_loss": 0.0026421914909725438,
"type_loss": 2.2824960619349064e-06,
"loss": 0.005411643896239784,
"gate_mcc": 0.9961529530661963,
"gate_f1": 0.9987151419445143,
"exist_mcc": 0.9875174110151469,
"exist_auroc": 0.9999082088470459,
"exist_f1": 0.9901155572533664,
"exist_P": 0.9883222116301239,
"exist_R": 0.9919154228855721,
"type_acc": 1.0,
"type_trueprob": 0.9999993337053839
},
"val": {
"gate_loss": 0.1990477923572798,
"exist_loss": 0.016220040825137436,
"type_loss": 8.009627415643521e-07,
"loss": 0.2152686341451588,
"gate_mcc": 0.9185514968951152,
"gate_f1": 0.9364682341170585,
"exist_mcc": 0.9657757739511442,
"exist_auroc": 0.9988377094268799,
"exist_f1": 0.972903627104148,
"exist_P": 0.9730927754879851,
"exist_R": 0.972714552238806,
"type_acc": 1.0,
"type_trueprob": 0.999999440112962
},
"lr": 2.912815955924464e-05,
"arch": "mpnn"
},
{
"epoch": 133,
"train": {
"gate_loss": 0.001404724274790077,
"exist_loss": 0.002324801149663927,
"type_loss": 8.865230528098725e-07,
"loss": 0.0037304119475068138,
"gate_mcc": 0.9973990119348379,
"gate_f1": 0.9991315893350557,
"exist_mcc": 0.9886843760065832,
"exist_auroc": 0.9999287724494934,
"exist_f1": 0.9910393580435612,
"exist_P": 0.9895268981304846,
"exist_R": 0.9925564485265977,
"type_acc": 1.0,
"type_trueprob": 0.9999994233427402
},
"val": {
"gate_loss": 0.21611087784741434,
"exist_loss": 0.017040016320793182,
"type_loss": 5.76469103838467e-07,
"loss": 0.23315147063731137,
"gate_mcc": 0.9178555577389579,
"gate_f1": 0.935870409408632,
"exist_mcc": 0.9658277883444868,
"exist_auroc": 0.9988203644752502,
"exist_f1": 0.9729456580890928,
"exist_P": 0.9730213030632872,
"exist_R": 0.9728700248756219,
"type_acc": 1.0,
"type_trueprob": 0.9999996032287826
},
"lr": 2.8392864060786115e-05,
"arch": "mpnn"
},
{
"epoch": 134,
"train": {
"gate_loss": 0.001369023489359412,
"exist_loss": 0.0023058855689729704,
"type_loss": 1.6344473777428782e-06,
"loss": 0.0036765435057101253,
"gate_mcc": 0.9976137754761417,
"gate_f1": 0.9992033931147329,
"exist_mcc": 0.9887815155202287,
"exist_auroc": 0.9999297857284546,
"exist_f1": 0.9911162906214775,
"exist_P": 0.9895471712509061,
"exist_R": 0.9926903941829315,
"type_acc": 1.0,
"type_trueprob": 0.9999989224538646
},
"val": {
"gate_loss": 0.20360543971435227,
"exist_loss": 0.017247299724674748,
"type_loss": 5.939782679336829e-07,
"loss": 0.22085333341729496,
"gate_mcc": 0.921106226475107,
"gate_f1": 0.9384958217270195,
"exist_mcc": 0.9657835964122786,
"exist_auroc": 0.9988309144973755,
"exist_f1": 0.9729120516108973,
"exist_P": 0.9727986321597886,
"exist_R": 0.9730254975124378,
"type_acc": 1.0,
"type_trueprob": 0.999999638220564
},
"lr": 2.7663612432554996e-05,
"arch": "mpnn"
},
{
"epoch": 135,
"train": {
"gate_loss": 0.0010774080929582138,
"exist_loss": 0.00218014183733859,
"type_loss": 8.454253805876794e-07,
"loss": 0.0032583953556773915,
"gate_mcc": 0.9977861397660447,
"gate_f1": 0.9992607743926507,
"exist_mcc": 0.989522209262949,
"exist_auroc": 0.9999376535415649,
"exist_f1": 0.9917026917289642,
"exist_P": 0.9902599570713093,
"exist_R": 0.9931496364332185,
"type_acc": 1.0,
"type_trueprob": 0.9999996115227928
},
"val": {
"gate_loss": 0.22580886381767798,
"exist_loss": 0.017670059505984485,
"type_loss": 7.866459685585188e-07,
"loss": 0.24347970996963103,
"gate_mcc": 0.9182113057582485,
"gate_f1": 0.9361442441054091,
"exist_mcc": 0.9659839035940609,
"exist_auroc": 0.9988237619400024,
"exist_f1": 0.9730716922479115,
"exist_P": 0.9728070856965271,
"exist_R": 0.9733364427860697,
"type_acc": 1.0,
"type_trueprob": 0.9999996144973223
},
"lr": 2.6940604044664893e-05,
"arch": "mpnn"
},
{
"epoch": 136,
"train": {
"gate_loss": 0.0011250416103997293,
"exist_loss": 0.0022053706256748695,
"type_loss": 6.112186384562079e-06,
"loss": 0.003336524422459161,
"gate_mcc": 0.9976783491784308,
"gate_f1": 0.9992249174680636,
"exist_mcc": 0.9894984619449781,
"exist_auroc": 0.9999364018440247,
"exist_f1": 0.9916839023085411,
"exist_P": 0.9902034664657121,
"exist_R": 0.9931687715269805,
"type_acc": 1.0,
"type_trueprob": 0.9999962874951601
},
"val": {
"gate_loss": 0.2255280246388244,
"exist_loss": 0.017782005427491924,
"type_loss": 1.2663515451775819e-06,
"loss": 0.2433112964178615,
"gate_mcc": 0.9195451487207091,
"gate_f1": 0.93721524613846,
"exist_mcc": 0.9653468036455366,
"exist_auroc": 0.9988147020339966,
"exist_f1": 0.9725676095741375,
"exist_P": 0.9722653822249845,
"exist_R": 0.9728700248756219,
"type_acc": 1.0,
"type_trueprob": 0.9999998001316887
},
"lr": 2.622403656038988e-05,
"arch": "mpnn"
},
{
"epoch": 137,
"train": {
"gate_loss": 0.0010665813620578631,
"exist_loss": 0.002134535878476847,
"type_loss": 1.6076481432740936e-06,
"loss": 0.003202724888677984,
"gate_mcc": 0.9979365405737195,
"gate_f1": 0.9993110278603108,
"exist_mcc": 0.9896719563997162,
"exist_auroc": 0.9999403357505798,
"exist_f1": 0.991821213250399,
"exist_P": 0.9904868227705578,
"exist_R": 0.9931592039800995,
"type_acc": 1.0,
"type_trueprob": 0.9999994684533967
},
"val": {
"gate_loss": 0.21781442202552923,
"exist_loss": 0.01795110923972561,
"type_loss": 4.905237114706051e-07,
"loss": 0.23576602178896633,
"gate_mcc": 0.9230779983345766,
"gate_f1": 0.9400412739137709,
"exist_mcc": 0.9656994926176575,
"exist_auroc": 0.9988147020339966,
"exist_f1": 0.9728490969120217,
"exist_P": 0.9722071267758714,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999997876769867
},
"lr": 2.5514105882125265e-05,
"arch": "mpnn"
},
{
"epoch": 138,
"train": {
"gate_loss": 0.001194022955552355,
"exist_loss": 0.002147057997542844,
"type_loss": 9.776007318316334e-07,
"loss": 0.0033420585538270304,
"gate_mcc": 0.9976358581724776,
"gate_f1": 0.9992105074284074,
"exist_mcc": 0.9897398738348123,
"exist_auroc": 0.9999397397041321,
"exist_f1": 0.9918750447803969,
"exist_P": 0.9903848905422807,
"exist_R": 0.993369690011481,
"type_acc": 1.0,
"type_trueprob": 0.999999590135378
},
"val": {
"gate_loss": 0.2216947474301332,
"exist_loss": 0.017820310387220796,
"type_loss": 3.530872237059277e-07,
"loss": 0.2395154109045777,
"gate_mcc": 0.9208421115691204,
"gate_f1": 0.9382867327615017,
"exist_mcc": 0.9651965166855374,
"exist_auroc": 0.9988241195678711,
"exist_f1": 0.9724478296350989,
"exist_P": 0.9722589167767504,
"exist_R": 0.972636815920398,
"type_acc": 1.0,
"type_trueprob": 0.9999998529159014
},
"lr": 2.481100609782988e-05,
"arch": "mpnn"
},
{
"epoch": 139,
"train": {
"gate_loss": 0.0011142548087377997,
"exist_loss": 0.0021273843654646073,
"type_loss": 9.141293246759193e-07,
"loss": 0.003242553303527083,
"gate_mcc": 0.997829052705149,
"gate_f1": 0.9992751386925225,
"exist_mcc": 0.9897649607480254,
"exist_auroc": 0.9999405741691589,
"exist_f1": 0.9918949253731344,
"exist_P": 0.9903104286872347,
"exist_R": 0.9934845005740528,
"type_acc": 1.0,
"type_trueprob": 0.9999995434918351
},
"val": {
"gate_loss": 0.2377843648189055,
"exist_loss": 0.018087754010729425,
"type_loss": 5.745430303635611e-07,
"loss": 0.25587269337266527,
"gate_mcc": 0.9182910531057027,
"gate_f1": 0.936203261954954,
"exist_mcc": 0.9656814737933884,
"exist_auroc": 0.9988179206848145,
"exist_f1": 0.9728301006724452,
"exist_P": 0.9728679157272798,
"exist_R": 0.9727922885572139,
"type_acc": 1.0,
"type_trueprob": 0.9999997206588289
},
"lr": 2.411492942796435e-05,
"arch": "mpnn"
},
{
"epoch": 140,
"train": {
"gate_loss": 0.0013020675579886462,
"exist_loss": 0.0021013098521520082,
"type_loss": 4.613915865227985e-06,
"loss": 0.0034079913260058824,
"gate_mcc": 0.9975929565845999,
"gate_f1": 0.9991961414790999,
"exist_mcc": 0.989713867490105,
"exist_auroc": 0.9999420642852783,
"exist_f1": 0.9918543821513031,
"exist_P": 0.9905529843981106,
"exist_R": 0.9931592039800995,
"type_acc": 1.0,
"type_trueprob": 0.9999969678047376
},
"val": {
"gate_loss": 0.2316176654137503,
"exist_loss": 0.018362164105381388,
"type_loss": 3.923796387919486e-07,
"loss": 0.24998022189877048,
"gate_mcc": 0.9200049738098589,
"gate_f1": 0.937579901061642,
"exist_mcc": 0.965040231420221,
"exist_auroc": 0.9988043308258057,
"exist_f1": 0.9723215674078682,
"exist_P": 0.9724727838258165,
"exist_R": 0.9721703980099502,
"type_acc": 1.0,
"type_trueprob": 0.9999998766391431
},
"lr": 2.3426066172939906e-05,
"arch": "mpnn"
},
{
"epoch": 141,
"train": {
"gate_loss": 0.0011016095640513732,
"exist_loss": 0.0020458756295958897,
"type_loss": 3.3713245554620053e-06,
"loss": 0.003150856518202725,
"gate_mcc": 0.9977005421893594,
"gate_f1": 0.9992320225082001,
"exist_mcc": 0.9901725201097299,
"exist_auroc": 0.9999446868896484,
"exist_f1": 0.9922175456365225,
"exist_P": 0.9909062282317241,
"exist_R": 0.9935323383084577,
"type_acc": 1.0,
"type_trueprob": 0.9999986284316567
},
"val": {
"gate_loss": 0.22786595557390787,
"exist_loss": 0.01838606623243737,
"type_loss": 4.992728919079197e-07,
"loss": 0.24625252107923717,
"gate_mcc": 0.9219662094931206,
"gate_f1": 0.9391575663026521,
"exist_mcc": 0.9651965166855374,
"exist_auroc": 0.9988105297088623,
"exist_f1": 0.9724478296350989,
"exist_P": 0.9722589167767504,
"exist_R": 0.972636815920398,
"type_acc": 1.0,
"type_trueprob": 0.9999997580229346
},
"lr": 2.2744604661092217e-05,
"arch": "mpnn"
},
{
"epoch": 142,
"train": {
"gate_loss": 0.001083840086183401,
"exist_loss": 0.0020526666394688267,
"type_loss": 1.00700393944624e-06,
"loss": 0.003137513729591674,
"gate_mcc": 0.9977219927531723,
"gate_f1": 0.9992392053284336,
"exist_mcc": 0.9900424538157163,
"exist_auroc": 0.9999447464942932,
"exist_f1": 0.9921146268656716,
"exist_P": 0.9905297792189214,
"exist_R": 0.9937045541523154,
"type_acc": 1.0,
"type_trueprob": 0.9999992504915514
},
"val": {
"gate_loss": 0.23435920732338636,
"exist_loss": 0.01841428849173488,
"type_loss": 4.625690218496603e-07,
"loss": 0.2527739583841431,
"gate_mcc": 0.9199154141361214,
"gate_f1": 0.9374965275848659,
"exist_mcc": 0.9656353334907859,
"exist_auroc": 0.9988102912902832,
"exist_f1": 0.9727944034201322,
"exist_P": 0.9727187937198819,
"exist_R": 0.9728700248756219,
"type_acc": 1.0,
"type_trueprob": 0.9999997408235844
},
"lr": 2.207073119719432e-05,
"arch": "mpnn"
},
{
"epoch": 143,
"train": {
"gate_loss": 0.0011135564367182158,
"exist_loss": 0.002016730582821245,
"type_loss": 6.642052219569698e-07,
"loss": 0.0031309512247614177,
"gate_mcc": 0.9978291539695121,
"gate_f1": 0.9992751282879392,
"exist_mcc": 0.9903279183503564,
"exist_auroc": 0.9999465942382812,
"exist_f1": 0.9923405149964403,
"exist_P": 0.99118963756288,
"exist_R": 0.9934940681209338,
"type_acc": 1.0,
"type_trueprob": 0.9999996455382717
},
"val": {
"gate_loss": 0.2478011083446521,
"exist_loss": 0.018561995642152315,
"type_loss": 6.83533817633668e-07,
"loss": 0.26636378752062206,
"gate_mcc": 0.9171587862679961,
"gate_f1": 0.9352908587257618,
"exist_mcc": 0.9652506676483941,
"exist_auroc": 0.99881511926651,
"exist_f1": 0.9724920351231642,
"exist_P": 0.9721143389777847,
"exist_R": 0.9728700248756219,
"type_acc": 1.0,
"type_trueprob": 0.9999994946949518
},
"lr": 2.140463001152261e-05,
"arch": "mpnn"
},
{
"epoch": 144,
"train": {
"gate_loss": 0.000985735205237084,
"exist_loss": 0.0019552081489161905,
"type_loss": 7.918170334379872e-07,
"loss": 0.0029417351711867124,
"gate_mcc": 0.997979753930418,
"gate_f1": 0.9993253620796073,
"exist_mcc": 0.990509289477875,
"exist_auroc": 0.9999499320983887,
"exist_f1": 0.9924841488644996,
"exist_P": 0.9912953011806702,
"exist_R": 0.9936758515116724,
"type_acc": 1.0,
"type_trueprob": 0.9999995283089603
},
"val": {
"gate_loss": 0.2446117319755043,
"exist_loss": 0.01884357903123663,
"type_loss": 7.273596061216618e-07,
"loss": 0.263456038366347,
"gate_mcc": 0.9202577669359867,
"gate_f1": 0.9377639475438987,
"exist_mcc": 0.9656737015503098,
"exist_auroc": 0.9988157749176025,
"exist_f1": 0.9728216493642833,
"exist_P": 0.9731621936989499,
"exist_R": 0.972481343283582,
"type_acc": 1.0,
"type_trueprob": 0.9999996156834844
},
"lr": 2.074648320949028e-05,
"arch": "mpnn"
},
{
"epoch": 145,
"train": {
"gate_loss": 0.0010205576521415474,
"exist_loss": 0.001932402808774157,
"type_loss": 8.743946553942261e-07,
"loss": 0.0029538348555710986,
"gate_mcc": 0.9978509215203634,
"gate_f1": 0.9992822794803704,
"exist_mcc": 0.990629974252431,
"exist_auroc": 0.9999508857727051,
"exist_f1": 0.9925797095909523,
"exist_P": 0.991390747439654,
"exist_R": 0.9937715269804822,
"type_acc": 1.0,
"type_trueprob": 0.9999995707918117
},
"val": {
"gate_loss": 0.2572895154383745,
"exist_loss": 0.019222772971665466,
"type_loss": 9.214323975653475e-07,
"loss": 0.27651320984243755,
"gate_mcc": 0.9170497669139577,
"gate_f1": 0.9352175117761152,
"exist_mcc": 0.9652547586658277,
"exist_auroc": 0.9987987875938416,
"exist_f1": 0.9724963095330589,
"exist_P": 0.9719676968473365,
"exist_R": 0.9730254975124378,
"type_acc": 1.0,
"type_trueprob": 0.9999995397691109
},
"lr": 2.0096470721861465e-05,
"arch": "mpnn"
},
{
"epoch": 146,
"train": {
"gate_loss": 0.0011828631180232825,
"exist_loss": 0.0019705906186688886,
"type_loss": 7.659134484445604e-07,
"loss": 0.003154219650140616,
"gate_mcc": 0.9977865656884273,
"gate_f1": 0.9992607319471459,
"exist_mcc": 0.9904916571441715,
"exist_auroc": 0.9999488592147827,
"exist_f1": 0.9924702105092164,
"exist_P": 0.9912294096314253,
"exist_R": 0.9937141216991964,
"type_acc": 1.0,
"type_trueprob": 0.9999996318152888
},
"val": {
"gate_loss": 0.24387874124893777,
"exist_loss": 0.019111435784891745,
"type_loss": 1.6453003571033406e-06,
"loss": 0.26299182233418666,
"gate_mcc": 0.920413304380333,
"gate_f1": 0.9378995941513315,
"exist_mcc": 0.9643276215226008,
"exist_auroc": 0.9988017082214355,
"exist_f1": 0.9717637006253156,
"exist_P": 0.9710471163548863,
"exist_R": 0.972481343283582,
"type_acc": 1.0,
"type_trueprob": 0.9999987829977007
},
"lr": 1.945477025555994e-05,
"arch": "mpnn"
},
{
"epoch": 147,
"train": {
"gate_loss": 0.0011654025895799522,
"exist_loss": 0.001959248913769253,
"type_loss": 1.2802163981555536e-06,
"loss": 0.003125931719747361,
"gate_mcc": 0.9977647893937736,
"gate_f1": 0.9992535813739845,
"exist_mcc": 0.9905217843366371,
"exist_auroc": 0.9999497532844543,
"exist_f1": 0.9924940635735138,
"exist_P": 0.99125795707237,
"exist_R": 0.9937332567929583,
"type_acc": 1.0,
"type_trueprob": 0.9999994831983039
},
"val": {
"gate_loss": 0.23806635087779593,
"exist_loss": 0.018938806661221042,
"type_loss": 1.4950205533190553e-06,
"loss": 0.2570066525595703,
"gate_mcc": 0.9202784820715916,
"gate_f1": 0.9378128824118367,
"exist_mcc": 0.9650863704015961,
"exist_auroc": 0.9988161325454712,
"exist_f1": 0.9723572178375647,
"exist_P": 0.9726219180213114,
"exist_R": 0.9720926616915423,
"type_acc": 1.0,
"type_trueprob": 0.9999988873799642
},
"lr": 1.8821557245085848e-05,
"arch": "mpnn"
},
{
"epoch": 148,
"train": {
"gate_loss": 0.0011765880354009106,
"exist_loss": 0.0019423820607799673,
"type_loss": 5.681632188455738e-06,
"loss": 0.0031246517283693336,
"gate_mcc": 0.997765004809363,
"gate_f1": 0.9992535599448783,
"exist_mcc": 0.9905001066615149,
"exist_auroc": 0.999950110912323,
"exist_f1": 0.9924769651838725,
"exist_P": 0.9909764682316358,
"exist_R": 0.9939820130118637,
"type_acc": 1.0,
"type_trueprob": 0.9999964524629332
},
"val": {
"gate_loss": 0.24759580986228513,
"exist_loss": 0.018917919503666846,
"type_loss": 9.273268158433124e-07,
"loss": 0.2665146566927678,
"gate_mcc": 0.9199910779823525,
"gate_f1": 0.9375729612540997,
"exist_mcc": 0.9649901382280631,
"exist_auroc": 0.9988217353820801,
"exist_f1": 0.972281615674688,
"exist_P": 0.9724706431293257,
"exist_R": 0.9720926616915423,
"type_acc": 1.0,
"type_trueprob": 0.9999996886324527
},
"lr": 1.8197004804553672e-05,
"arch": "mpnn"
},
{
"epoch": 149,
"train": {
"gate_loss": 0.0011122316393048812,
"exist_loss": 0.0018735921231214706,
"type_loss": 4.963046536022072e-07,
"loss": 0.0029863200670799538,
"gate_mcc": 0.9978720675223423,
"gate_f1": 0.9992894923817794,
"exist_mcc": 0.9909748752855013,
"exist_auroc": 0.9999544024467468,
"exist_f1": 0.9928528430969739,
"exist_P": 0.9915548600110693,
"exist_R": 0.9941542288557214,
"type_acc": 1.0,
"type_trueprob": 0.9999997567090321
},
"val": {
"gate_loss": 0.24678131526831132,
"exist_loss": 0.019302910241087733,
"type_loss": 8.476414073469169e-07,
"loss": 0.2660850731508064,
"gate_mcc": 0.9215967943173632,
"gate_f1": 0.9388573337788173,
"exist_mcc": 0.9650422201496192,
"exist_auroc": 0.9988100528717041,
"exist_f1": 0.972323719194589,
"exist_P": 0.9723993158140258,
"exist_R": 0.9722481343283582,
"type_acc": 1.0,
"type_trueprob": 0.9999996749915887
},
"lr": 1.7581283680364545e-05,
"arch": "mpnn"
},
{
"epoch": 150,
"train": {
"gate_loss": 0.0010175283005152509,
"exist_loss": 0.001821634161119561,
"type_loss": 1.164401543645947e-06,
"loss": 0.002840326863178458,
"gate_mcc": 0.9979368425260157,
"gate_f1": 0.9993109981913703,
"exist_mcc": 0.9912448325573161,
"exist_auroc": 0.9999570846557617,
"exist_f1": 0.9930665392426234,
"exist_P": 0.991952651424753,
"exist_R": 0.9941829314963644,
"type_acc": 1.0,
"type_trueprob": 0.9999994977972219
},
"val": {
"gate_loss": 0.26059489022393073,
"exist_loss": 0.019630111513295793,
"type_loss": 5.023682310267579e-07,
"loss": 0.28022550410545755,
"gate_mcc": 0.9177982482996266,
"gate_f1": 0.9358419358419359,
"exist_mcc": 0.96485188248754,
"exist_auroc": 0.9988082051277161,
"exist_f1": 0.9721747240789678,
"exist_P": 0.972023624494871,
"exist_R": 0.9723258706467661,
"type_acc": 1.0,
"type_trueprob": 0.9999998137725526
},
"lr": 1.6974562204525847e-05,
"arch": "mpnn"
},
{
"epoch": 151,
"train": {
"gate_loss": 0.000942897266409698,
"exist_loss": 0.001786012697418108,
"type_loss": 7.89685647120627e-07,
"loss": 0.0027296996494749265,
"gate_mcc": 0.9980227678270589,
"gate_f1": 0.9993397160779135,
"exist_mcc": 0.9911724176187963,
"exist_auroc": 0.999958336353302,
"exist_f1": 0.9930091984231274,
"exist_P": 0.9918953749224381,
"exist_R": 0.9941255262150784,
"type_acc": 1.0,
"type_trueprob": 0.9999996288955052
},
"val": {
"gate_loss": 0.25641759202928255,
"exist_loss": 0.01985260092197163,
"type_loss": 7.145135458702711e-07,
"loss": 0.27627090746480004,
"gate_mcc": 0.9193858377683076,
"gate_f1": 0.9370971326961547,
"exist_mcc": 0.9652906892313496,
"exist_auroc": 0.9988039135932922,
"exist_f1": 0.9725212794900695,
"exist_P": 0.9724834823163622,
"exist_R": 0.9725590796019901,
"type_acc": 1.0,
"type_trueprob": 0.9999996144973223
},
"lr": 1.6377006248631013e-05,
"arch": "mpnn"
}
]