| [ |
| { |
| "epoch": 1, |
| "train": { |
| "gate_loss": 0.35220408603912556, |
| "exist_loss": 0.09353798091762634, |
| "type_loss": 1.599132110341853, |
| "loss": 2.0448741772986048, |
| "gate_mcc": 0.4196016008179073, |
| "gate_f1": 0.7643251999276566, |
| "exist_mcc": 0.5266114494821923, |
| "exist_auroc": 0.8543575406074524, |
| "exist_f1": 0.5734976247756054, |
| "exist_P": 0.7925540891754144, |
| "exist_R": 0.44931113662456945, |
| "type_acc": 0.7988901645618064, |
| "type_trueprob": 0.5224228295794493 |
| }, |
| "val": { |
| "gate_loss": 0.25938876731114135, |
| "exist_loss": 0.07058283408028343, |
| "type_loss": 0.9994619775422159, |
| "loss": 1.3294335789336407, |
| "gate_mcc": 0.30270829838150426, |
| "gate_f1": 0.2063789868667917, |
| "exist_mcc": 0.7962913784696469, |
| "exist_auroc": 0.9294148087501526, |
| "exist_f1": 0.8235346162353462, |
| "exist_P": 0.9555487116312493, |
| "exist_R": 0.7235696517412935, |
| "type_acc": 0.9387437810945274, |
| "type_trueprob": 0.6181674676192044 |
| }, |
| "lr": 1e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 2, |
| "train": { |
| "gate_loss": 0.16074618775927016, |
| "exist_loss": 0.05752470140323843, |
| "type_loss": 0.3014113090771981, |
| "loss": 0.5196821982397066, |
| "gate_mcc": 0.774133836854399, |
| "gate_f1": 0.9182415136338342, |
| "exist_mcc": 0.7711489014180418, |
| "exist_auroc": 0.9460890293121338, |
| "exist_f1": 0.8135384113421665, |
| "exist_P": 0.8707452555302129, |
| "exist_R": 0.7633849980864906, |
| "type_acc": 0.9661500191350938, |
| "type_trueprob": 0.9277575022408755 |
| }, |
| "val": { |
| "gate_loss": 0.23110015668856843, |
| "exist_loss": 0.04349454580927901, |
| "type_loss": 0.21461226667773403, |
| "loss": 0.4892069691755815, |
| "gate_mcc": 0.5508623056891416, |
| "gate_f1": 0.5289793127030261, |
| "exist_mcc": 0.8005350560473672, |
| "exist_auroc": 0.9723027944564819, |
| "exist_f1": 0.8287079661537112, |
| "exist_P": 0.9503267973856209, |
| "exist_R": 0.7346859452736318, |
| "type_acc": 0.9737251243781094, |
| "type_trueprob": 0.949143832011973 |
| }, |
| "lr": 2e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 3, |
| "train": { |
| "gate_loss": 0.10351004075111432, |
| "exist_loss": 0.04378384124921121, |
| "type_loss": 0.1222989228703766, |
| "loss": 0.26959280487070214, |
| "gate_mcc": 0.8386040275123624, |
| "gate_f1": 0.939620892755703, |
| "exist_mcc": 0.8082396990307372, |
| "exist_auroc": 0.9719018936157227, |
| "exist_f1": 0.845029606269209, |
| "exist_P": 0.8877079141692387, |
| "exist_R": 0.8062667432070417, |
| "type_acc": 0.9906333716035208, |
| "type_trueprob": 0.9776438122912472 |
| }, |
| "val": { |
| "gate_loss": 0.078798614569304, |
| "exist_loss": 0.03544338623504831, |
| "type_loss": 0.08009935000187617, |
| "loss": 0.19434135080622847, |
| "gate_mcc": 0.879901891661051, |
| "gate_f1": 0.8984579947533431, |
| "exist_mcc": 0.8365999952795489, |
| "exist_auroc": 0.9825629591941833, |
| "exist_f1": 0.8669817135812615, |
| "exist_P": 0.919623398134426, |
| "exist_R": 0.8200404228855721, |
| "type_acc": 0.9925373134328358, |
| "type_trueprob": 0.9856572397683391 |
| }, |
| "lr": 3e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 4, |
| "train": { |
| "gate_loss": 0.09213661775153272, |
| "exist_loss": 0.035983386735927825, |
| "type_loss": 0.04323532206212046, |
| "loss": 0.171355326549581, |
| "gate_mcc": 0.8557869452814079, |
| "gate_f1": 0.94689042154706, |
| "exist_mcc": 0.8345691569743304, |
| "exist_auroc": 0.9820801019668579, |
| "exist_f1": 0.8672286357006896, |
| "exist_P": 0.8972837485293366, |
| "exist_R": 0.8391216991963261, |
| "type_acc": 0.9970914657481822, |
| "type_trueprob": 0.9912596597828447 |
| }, |
| "val": { |
| "gate_loss": 0.06014969307138329, |
| "exist_loss": 0.02910825212178553, |
| "type_loss": 0.02273951485063216, |
| "loss": 0.11199746004380098, |
| "gate_mcc": 0.9048514021073487, |
| "gate_f1": 0.9213174176613961, |
| "exist_mcc": 0.8725046880928659, |
| "exist_auroc": 0.9884681701660156, |
| "exist_f1": 0.8982781877330795, |
| "exist_P": 0.9172743477556312, |
| "exist_R": 0.8800528606965174, |
| "type_acc": 0.9981343283582089, |
| "type_trueprob": 0.9952087728630993 |
| }, |
| "lr": 4e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 5, |
| "train": { |
| "gate_loss": 0.08451741049834427, |
| "exist_loss": 0.029692310459741696, |
| "type_loss": 0.01680811911613328, |
| "loss": 0.13101784007421924, |
| "gate_mcc": 0.8706793883900945, |
| "gate_f1": 0.9528758605374195, |
| "exist_mcc": 0.8632980951309631, |
| "exist_auroc": 0.9881371259689331, |
| "exist_f1": 0.8909434201603185, |
| "exist_P": 0.9090067398727687, |
| "exist_R": 0.873584003061615, |
| "type_acc": 0.9988901645618063, |
| "type_trueprob": 0.9965996757942372 |
| }, |
| "val": { |
| "gate_loss": 0.05825414841810276, |
| "exist_loss": 0.024743177685510195, |
| "type_loss": 0.008762865909614819, |
| "loss": 0.09176019201322778, |
| "gate_mcc": 0.9085283481760543, |
| "gate_f1": 0.9253878963961178, |
| "exist_mcc": 0.8954275593090288, |
| "exist_auroc": 0.9918415546417236, |
| "exist_f1": 0.9171154296417701, |
| "exist_P": 0.9207804419370005, |
| "exist_R": 0.9134794776119403, |
| "type_acc": 0.9989116915422885, |
| "type_trueprob": 0.9978596334674613 |
| }, |
| "lr": 5e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 6, |
| "train": { |
| "gate_loss": 0.0793874315758731, |
| "exist_loss": 0.02614202820543715, |
| "type_loss": 0.007996780984430026, |
| "loss": 0.11352624076574028, |
| "gate_mcc": 0.8805035329224112, |
| "gate_f1": 0.9569193777981014, |
| "exist_mcc": 0.8794791342602396, |
| "exist_auroc": 0.9909440875053406, |
| "exist_f1": 0.9041379878228945, |
| "exist_P": 0.9156112348307222, |
| "exist_R": 0.892948717948718, |
| "type_acc": 0.9993398392652124, |
| "type_trueprob": 0.9981567685010102 |
| }, |
| "val": { |
| "gate_loss": 0.05884730454200112, |
| "exist_loss": 0.02210361676273107, |
| "type_loss": 0.0036540760628645903, |
| "loss": 0.08460499736759679, |
| "gate_mcc": 0.9110024242988259, |
| "gate_f1": 0.9283530994009048, |
| "exist_mcc": 0.9033079954175329, |
| "exist_auroc": 0.9935990571975708, |
| "exist_f1": 0.923535099593889, |
| "exist_P": 0.9190208605957971, |
| "exist_R": 0.9280939054726368, |
| "type_acc": 0.9993781094527363, |
| "type_trueprob": 0.9988148277393769 |
| }, |
| "lr": 6e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 7, |
| "train": { |
| "gate_loss": 0.07506791882009643, |
| "exist_loss": 0.02374867165148543, |
| "type_loss": 0.004141040902729397, |
| "loss": 0.10295763137431127, |
| "gate_mcc": 0.8889689540278595, |
| "gate_f1": 0.9603200282377857, |
| "exist_mcc": 0.890089968918261, |
| "exist_auroc": 0.9926173686981201, |
| "exist_f1": 0.9127351782847831, |
| "exist_P": 0.9197893693711199, |
| "exist_R": 0.9057883658629927, |
| "type_acc": 0.9995790279372369, |
| "type_trueprob": 0.9988826280163934 |
| }, |
| "val": { |
| "gate_loss": 0.06032993556034142, |
| "exist_loss": 0.020325153051590588, |
| "type_loss": 0.002013924104517862, |
| "loss": 0.08266901271644987, |
| "gate_mcc": 0.9173354778916212, |
| "gate_f1": 0.9345041198051363, |
| "exist_mcc": 0.9104597049570458, |
| "exist_auroc": 0.9946592450141907, |
| "exist_f1": 0.92925180519281, |
| "exist_P": 0.9183874886122078, |
| "exist_R": 0.9403762437810945, |
| "type_acc": 0.9996890547263682, |
| "type_trueprob": 0.9992631036528752 |
| }, |
| "lr": 7e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 8, |
| "train": { |
| "gate_loss": 0.07093880329332433, |
| "exist_loss": 0.021986212133888003, |
| "type_loss": 0.002490145796388638, |
| "loss": 0.09541516122360097, |
| "gate_mcc": 0.8963737773233893, |
| "gate_f1": 0.9632048130892549, |
| "exist_mcc": 0.8975333783440586, |
| "exist_auroc": 0.9936956763267517, |
| "exist_f1": 0.9187473286365361, |
| "exist_P": 0.9223485396357044, |
| "exist_R": 0.9151741293532338, |
| "type_acc": 0.9997321086873325, |
| "type_trueprob": 0.999307586897665 |
| }, |
| "val": { |
| "gate_loss": 0.06018063494076789, |
| "exist_loss": 0.019034329806966937, |
| "type_loss": 0.0011765814133957385, |
| "loss": 0.08039154616113058, |
| "gate_mcc": 0.9210729150504002, |
| "gate_f1": 0.9380278339479005, |
| "exist_mcc": 0.9146473043927463, |
| "exist_auroc": 0.9953494071960449, |
| "exist_f1": 0.9325632100371035, |
| "exist_P": 0.9179908125611869, |
| "exist_R": 0.9476057213930348, |
| "type_acc": 0.9998445273631841, |
| "type_trueprob": 0.9995135614157316 |
| }, |
| "lr": 8e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 9, |
| "train": { |
| "gate_loss": 0.06980416082955021, |
| "exist_loss": 0.020823952618354034, |
| "type_loss": 0.0009513701595198077, |
| "loss": 0.09157948360742406, |
| "gate_mcc": 0.8996371438475993, |
| "gate_f1": 0.9644245010484948, |
| "exist_mcc": 0.9032738680536266, |
| "exist_auroc": 0.9943431615829468, |
| "exist_f1": 0.9233584334463797, |
| "exist_P": 0.9245807912205978, |
| "exist_R": 0.9221393034825871, |
| "type_acc": 0.9999521622655951, |
| "type_trueprob": 0.9996507964369624 |
| }, |
| "val": { |
| "gate_loss": 0.06164421335608913, |
| "exist_loss": 0.018001851668488104, |
| "type_loss": 0.0007506692197976691, |
| "loss": 0.0803967342443749, |
| "gate_mcc": 0.923183449301778, |
| "gate_f1": 0.9400106175898072, |
| "exist_mcc": 0.9185680980784616, |
| "exist_auroc": 0.9958522915840149, |
| "exist_f1": 0.935652838845345, |
| "exist_P": 0.9206229779550071, |
| "exist_R": 0.951181592039801, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9996707811210286 |
| }, |
| "lr": 9e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 10, |
| "train": { |
| "gate_loss": 0.06714301624224837, |
| "exist_loss": 0.0196272761992488, |
| "type_loss": 0.000945570530188636, |
| "loss": 0.0877158629716858, |
| "gate_mcc": 0.9047762555163149, |
| "gate_f1": 0.9664388273348653, |
| "exist_mcc": 0.9088766444847932, |
| "exist_auroc": 0.994982898235321, |
| "exist_f1": 0.9278390922170228, |
| "exist_P": 0.9270724881319667, |
| "exist_R": 0.9286069651741293, |
| "type_acc": 0.9999043245311902, |
| "type_trueprob": 0.9996487128063951 |
| }, |
| "val": { |
| "gate_loss": 0.06061049058236719, |
| "exist_loss": 0.017254966897752053, |
| "type_loss": 0.00046616814910330803, |
| "loss": 0.07833162562922255, |
| "gate_mcc": 0.9245423651981461, |
| "gate_f1": 0.9412110177952664, |
| "exist_mcc": 0.9224845605584117, |
| "exist_auroc": 0.9962021112442017, |
| "exist_f1": 0.9387303525103007, |
| "exist_P": 0.9217111177704524, |
| "exist_R": 0.9563899253731343, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9997733880056819 |
| }, |
| "lr": 0.0001, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 11, |
| "train": { |
| "gate_loss": 0.06581528064125992, |
| "exist_loss": 0.01884793014308195, |
| "type_loss": 0.00042067379204626537, |
| "loss": 0.08508388457638814, |
| "gate_mcc": 0.9070717477969018, |
| "gate_f1": 0.9673603953303069, |
| "exist_mcc": 0.9122201914499803, |
| "exist_auroc": 0.9953705072402954, |
| "exist_f1": 0.9305048247938541, |
| "exist_P": 0.9287355007196028, |
| "exist_R": 0.9322809031764255, |
| "type_acc": 0.999990432453119, |
| "type_trueprob": 0.9998426288468967 |
| }, |
| "val": { |
| "gate_loss": 0.0623961950644949, |
| "exist_loss": 0.01658755671691444, |
| "type_loss": 0.00026830869122456227, |
| "loss": 0.0792520604726339, |
| "gate_mcc": 0.924296087403686, |
| "gate_f1": 0.9411901983663944, |
| "exist_mcc": 0.9255129255207938, |
| "exist_auroc": 0.9964845180511475, |
| "exist_f1": 0.9411136536994661, |
| "exist_P": 0.9237795747229709, |
| "exist_R": 0.959110696517413, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9998840587445308 |
| }, |
| "lr": 9.999323359712723e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 12, |
| "train": { |
| "gate_loss": 0.06221592588142943, |
| "exist_loss": 0.018088601210687248, |
| "type_loss": 0.0003972467569050373, |
| "loss": 0.08070177384902172, |
| "gate_mcc": 0.9120285574644327, |
| "gate_f1": 0.9691720042944472, |
| "exist_mcc": 0.9151744437913244, |
| "exist_auroc": 0.9957284331321716, |
| "exist_f1": 0.9328595616817303, |
| "exist_P": 0.9300870226829616, |
| "exist_R": 0.9356486796785304, |
| "type_acc": 0.999980864906238, |
| "type_trueprob": 0.9998478781068366 |
| }, |
| "val": { |
| "gate_loss": 0.06191881415144334, |
| "exist_loss": 0.015994559891772307, |
| "type_loss": 0.00021223739530639167, |
| "loss": 0.07812561143852204, |
| "gate_mcc": 0.9260669950765803, |
| "gate_f1": 0.9426143638691653, |
| "exist_mcc": 0.9277982999326515, |
| "exist_auroc": 0.9967426061630249, |
| "exist_f1": 0.9429127102162225, |
| "exist_P": 0.9254435212216483, |
| "exist_R": 0.961054104477612, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999015537549311 |
| }, |
| "lr": 9.997293623837585e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 13, |
| "train": { |
| "gate_loss": 0.06224489606708335, |
| "exist_loss": 0.017804368325626017, |
| "type_loss": 0.0009603002898700393, |
| "loss": 0.0810095646825794, |
| "gate_mcc": 0.9127646523838524, |
| "gate_f1": 0.9694282959890157, |
| "exist_mcc": 0.9169605254164457, |
| "exist_auroc": 0.9958479404449463, |
| "exist_f1": 0.9342809611653725, |
| "exist_P": 0.9309660197402795, |
| "exist_R": 0.9376195943360123, |
| "type_acc": 0.9998564867967853, |
| "type_trueprob": 0.9996789546109597 |
| }, |
| "val": { |
| "gate_loss": 0.06168207392243664, |
| "exist_loss": 0.015768166823502867, |
| "type_loss": 0.00019043450617310534, |
| "loss": 0.07764067525211261, |
| "gate_mcc": 0.9259230182440036, |
| "gate_f1": 0.9425300714742286, |
| "exist_mcc": 0.9299284576977999, |
| "exist_auroc": 0.9968609809875488, |
| "exist_f1": 0.944569145900704, |
| "exist_P": 0.9249683332091498, |
| "exist_R": 0.965018656716418, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999206449780891 |
| }, |
| "lr": 9.993911347284109e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 14, |
| "train": { |
| "gate_loss": 0.060211591120427344, |
| "exist_loss": 0.01716701436642581, |
| "type_loss": 0.0007511256434620483, |
| "loss": 0.07812973113031521, |
| "gate_mcc": 0.9150905126369039, |
| "gate_f1": 0.9702422246401682, |
| "exist_mcc": 0.919714208070021, |
| "exist_auroc": 0.996139407157898, |
| "exist_f1": 0.9364752927734932, |
| "exist_P": 0.9319499715747583, |
| "exist_R": 0.941044776119403, |
| "type_acc": 0.9999425947187142, |
| "type_trueprob": 0.999849562529992 |
| }, |
| "val": { |
| "gate_loss": 0.06188756193803485, |
| "exist_loss": 0.015412053305821995, |
| "type_loss": 0.00013973014037577252, |
| "loss": 0.07743934538423261, |
| "gate_mcc": 0.927170329436457, |
| "gate_f1": 0.9435123367198838, |
| "exist_mcc": 0.9310298982864255, |
| "exist_auroc": 0.9970173835754395, |
| "exist_f1": 0.9454310377609613, |
| "exist_P": 0.9254075783518202, |
| "exist_R": 0.9663401741293532, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999931845017037 |
| }, |
| "lr": 9.989177454732935e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 15, |
| "train": { |
| "gate_loss": 0.058779276828989833, |
| "exist_loss": 0.016778401937400947, |
| "type_loss": 0.00019076250199562316, |
| "loss": 0.0757484412683864, |
| "gate_mcc": 0.9179332654275031, |
| "gate_f1": 0.97132143195862, |
| "exist_mcc": 0.9217923283830957, |
| "exist_auroc": 0.9963127970695496, |
| "exist_f1": 0.9381214154827348, |
| "exist_P": 0.9333901595870625, |
| "exist_R": 0.9429008802143131, |
| "type_acc": 0.999990432453119, |
| "type_trueprob": 0.9999262186744594 |
| }, |
| "val": { |
| "gate_loss": 0.06197190906306323, |
| "exist_loss": 0.014990815847206362, |
| "type_loss": 0.00020747623751683812, |
| "loss": 0.07717020114778643, |
| "gate_mcc": 0.927409286523548, |
| "gate_f1": 0.943736976151887, |
| "exist_mcc": 0.9320449372849187, |
| "exist_auroc": 0.9971534013748169, |
| "exist_f1": 0.9462422904134623, |
| "exist_P": 0.9272496642292195, |
| "exist_R": 0.9660292288557214, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999209079353963 |
| }, |
| "lr": 9.983093240383017e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 16, |
| "train": { |
| "gate_loss": 0.05755311124550729, |
| "exist_loss": 0.016289734995143145, |
| "type_loss": 0.00015697314557068238, |
| "loss": 0.07399981938622112, |
| "gate_mcc": 0.9191861811976834, |
| "gate_f1": 0.9717819868573638, |
| "exist_mcc": 0.9242836949087536, |
| "exist_auroc": 0.9965160489082336, |
| "exist_f1": 0.940091200746361, |
| "exist_P": 0.9354337570808783, |
| "exist_R": 0.9447952544967471, |
| "type_acc": 0.999990432453119, |
| "type_trueprob": 0.9999324729239124 |
| }, |
| "val": { |
| "gate_loss": 0.0609277550610854, |
| "exist_loss": 0.014602013399918165, |
| "type_loss": 0.000208071694999302, |
| "loss": 0.07573784015600286, |
| "gate_mcc": 0.9275922843735991, |
| "gate_f1": 0.9438852250376026, |
| "exist_mcc": 0.9341129738707477, |
| "exist_auroc": 0.9972836971282959, |
| "exist_f1": 0.9478777718509487, |
| "exist_P": 0.9295322074428336, |
| "exist_R": 0.9669620646766169, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999205136477057 |
| }, |
| "lr": 9.975660367597807e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 17, |
| "train": { |
| "gate_loss": 0.05612560105557487, |
| "exist_loss": 0.016026580342926748, |
| "type_loss": 0.00020937783616453186, |
| "loss": 0.07236155923466615, |
| "gate_mcc": 0.9206463898244308, |
| "gate_f1": 0.9723159928547993, |
| "exist_mcc": 0.9254629269808126, |
| "exist_auroc": 0.9966236352920532, |
| "exist_f1": 0.9410309827535362, |
| "exist_P": 0.9356638858937253, |
| "exist_R": 0.9464600076540375, |
| "type_acc": 0.9999617298124761, |
| "type_trueprob": 0.9999039641569001 |
| }, |
| "val": { |
| "gate_loss": 0.061363970183694265, |
| "exist_loss": 0.01434381410266083, |
| "type_loss": 0.00019937514837916465, |
| "loss": 0.07590715943473425, |
| "gate_mcc": 0.9288111418002948, |
| "gate_f1": 0.9448455096736934, |
| "exist_mcc": 0.9354723776432162, |
| "exist_auroc": 0.9973867535591125, |
| "exist_f1": 0.9489535282680797, |
| "exist_P": 0.9310989750879031, |
| "exist_R": 0.9675062189054726, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999264909408578 |
| }, |
| "lr": 9.96688086845051e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 18, |
| "train": { |
| "gate_loss": 0.054879375386920344, |
| "exist_loss": 0.015711777470045825, |
| "type_loss": 0.00010467880438645118, |
| "loss": 0.07069583166135263, |
| "gate_mcc": 0.9224718269202193, |
| "gate_f1": 0.9729934560506026, |
| "exist_mcc": 0.9265133137805237, |
| "exist_auroc": 0.9967483282089233, |
| "exist_f1": 0.9418614053529554, |
| "exist_P": 0.9365203984146653, |
| "exist_R": 0.9472636815920398, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999951846928967 |
| }, |
| "val": { |
| "gate_loss": 0.06078656531678379, |
| "exist_loss": 0.014016447894983068, |
| "type_loss": 0.00025053635416836097, |
| "loss": 0.07505354956593521, |
| "gate_mcc": 0.9295776955407802, |
| "gate_f1": 0.9454419490791525, |
| "exist_mcc": 0.9369587900302684, |
| "exist_auroc": 0.9974910020828247, |
| "exist_f1": 0.9501316341714678, |
| "exist_P": 0.9330086174597227, |
| "exist_R": 0.9678949004975125, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999266594129416 |
| }, |
| "lr": 9.956757143168529e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 19, |
| "train": { |
| "gate_loss": 0.05390655759052782, |
| "exist_loss": 0.015289506431794747, |
| "type_loss": 7.492203945491111e-05, |
| "loss": 0.06927098606177748, |
| "gate_mcc": 0.9255036107744105, |
| "gate_f1": 0.9740964337991656, |
| "exist_mcc": 0.928737033312662, |
| "exist_auroc": 0.9969241619110107, |
| "exist_f1": 0.9436244099316876, |
| "exist_P": 0.9377533376796394, |
| "exist_R": 0.949569460390356, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999700005374738 |
| }, |
| "val": { |
| "gate_loss": 0.05997998299684899, |
| "exist_loss": 0.01381064362367426, |
| "type_loss": 0.00022621163522112218, |
| "loss": 0.07401683825574437, |
| "gate_mcc": 0.9310484411355814, |
| "gate_f1": 0.9465781114640486, |
| "exist_mcc": 0.936856242649598, |
| "exist_auroc": 0.9975636005401611, |
| "exist_f1": 0.9500515129545541, |
| "exist_P": 0.9329985760323766, |
| "exist_R": 0.9677394278606966, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999330497129046 |
| }, |
| "lr": 9.945291959477271e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 20, |
| "train": { |
| "gate_loss": 0.05348137387308904, |
| "exist_loss": 0.01515118993079137, |
| "type_loss": 0.00012603068350431937, |
| "loss": 0.06875859448738474, |
| "gate_mcc": 0.9247280252374422, |
| "gate_f1": 0.9737952136378538, |
| "exist_mcc": 0.929383066201382, |
| "exist_auroc": 0.9969730377197266, |
| "exist_f1": 0.9441362821847358, |
| "exist_P": 0.9381299177269593, |
| "exist_R": 0.9502200535782626, |
| "type_acc": 0.999980864906238, |
| "type_trueprob": 0.9999496995011281 |
| }, |
| "val": { |
| "gate_loss": 0.060286521031959125, |
| "exist_loss": 0.013553136182125964, |
| "type_loss": 0.0002716193179963544, |
| "loss": 0.07411127653208144, |
| "gate_mcc": 0.9306146508395392, |
| "gate_f1": 0.9462440094693688, |
| "exist_mcc": 0.9390436221451173, |
| "exist_auroc": 0.9976595044136047, |
| "exist_f1": 0.9517672627445, |
| "exist_P": 0.9339968569931901, |
| "exist_R": 0.9702269900497512, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.999926091389573 |
| }, |
| "lr": 9.932488451843477e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 21, |
| "train": { |
| "gate_loss": 0.052996021097631754, |
| "exist_loss": 0.015070226522947365, |
| "type_loss": 0.00011331465922535079, |
| "loss": 0.06817956227980446, |
| "gate_mcc": 0.9250930262396025, |
| "gate_f1": 0.9739083550095813, |
| "exist_mcc": 0.9304071246362092, |
| "exist_auroc": 0.997010350227356, |
| "exist_f1": 0.9449412122826376, |
| "exist_P": 0.9395429782082324, |
| "exist_R": 0.9504018369690012, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999604018948975 |
| }, |
| "val": { |
| "gate_loss": 0.060983866725038055, |
| "exist_loss": 0.013418558162962254, |
| "type_loss": 0.00025566031627367365, |
| "loss": 0.07465808520427399, |
| "gate_mcc": 0.9302163468257809, |
| "gate_f1": 0.9459490607352772, |
| "exist_mcc": 0.9392344524983165, |
| "exist_auroc": 0.9977061152458191, |
| "exist_f1": 0.9519300523080447, |
| "exist_P": 0.9353943122983417, |
| "exist_R": 0.9690609452736318, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999275170081291 |
| }, |
| "lr": 9.918350120618295e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 22, |
| "train": { |
| "gate_loss": 0.05083947300536564, |
| "exist_loss": 0.01488211939881271, |
| "type_loss": 0.0008841670855418892, |
| "loss": 0.06660575948972024, |
| "gate_mcc": 0.9289932698141649, |
| "gate_f1": 0.9753602095764808, |
| "exist_mcc": 0.9307502721043279, |
| "exist_auroc": 0.9970847368240356, |
| "exist_f1": 0.9452118652130068, |
| "exist_P": 0.9399004805691149, |
| "exist_R": 0.9505836203597398, |
| "type_acc": 0.9998277841561424, |
| "type_trueprob": 0.9997072638107632 |
| }, |
| "val": { |
| "gate_loss": 0.061428193038463474, |
| "exist_loss": 0.013296807626755664, |
| "type_loss": 0.00027981659664107504, |
| "loss": 0.07500481726186022, |
| "gate_mcc": 0.9301456635969957, |
| "gate_f1": 0.9459039954009774, |
| "exist_mcc": 0.9404173325242935, |
| "exist_auroc": 0.9977492094039917, |
| "exist_f1": 0.9528532194079953, |
| "exist_P": 0.9354403834631516, |
| "exist_R": 0.9709266169154229, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999308028253749 |
| }, |
| "lr": 9.902880831080308e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 23, |
| "train": { |
| "gate_loss": 0.0506272591354733, |
| "exist_loss": 0.014622085607213578, |
| "type_loss": 7.235808129646476e-05, |
| "loss": 0.06532170282398334, |
| "gate_mcc": 0.9284239366857956, |
| "gate_f1": 0.9751631894161567, |
| "exist_mcc": 0.9323422178087305, |
| "exist_auroc": 0.9971773624420166, |
| "exist_f1": 0.9464769454503977, |
| "exist_P": 0.9403365629780724, |
| "exist_R": 0.9526980482204362, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999665262139806 |
| }, |
| "val": { |
| "gate_loss": 0.06026024239353778, |
| "exist_loss": 0.013039935946228036, |
| "type_loss": 6.32651161532225e-05, |
| "loss": 0.07336344345591904, |
| "gate_mcc": 0.930427808197213, |
| "gate_f1": 0.9461215571272498, |
| "exist_mcc": 0.9407860017226581, |
| "exist_auroc": 0.9978131651878357, |
| "exist_f1": 0.9531680440771351, |
| "exist_P": 0.9385171790235082, |
| "exist_R": 0.9682835820895522, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999704759808915 |
| }, |
| "lr": 9.88608481237882e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 24, |
| "train": { |
| "gate_loss": 0.049316147963882916, |
| "exist_loss": 0.01428765939355163, |
| "type_loss": 6.93706188655203e-05, |
| "loss": 0.06367317797630005, |
| "gate_mcc": 0.9307574945626834, |
| "gate_f1": 0.9759841689038276, |
| "exist_mcc": 0.9331013922738541, |
| "exist_auroc": 0.9973040819168091, |
| "exist_f1": 0.9470741228549828, |
| "exist_P": 0.9413760834837843, |
| "exist_R": 0.952841561423651, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999659732799625 |
| }, |
| "val": { |
| "gate_loss": 0.06214711930718194, |
| "exist_loss": 0.012878536244221514, |
| "type_loss": 6.69791646974289e-05, |
| "loss": 0.07509263471610088, |
| "gate_mcc": 0.9296303475379653, |
| "gate_f1": 0.9455065827132226, |
| "exist_mcc": 0.9420844505519862, |
| "exist_auroc": 0.9978837966918945, |
| "exist_f1": 0.9541824295922655, |
| "exist_P": 0.93836903419767, |
| "exist_R": 0.9705379353233831, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999705511168461 |
| }, |
| "lr": 9.867966656377632e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 25, |
| "train": { |
| "gate_loss": 0.048576825832379225, |
| "exist_loss": 0.014135926514386998, |
| "type_loss": 3.6555847627078964e-05, |
| "loss": 0.0627493081943933, |
| "gate_mcc": 0.9326927344171018, |
| "gate_f1": 0.9766660362811133, |
| "exist_mcc": 0.9338191654316599, |
| "exist_auroc": 0.9973572492599487, |
| "exist_f1": 0.9476445762518536, |
| "exist_P": 0.9415231187669991, |
| "exist_R": 0.9538461538461539, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999840011917855 |
| }, |
| "val": { |
| "gate_loss": 0.06133420544314858, |
| "exist_loss": 0.012715500810066364, |
| "type_loss": 0.00010368647036057086, |
| "loss": 0.07415339272357552, |
| "gate_mcc": 0.9308613221763085, |
| "gate_f1": 0.9464582259634656, |
| "exist_mcc": 0.9429418613608751, |
| "exist_auroc": 0.9979276657104492, |
| "exist_f1": 0.9548653610771113, |
| "exist_P": 0.9399096385542168, |
| "exist_R": 0.9703047263681592, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999617308897165 |
| }, |
| "lr": 9.84853131639969e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 26, |
| "train": { |
| "gate_loss": 0.04732351560712432, |
| "exist_loss": 0.013733870740399556, |
| "type_loss": 4.1462552763331354e-05, |
| "loss": 0.06109884890028721, |
| "gate_mcc": 0.9332566504096431, |
| "gate_f1": 0.9768838666986613, |
| "exist_mcc": 0.9359707013121755, |
| "exist_auroc": 0.9975120425224304, |
| "exist_f1": 0.9493485086715086, |
| "exist_P": 0.9427342283272168, |
| "exist_R": 0.9560562571756601, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999811872503468 |
| }, |
| "val": { |
| "gate_loss": 0.061183442481595726, |
| "exist_loss": 0.012522670598618045, |
| "type_loss": 0.00012011213847146676, |
| "loss": 0.07382622521868523, |
| "gate_mcc": 0.9311332692092986, |
| "gate_f1": 0.9466689580111131, |
| "exist_mcc": 0.9441246367154109, |
| "exist_auroc": 0.9979851841926575, |
| "exist_f1": 0.9558057598039216, |
| "exist_P": 0.9419535024154589, |
| "exist_R": 0.9700715174129353, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999584100065539 |
| }, |
| "lr": 9.82778410587288e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 27, |
| "train": { |
| "gate_loss": 0.047155391016661885, |
| "exist_loss": 0.013598618436023703, |
| "type_loss": 3.381127276403364e-05, |
| "loss": 0.06078782072544962, |
| "gate_mcc": 0.9349515504922293, |
| "gate_f1": 0.977476298493573, |
| "exist_mcc": 0.9371209912955221, |
| "exist_auroc": 0.9975579977035522, |
| "exist_f1": 0.9502586096348119, |
| "exist_P": 0.9434965905554141, |
| "exist_R": 0.9571182548794489, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999846737639365 |
| }, |
| "val": { |
| "gate_loss": 0.06125353784143998, |
| "exist_loss": 0.012435636273347872, |
| "type_loss": 0.00012014298252620935, |
| "loss": 0.07380931709731404, |
| "gate_mcc": 0.9319449099844707, |
| "gate_f1": 0.9472960586617781, |
| "exist_mcc": 0.944269625087171, |
| "exist_auroc": 0.9980220794677734, |
| "exist_f1": 0.9559099078429124, |
| "exist_P": 0.9406939113419132, |
| "exist_R": 0.9716262437810945, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999958713386041 |
| }, |
| "lr": 9.805730696877404e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 28, |
| "train": { |
| "gate_loss": 0.04563631985427502, |
| "exist_loss": 0.01358439883489391, |
| "type_loss": 7.376630056942537e-05, |
| "loss": 0.059294484989738355, |
| "gate_mcc": 0.9369129594333864, |
| "gate_f1": 0.9781744445494254, |
| "exist_mcc": 0.9364284742541527, |
| "exist_auroc": 0.9975653290748596, |
| "exist_f1": 0.9497094694432171, |
| "exist_P": 0.9432694394896043, |
| "exist_R": 0.9562380405663988, |
| "type_acc": 0.999990432453119, |
| "type_trueprob": 0.9999631548128591 |
| }, |
| "val": { |
| "gate_loss": 0.05993382545193262, |
| "exist_loss": 0.012292067498268446, |
| "type_loss": 0.00013096220586007065, |
| "loss": 0.07235685515606115, |
| "gate_mcc": 0.9329210000185761, |
| "gate_f1": 0.9480497164786069, |
| "exist_mcc": 0.9448046105607029, |
| "exist_auroc": 0.9980603456497192, |
| "exist_f1": 0.9563419117647058, |
| "exist_P": 0.9424818840579711, |
| "exist_R": 0.9706156716417911, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999567139801101 |
| }, |
| "lr": 9.782377118595075e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 29, |
| "train": { |
| "gate_loss": 0.044816211506255914, |
| "exist_loss": 0.013407456701809638, |
| "type_loss": 5.867637951538305e-05, |
| "loss": 0.058282344587580935, |
| "gate_mcc": 0.9374328893526425, |
| "gate_f1": 0.9783777500072656, |
| "exist_mcc": 0.9379723360286569, |
| "exist_auroc": 0.9976245164871216, |
| "exist_f1": 0.950931027930838, |
| "exist_P": 0.9442924528301887, |
| "exist_R": 0.9576636050516647, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999692961396817 |
| }, |
| "val": { |
| "gate_loss": 0.060923754382334126, |
| "exist_loss": 0.012142035902441062, |
| "type_loss": 0.0002595094369210167, |
| "loss": 0.07332529972169621, |
| "gate_mcc": 0.9317920939616057, |
| "gate_f1": 0.9471756424197334, |
| "exist_mcc": 0.9459506415187393, |
| "exist_auroc": 0.9981046319007874, |
| "exist_f1": 0.957251849863896, |
| "exist_P": 0.9443982146909751, |
| "exist_R": 0.9704601990049752, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999388159989421 |
| }, |
| "lr": 9.757729755661016e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 30, |
| "train": { |
| "gate_loss": 0.045605985043112626, |
| "exist_loss": 0.014388674080269689, |
| "type_loss": 0.003397438106748996, |
| "loss": 0.06339209723013131, |
| "gate_mcc": 0.9371013796176207, |
| "gate_f1": 0.9782502852242917, |
| "exist_mcc": 0.9333040022514727, |
| "exist_auroc": 0.9972802996635437, |
| "exist_f1": 0.9472256074339249, |
| "exist_P": 0.9426305616614872, |
| "exist_R": 0.951865671641791, |
| "type_acc": 0.9997321086873325, |
| "type_trueprob": 0.999577722501992 |
| }, |
| "val": { |
| "gate_loss": 0.061200248671669434, |
| "exist_loss": 0.01283098449031447, |
| "type_loss": 1.5353316914905675e-05, |
| "loss": 0.07404658647889881, |
| "gate_mcc": 0.9309701637870316, |
| "gate_f1": 0.9465378237749443, |
| "exist_mcc": 0.9424601574890842, |
| "exist_auroc": 0.9979594945907593, |
| "exist_f1": 0.9544536341807371, |
| "exist_P": 0.9362895386225978, |
| "exist_R": 0.9733364427860697, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999920101975327 |
| }, |
| "lr": 9.731795346418146e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 31, |
| "train": { |
| "gate_loss": 0.043000040759616415, |
| "exist_loss": 0.013699418906914368, |
| "type_loss": 0.0005394369589084159, |
| "loss": 0.0572388966254392, |
| "gate_mcc": 0.9395147515000964, |
| "gate_f1": 0.979110071618461, |
| "exist_mcc": 0.9369284661098314, |
| "exist_auroc": 0.99751877784729, |
| "exist_f1": 0.9501026655005894, |
| "exist_P": 0.9440361946501435, |
| "exist_R": 0.9562476081132798, |
| "type_acc": 0.9999521622655951, |
| "type_trueprob": 0.9998860182180014 |
| }, |
| "val": { |
| "gate_loss": 0.06000985724400205, |
| "exist_loss": 0.012389301633455594, |
| "type_loss": 0.00012336079746358024, |
| "loss": 0.07252251967492122, |
| "gate_mcc": 0.9326527090824513, |
| "gate_f1": 0.9478380233356211, |
| "exist_mcc": 0.9449839812478669, |
| "exist_auroc": 0.9980533719062805, |
| "exist_f1": 0.9564685648767438, |
| "exist_P": 0.9407563341102173, |
| "exist_R": 0.972714552238806, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999603127032074 |
| }, |
| "lr": 9.704580981075004e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 32, |
| "train": { |
| "gate_loss": 0.042615486661406, |
| "exist_loss": 0.013059586135577653, |
| "type_loss": 4.882566670820782e-05, |
| "loss": 0.05572389846369186, |
| "gate_mcc": 0.940834331861568, |
| "gate_f1": 0.9795903549724458, |
| "exist_mcc": 0.9389503329447342, |
| "exist_auroc": 0.9977405667304993, |
| "exist_f1": 0.9517036276913138, |
| "exist_P": 0.9451836334125996, |
| "exist_R": 0.9583141982395714, |
| "type_acc": 0.999990432453119, |
| "type_trueprob": 0.999976816261312 |
| }, |
| "val": { |
| "gate_loss": 0.061544000637041005, |
| "exist_loss": 0.011973351246584545, |
| "type_loss": 5.8561997131963326e-05, |
| "loss": 0.0735759138807575, |
| "gate_mcc": 0.9318743657313808, |
| "gate_f1": 0.9472301541976013, |
| "exist_mcc": 0.9465248568255202, |
| "exist_auroc": 0.9981538653373718, |
| "exist_f1": 0.9577011494252874, |
| "exist_P": 0.9442429737080689, |
| "exist_R": 0.9715485074626866, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999765201068637 |
| }, |
| "lr": 9.676094099767337e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 33, |
| "train": { |
| "gate_loss": 0.04163313697729657, |
| "exist_loss": 0.012751859359722551, |
| "type_loss": 2.0340371781125337e-05, |
| "loss": 0.05440533670880025, |
| "gate_mcc": 0.9427986512995336, |
| "gate_f1": 0.9802774370104747, |
| "exist_mcc": 0.9408876480819505, |
| "exist_auroc": 0.9978466033935547, |
| "exist_f1": 0.953236316659384, |
| "exist_P": 0.9464575395178632, |
| "exist_R": 0.9601128970531956, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999989904410256 |
| }, |
| "val": { |
| "gate_loss": 0.06098669058098309, |
| "exist_loss": 0.011803424152995044, |
| "type_loss": 5.557668680462806e-05, |
| "loss": 0.07284569142078276, |
| "gate_mcc": 0.9345461595734266, |
| "gate_f1": 0.9493018997482261, |
| "exist_mcc": 0.9468490600654629, |
| "exist_auroc": 0.9981986284255981, |
| "exist_f1": 0.9579625652040504, |
| "exist_P": 0.9454875832828589, |
| "exist_R": 0.970771144278607, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999770024856228 |
| }, |
| "lr": 9.646342490524055e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 34, |
| "train": { |
| "gate_loss": 0.04090342994129732, |
| "exist_loss": 0.012655477254532482, |
| "type_loss": 2.2661980353147026e-05, |
| "loss": 0.05358156917618295, |
| "gate_mcc": 0.9425231169719023, |
| "gate_f1": 0.9801829268292683, |
| "exist_mcc": 0.9411025873374638, |
| "exist_auroc": 0.9978803396224976, |
| "exist_f1": 0.953405290361812, |
| "exist_P": 0.9468558919000528, |
| "exist_R": 0.9600459242250287, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999907334828075 |
| }, |
| "val": { |
| "gate_loss": 0.06185736602995768, |
| "exist_loss": 0.011682111133595055, |
| "type_loss": 2.8784064383435064e-05, |
| "loss": 0.07356826122793617, |
| "gate_mcc": 0.932457266983988, |
| "gate_f1": 0.9476747503566334, |
| "exist_mcc": 0.9472050547067711, |
| "exist_auroc": 0.9982376098632812, |
| "exist_f1": 0.9582375478927202, |
| "exist_P": 0.9447718343910547, |
| "exist_R": 0.9720926616915423, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999871981788927 |
| }, |
| "lr": 9.615334287138059e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 35, |
| "train": { |
| "gate_loss": 0.040629977549288404, |
| "exist_loss": 0.012381640473573607, |
| "type_loss": 1.9376604277809728e-05, |
| "loss": 0.053030994627139824, |
| "gate_mcc": 0.9435188263034998, |
| "gate_f1": 0.9805446906090578, |
| "exist_mcc": 0.943106046262222, |
| "exist_auroc": 0.9979690909385681, |
| "exist_f1": 0.9549897876787157, |
| "exist_P": 0.9482784642958212, |
| "exist_R": 0.961796785304248, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999917500784604 |
| }, |
| "val": { |
| "gate_loss": 0.060641565271779295, |
| "exist_loss": 0.011623583919700484, |
| "type_loss": 2.82029018639366e-05, |
| "loss": 0.07229335209334371, |
| "gate_mcc": 0.9343651404485817, |
| "gate_f1": 0.949154478976234, |
| "exist_mcc": 0.9485575558286475, |
| "exist_auroc": 0.998261034488678, |
| "exist_f1": 0.9593096836049857, |
| "exist_P": 0.9467110741049126, |
| "exist_R": 0.9722481343283582, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999869485473751 |
| }, |
| "lr": 9.583077966942538e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 36, |
| "train": { |
| "gate_loss": 0.03995663433371911, |
| "exist_loss": 0.012280797313143297, |
| "type_loss": 1.8790954409709336e-05, |
| "loss": 0.05225622260127212, |
| "gate_mcc": 0.9439395353482741, |
| "gate_f1": 0.9806804656428716, |
| "exist_mcc": 0.9428006147288561, |
| "exist_auroc": 0.998001754283905, |
| "exist_f1": 0.9547479929694551, |
| "exist_P": 0.9481271818096046, |
| "exist_R": 0.9614619211634137, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999908468434056 |
| }, |
| "val": { |
| "gate_loss": 0.06112255775511291, |
| "exist_loss": 0.01155317260702226, |
| "type_loss": 2.2617110109545095e-05, |
| "loss": 0.07269834747224473, |
| "gate_mcc": 0.933388536530858, |
| "gate_f1": 0.9483959356090879, |
| "exist_mcc": 0.9481866223540208, |
| "exist_auroc": 0.9982782602310181, |
| "exist_f1": 0.959015450676686, |
| "exist_P": 0.9461381345033664, |
| "exist_R": 0.9722481343283582, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999892380811385 |
| }, |
| "lr": 9.549582348493358e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 37, |
| "train": { |
| "gate_loss": 0.03937311119071674, |
| "exist_loss": 0.012168331797646972, |
| "type_loss": 2.2283426671173805e-05, |
| "loss": 0.05156372641503489, |
| "gate_mcc": 0.9453004845027136, |
| "gate_f1": 0.9811750538632852, |
| "exist_mcc": 0.9439232168717318, |
| "exist_auroc": 0.9980357885360718, |
| "exist_f1": 0.955634642706111, |
| "exist_P": 0.9492434182580213, |
| "exist_R": 0.9621125143513203, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999891262879282 |
| }, |
| "val": { |
| "gate_loss": 0.06185202528379353, |
| "exist_loss": 0.011391841706782339, |
| "type_loss": 2.0440427901527875e-05, |
| "loss": 0.07326430741847739, |
| "gate_mcc": 0.9324938742851501, |
| "gate_f1": 0.9476923076923077, |
| "exist_mcc": 0.9490724818278543, |
| "exist_auroc": 0.9983249306678772, |
| "exist_f1": 0.9597176398373359, |
| "exist_P": 0.947432207241327, |
| "exist_R": 0.9723258706467661, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999991104970524 |
| }, |
| "lr": 9.514856589158151e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 38, |
| "train": { |
| "gate_loss": 0.03870472660980603, |
| "exist_loss": 0.01206552605125337, |
| "type_loss": 2.3779148813377657e-05, |
| "loss": 0.050794031809872776, |
| "gate_mcc": 0.9454903387012493, |
| "gate_f1": 0.9812505893190011, |
| "exist_mcc": 0.9436673675839876, |
| "exist_auroc": 0.9980660676956177, |
| "exist_f1": 0.9554321122584263, |
| "exist_P": 0.949104538202279, |
| "exist_R": 0.9618446230386529, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999882142935226 |
| }, |
| "val": { |
| "gate_loss": 0.06261428965707, |
| "exist_loss": 0.01137055637197244, |
| "type_loss": 1.4020244838317277e-05, |
| "loss": 0.07399886627388076, |
| "gate_mcc": 0.9317769125666557, |
| "gate_f1": 0.9471287917591487, |
| "exist_mcc": 0.9492278428930985, |
| "exist_auroc": 0.9983311891555786, |
| "exist_f1": 0.9598433660933662, |
| "exist_P": 0.9481947815533981, |
| "exist_R": 0.9717817164179104, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999941323527056 |
| }, |
| "lr": 9.478910182612783e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 39, |
| "train": { |
| "gate_loss": 0.03711305164344195, |
| "exist_loss": 0.011865705733646191, |
| "type_loss": 1.7459901918019277e-05, |
| "loss": 0.04899621727900615, |
| "gate_mcc": 0.9479908567062624, |
| "gate_f1": 0.9821279680986043, |
| "exist_mcc": 0.9445853432043525, |
| "exist_auroc": 0.9981266856193542, |
| "exist_f1": 0.956160012156669, |
| "exist_P": 0.9492004827274099, |
| "exist_R": 0.9632223497895139, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999925916330868 |
| }, |
| "val": { |
| "gate_loss": 0.06244260396211753, |
| "exist_loss": 0.011292991732755104, |
| "type_loss": 1.0530175319540697e-05, |
| "loss": 0.07374612587019218, |
| "gate_mcc": 0.9322290449824531, |
| "gate_f1": 0.947476241962101, |
| "exist_mcc": 0.9492582447476938, |
| "exist_auroc": 0.9983529448509216, |
| "exist_f1": 0.9598649374568337, |
| "exist_P": 0.9477193514168814, |
| "exist_R": 0.9723258706467661, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999951127342027 |
| }, |
| "lr": 9.441752956245883e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 40, |
| "train": { |
| "gate_loss": 0.037234500127502505, |
| "exist_loss": 0.011845906983820546, |
| "type_loss": 1.5062888273008699e-05, |
| "loss": 0.04909546999959606, |
| "gate_mcc": 0.9480861224986972, |
| "gate_f1": 0.9821457061220937, |
| "exist_mcc": 0.9448480526020102, |
| "exist_auroc": 0.9981342554092407, |
| "exist_f1": 0.9563672804472033, |
| "exist_P": 0.9495440098837155, |
| "exist_R": 0.9632893226176809, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999931524505207 |
| }, |
| "val": { |
| "gate_loss": 0.061427095450556225, |
| "exist_loss": 0.01116428822375173, |
| "type_loss": 9.16117233662638e-06, |
| "loss": 0.07260054484664458, |
| "gate_mcc": 0.9337277997797578, |
| "gate_f1": 0.9486463379880308, |
| "exist_mcc": 0.9495807607764953, |
| "exist_auroc": 0.9983940720558167, |
| "exist_f1": 0.9601165822978984, |
| "exist_P": 0.9474719951559188, |
| "exist_R": 0.9731032338308457, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999957527983842 |
| }, |
| "lr": 9.403395068472125e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 41, |
| "train": { |
| "gate_loss": 0.03646864855166768, |
| "exist_loss": 0.011897681041079121, |
| "type_loss": 4.0992458664942605e-05, |
| "loss": 0.048407322051411746, |
| "gate_mcc": 0.9491193310072616, |
| "gate_f1": 0.9825222730468949, |
| "exist_mcc": 0.9450102486890226, |
| "exist_auroc": 0.9981265068054199, |
| "exist_f1": 0.9564936391847132, |
| "exist_P": 0.95022141649907, |
| "exist_R": 0.9628492154611558, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999847461745696 |
| }, |
| "val": { |
| "gate_loss": 0.0622873468424175, |
| "exist_loss": 0.011180710058829669, |
| "type_loss": 1.0368260431414687e-05, |
| "loss": 0.07347842516167857, |
| "gate_mcc": 0.9341281607448102, |
| "gate_f1": 0.9489516864175022, |
| "exist_mcc": 0.9496183748787554, |
| "exist_auroc": 0.9983945488929749, |
| "exist_f1": 0.9601472900924398, |
| "exist_P": 0.9476792609979556, |
| "exist_R": 0.9729477611940298, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999953817520568 |
| }, |
| "lr": 9.363847005955027e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 42, |
| "train": { |
| "gate_loss": 0.03587526795171655, |
| "exist_loss": 0.011714486242478726, |
| "type_loss": 7.573550364032659e-05, |
| "loss": 0.0476654896978356, |
| "gate_mcc": 0.9503996264045262, |
| "gate_f1": 0.98295697560622, |
| "exist_mcc": 0.9455136311084827, |
| "exist_auroc": 0.9981732964515686, |
| "exist_f1": 0.9568927020684282, |
| "exist_P": 0.9503104417898054, |
| "exist_R": 0.9635667814772292, |
| "type_acc": 0.999990432453119, |
| "type_trueprob": 0.9999644941175937 |
| }, |
| "val": { |
| "gate_loss": 0.06363599315091173, |
| "exist_loss": 0.011124325385011676, |
| "type_loss": 7.051643884944946e-06, |
| "loss": 0.07476737017980835, |
| "gate_mcc": 0.9337385452889243, |
| "gate_f1": 0.9486449555909816, |
| "exist_mcc": 0.9503938826366014, |
| "exist_auroc": 0.998412013053894, |
| "exist_f1": 0.9607542541775257, |
| "exist_P": 0.9475355306924705, |
| "exist_R": 0.9743470149253731, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999963084411858 |
| }, |
| "lr": 9.323119580739996e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 43, |
| "train": { |
| "gate_loss": 0.03494173625028437, |
| "exist_loss": 0.011546577509152264, |
| "type_loss": 2.9206961840744005e-05, |
| "loss": 0.04651752072127738, |
| "gate_mcc": 0.951212457892838, |
| "gate_f1": 0.9832618398933395, |
| "exist_mcc": 0.9462577141573759, |
| "exist_auroc": 0.9982292652130127, |
| "exist_f1": 0.9574818705507459, |
| "exist_P": 0.9505794491225754, |
| "exist_R": 0.9644852659778033, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999844877737215 |
| }, |
| "val": { |
| "gate_loss": 0.0635899085108806, |
| "exist_loss": 0.011035302463831671, |
| "type_loss": 8.10487409199337e-06, |
| "loss": 0.07463331584880427, |
| "gate_mcc": 0.932723616886232, |
| "gate_f1": 0.9478409090909091, |
| "exist_mcc": 0.9514870388119838, |
| "exist_auroc": 0.9984322190284729, |
| "exist_f1": 0.9616240693836826, |
| "exist_P": 0.9495983022586024, |
| "exist_R": 0.9739583333333334, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999957265174804 |
| }, |
| "lr": 9.281223927298424e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 44, |
| "train": { |
| "gate_loss": 0.03496480260977556, |
| "exist_loss": 0.012421507788723007, |
| "type_loss": 0.005134638384815075, |
| "loss": 0.05252094878331364, |
| "gate_mcc": 0.9512188793920808, |
| "gate_f1": 0.9832510744388638, |
| "exist_mcc": 0.9420773534719756, |
| "exist_auroc": 0.9979544281959534, |
| "exist_f1": 0.9541726690533583, |
| "exist_P": 0.9483428312211165, |
| "exist_R": 0.9600746268656717, |
| "type_acc": 0.9994259471871412, |
| "type_trueprob": 0.9993433538087245 |
| }, |
| "val": { |
| "gate_loss": 0.06226168770110799, |
| "exist_loss": 0.011601447063585072, |
| "type_loss": 1.9760838505331264e-05, |
| "loss": 0.07388289560319838, |
| "gate_mcc": 0.9334703144623403, |
| "gate_f1": 0.9484348321001708, |
| "exist_mcc": 0.9483856502759243, |
| "exist_auroc": 0.99836266040802, |
| "exist_f1": 0.9591245329062762, |
| "exist_P": 0.941251309684179, |
| "exist_R": 0.9776896766169154, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999851346460741 |
| }, |
| "lr": 9.238171499483636e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 45, |
| "train": { |
| "gate_loss": 0.034209172514099925, |
| "exist_loss": 0.012332435579580796, |
| "type_loss": 0.0008122819944442178, |
| "loss": 0.04735389008812494, |
| "gate_mcc": 0.9526487379573729, |
| "gate_f1": 0.9837761103224497, |
| "exist_mcc": 0.9428674613462742, |
| "exist_auroc": 0.9979804158210754, |
| "exist_f1": 0.9548008911563657, |
| "exist_P": 0.9481663883464002, |
| "exist_R": 0.9615288939915806, |
| "type_acc": 0.9998660543436663, |
| "type_trueprob": 0.9998286307473955 |
| }, |
| "val": { |
| "gate_loss": 0.060968800116054635, |
| "exist_loss": 0.0111972166727322, |
| "type_loss": 3.58108513346817e-05, |
| "loss": 0.07220182764012152, |
| "gate_mcc": 0.9343382548666399, |
| "gate_f1": 0.9491062279403393, |
| "exist_mcc": 0.9498437382118714, |
| "exist_auroc": 0.9983911514282227, |
| "exist_f1": 0.9603220241518114, |
| "exist_P": 0.9473564783299296, |
| "exist_R": 0.9736473880597015, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999845176193844 |
| }, |
| "lr": 9.193974067399523e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 46, |
| "train": { |
| "gate_loss": 0.033864566444145545, |
| "exist_loss": 0.011572758705448695, |
| "type_loss": 9.258191586553852e-06, |
| "loss": 0.0454465833411808, |
| "gate_mcc": 0.9539827621462716, |
| "gate_f1": 0.984243530144386, |
| "exist_mcc": 0.9466333787699536, |
| "exist_auroc": 0.9982205629348755, |
| "exist_f1": 0.9577773976508154, |
| "exist_P": 0.9513763026733122, |
| "exist_R": 0.9642652123995408, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999961572728119 |
| }, |
| "val": { |
| "gate_loss": 0.06287344760960047, |
| "exist_loss": 0.011012683404213363, |
| "type_loss": 2.6964571703128216e-05, |
| "loss": 0.07391309558551697, |
| "gate_mcc": 0.9330847941248009, |
| "gate_f1": 0.9481094583853753, |
| "exist_mcc": 0.950573301458066, |
| "exist_auroc": 0.99843829870224, |
| "exist_f1": 0.9609062980030721, |
| "exist_P": 0.9495294474802671, |
| "exist_R": 0.9725590796019901, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999883859904845 |
| }, |
| "lr": 9.148643714182706e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 47, |
| "train": { |
| "gate_loss": 0.03308503984632398, |
| "exist_loss": 0.0113042316054782, |
| "type_loss": 1.2717464081968545e-05, |
| "loss": 0.04440198891588415, |
| "gate_mcc": 0.9536157328739392, |
| "gate_f1": 0.984121007624523, |
| "exist_mcc": 0.9472252308523627, |
| "exist_auroc": 0.9982969164848328, |
| "exist_f1": 0.9582464556270631, |
| "exist_P": 0.9514454138174959, |
| "exist_R": 0.9651454267125908, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999936875738589 |
| }, |
| "val": { |
| "gate_loss": 0.06230365437121368, |
| "exist_loss": 0.010900957767280414, |
| "type_loss": 1.0766942982420735e-05, |
| "loss": 0.07321537908147652, |
| "gate_mcc": 0.9330409533160976, |
| "gate_f1": 0.9480925578486554, |
| "exist_mcc": 0.9517550831937271, |
| "exist_auroc": 0.9984652400016785, |
| "exist_f1": 0.9618414479498903, |
| "exist_P": 0.9510601109506801, |
| "exist_R": 0.9728700248756219, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999993998909471 |
| }, |
| "lr": 9.102192832699135e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 48, |
| "train": { |
| "gate_loss": 0.032199319895765875, |
| "exist_loss": 0.011109980011313013, |
| "type_loss": 7.660261047514637e-06, |
| "loss": 0.0433169601681264, |
| "gate_mcc": 0.9548608354814924, |
| "gate_f1": 0.9845498906763585, |
| "exist_mcc": 0.947398083122987, |
| "exist_auroc": 0.9983554482460022, |
| "exist_f1": 0.9583824256014595, |
| "exist_P": 0.9518345160803261, |
| "exist_R": 0.9650210486031382, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999965480128513 |
| }, |
| "val": { |
| "gate_loss": 0.0635493512267738, |
| "exist_loss": 0.010795249586539836, |
| "type_loss": 6.536717545750236e-06, |
| "loss": 0.07435113753085938, |
| "gate_mcc": 0.932141095187651, |
| "gate_f1": 0.9473803712323324, |
| "exist_mcc": 0.9526267391182538, |
| "exist_auroc": 0.9984954595565796, |
| "exist_f1": 0.962532697338052, |
| "exist_P": 0.9527109351203168, |
| "exist_R": 0.9725590796019901, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999995910076063 |
| }, |
| "lr": 9.054634122155998e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 49, |
| "train": { |
| "gate_loss": 0.03205700164628051, |
| "exist_loss": 0.011051959497776669, |
| "type_loss": 9.623109859714781e-06, |
| "loss": 0.04311858425391689, |
| "gate_mcc": 0.9550484206484855, |
| "gate_f1": 0.9846156073758209, |
| "exist_mcc": 0.9487849809601918, |
| "exist_auroc": 0.998370885848999, |
| "exist_f1": 0.9594794214738643, |
| "exist_P": 0.9527142385511485, |
| "exist_R": 0.9663413700727134, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999946334377542 |
| }, |
| "val": { |
| "gate_loss": 0.06397660961152614, |
| "exist_loss": 0.010712887687090503, |
| "type_loss": 5.553795260224251e-06, |
| "loss": 0.07469505109387686, |
| "gate_mcc": 0.9326809598804213, |
| "gate_f1": 0.9477925320621949, |
| "exist_mcc": 0.9526395354788468, |
| "exist_auroc": 0.9985187649726868, |
| "exist_f1": 0.9625389019095555, |
| "exist_P": 0.9516067765706906, |
| "exist_R": 0.9737251243781094, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999960419995275 |
| }, |
| "lr": 9.005980584629886e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 50, |
| "train": { |
| "gate_loss": 0.03083751770563438, |
| "exist_loss": 0.0109123822343111, |
| "type_loss": 9.546583389880778e-06, |
| "loss": 0.04175944652333536, |
| "gate_mcc": 0.9570451675939615, |
| "gate_f1": 0.9853169979809967, |
| "exist_mcc": 0.9493431070582762, |
| "exist_auroc": 0.998414158821106, |
| "exist_f1": 0.9599197920675875, |
| "exist_P": 0.9535177895462226, |
| "exist_R": 0.9664083429008802, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999947013227227 |
| }, |
| "val": { |
| "gate_loss": 0.06393720800805539, |
| "exist_loss": 0.010690464808487177, |
| "type_loss": 5.862852830994807e-06, |
| "loss": 0.07463353566937356, |
| "gate_mcc": 0.9322677309288693, |
| "gate_f1": 0.9474579153205237, |
| "exist_mcc": 0.9529944266635867, |
| "exist_auroc": 0.9985271692276001, |
| "exist_f1": 0.9628178535760928, |
| "exist_P": 0.9516324981017464, |
| "exist_R": 0.9742692786069652, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999959804859031 |
| }, |
| "lr": 8.956245521512157e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 51, |
| "train": { |
| "gate_loss": 0.030114042621942574, |
| "exist_loss": 0.010857939356069216, |
| "type_loss": 1.0758453525376038e-05, |
| "loss": 0.040982740431537164, |
| "gate_mcc": 0.9583705733323321, |
| "gate_f1": 0.985775269517401, |
| "exist_mcc": 0.9485407339048736, |
| "exist_auroc": 0.9984262585639954, |
| "exist_f1": 0.959286419940725, |
| "exist_P": 0.9524824568022334, |
| "exist_R": 0.9661882893226177, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999994785996447 |
| }, |
| "val": { |
| "gate_loss": 0.06397131659820998, |
| "exist_loss": 0.010638329364165372, |
| "type_loss": 6.037213592730073e-06, |
| "loss": 0.07461568317596808, |
| "gate_mcc": 0.9328669335521227, |
| "gate_f1": 0.947929665343165, |
| "exist_mcc": 0.9530716808671806, |
| "exist_auroc": 0.9985405802726746, |
| "exist_f1": 0.9628804180756225, |
| "exist_P": 0.9520516717325228, |
| "exist_R": 0.9739583333333334, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999958222073999 |
| }, |
| "lr": 8.905442529872466e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 52, |
| "train": { |
| "gate_loss": 0.030656102333067113, |
| "exist_loss": 0.010668276545679057, |
| "type_loss": 1.0903639974847686e-05, |
| "loss": 0.04133528251872102, |
| "gate_mcc": 0.9574481035058642, |
| "gate_f1": 0.9854548085968593, |
| "exist_mcc": 0.9505077411164379, |
| "exist_auroc": 0.9984818696975708, |
| "exist_f1": 0.9608413132694938, |
| "exist_P": 0.9540978039393253, |
| "exist_R": 0.9676808266360505, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999937022457714 |
| }, |
| "val": { |
| "gate_loss": 0.06337078169152455, |
| "exist_loss": 0.010634960145383381, |
| "type_loss": 6.802270519026254e-06, |
| "loss": 0.07401254410742696, |
| "gate_mcc": 0.9331919162285834, |
| "gate_f1": 0.9481868225412858, |
| "exist_mcc": 0.9527128790568201, |
| "exist_auroc": 0.9985353946685791, |
| "exist_f1": 0.9625985008648856, |
| "exist_P": 0.9520948977264087, |
| "exist_R": 0.9733364427860697, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999953285601009 |
| }, |
| "lr": 8.853585498741461e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 53, |
| "train": { |
| "gate_loss": 0.029703695131745388, |
| "exist_loss": 0.010530589778147149, |
| "type_loss": 1.0249593656057975e-05, |
| "loss": 0.0402445345035486, |
| "gate_mcc": 0.9592046857718315, |
| "gate_f1": 0.9860770571600089, |
| "exist_mcc": 0.950795241332596, |
| "exist_auroc": 0.9985224604606628, |
| "exist_f1": 0.9610680857129282, |
| "exist_P": 0.9545823501651722, |
| "exist_R": 0.9676425564485266, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999948379685949 |
| }, |
| "val": { |
| "gate_loss": 0.0631666129638852, |
| "exist_loss": 0.010550734159956547, |
| "type_loss": 6.466415791249852e-06, |
| "loss": 0.073723813539633, |
| "gate_mcc": 0.9336149467403347, |
| "gate_f1": 0.9485156383039111, |
| "exist_mcc": 0.9536720167975027, |
| "exist_auroc": 0.9985684156417847, |
| "exist_f1": 0.9633592487106458, |
| "exist_P": 0.9540326269248361, |
| "exist_R": 0.9728700248756219, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999950566695104 |
| }, |
| "lr": 8.800688605313666e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 54, |
| "train": { |
| "gate_loss": 0.02872560805997748, |
| "exist_loss": 0.010518395825278503, |
| "type_loss": 1.1013744415239769e-05, |
| "loss": 0.03925501762967123, |
| "gate_mcc": 0.9599086958928023, |
| "gate_f1": 0.986325738128123, |
| "exist_mcc": 0.9509281344762067, |
| "exist_auroc": 0.9985247254371643, |
| "exist_f1": 0.9611743593152103, |
| "exist_P": 0.9539551802778145, |
| "exist_R": 0.9685036356678147, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999947110310031 |
| }, |
| "val": { |
| "gate_loss": 0.06427164173575263, |
| "exist_loss": 0.010482484591409788, |
| "type_loss": 5.76187323799704e-06, |
| "loss": 0.07475988820040042, |
| "gate_mcc": 0.9317001075470097, |
| "gate_f1": 0.9470048692107349, |
| "exist_mcc": 0.9533403347460058, |
| "exist_auroc": 0.9985864162445068, |
| "exist_f1": 0.9630969330819257, |
| "exist_P": 0.9535929284462394, |
| "exist_R": 0.9727922885572139, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999958629261202 |
| }, |
| "lr": 8.74676631107157e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 55, |
| "train": { |
| "gate_loss": 0.028360642428247762, |
| "exist_loss": 0.010360523066279043, |
| "type_loss": 1.1075989067452143e-05, |
| "loss": 0.038732241483594256, |
| "gate_mcc": 0.9599591694169725, |
| "gate_f1": 0.9863392127510323, |
| "exist_mcc": 0.9518194734204959, |
| "exist_auroc": 0.998568058013916, |
| "exist_f1": 0.9618779753138037, |
| "exist_P": 0.9553330439214058, |
| "exist_R": 0.9685132032146958, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999945337271444 |
| }, |
| "val": { |
| "gate_loss": 0.06330115644708739, |
| "exist_loss": 0.010449139128339984, |
| "type_loss": 3.883113214963102e-06, |
| "loss": 0.07375417868864234, |
| "gate_mcc": 0.9339382617900692, |
| "gate_f1": 0.9487601429949498, |
| "exist_mcc": 0.9544352886412737, |
| "exist_auroc": 0.9986009001731873, |
| "exist_f1": 0.9639601523135506, |
| "exist_P": 0.9540159878188047, |
| "exist_R": 0.9741138059701493, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999975097639051 |
| }, |
| "lr": 8.69183335783201e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 56, |
| "train": { |
| "gate_loss": 0.027707564274227523, |
| "exist_loss": 0.010257610391591577, |
| "type_loss": 9.60509018579447e-06, |
| "loss": 0.03797477975600489, |
| "gate_mcc": 0.9601772233711224, |
| "gate_f1": 0.9864010531950291, |
| "exist_mcc": 0.9513703265045879, |
| "exist_auroc": 0.9985948204994202, |
| "exist_f1": 0.9615218248969717, |
| "exist_P": 0.9554407277605116, |
| "exist_R": 0.9676808266360505, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999952019926145 |
| }, |
| "val": { |
| "gate_loss": 0.06479330741047443, |
| "exist_loss": 0.010405204827333876, |
| "type_loss": 4.0447734917451225e-06, |
| "loss": 0.07520255701130005, |
| "gate_mcc": 0.9332003726238858, |
| "gate_f1": 0.9481800657670938, |
| "exist_mcc": 0.9535013294071003, |
| "exist_auroc": 0.9986055493354797, |
| "exist_f1": 0.9632253841118257, |
| "exist_P": 0.9543685616177031, |
| "exist_R": 0.9722481343283582, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999971992859793 |
| }, |
| "lr": 8.635904763715899e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 57, |
| "train": { |
| "gate_loss": 0.027312647136064676, |
| "exist_loss": 0.010279116862433125, |
| "type_loss": 7.79788669234808e-05, |
| "loss": 0.03766974286542128, |
| "gate_mcc": 0.9622863950285759, |
| "gate_f1": 0.9871472357159381, |
| "exist_mcc": 0.9520704309956298, |
| "exist_auroc": 0.9985886216163635, |
| "exist_f1": 0.96207654997791, |
| "exist_P": 0.9554362492097789, |
| "exist_R": 0.9688097971680061, |
| "type_acc": 0.999980864906238, |
| "type_trueprob": 0.999965934227857 |
| }, |
| "val": { |
| "gate_loss": 0.06444274745160396, |
| "exist_loss": 0.010397375819909845, |
| "type_loss": 3.7445786409022994e-06, |
| "loss": 0.0748438678501547, |
| "gate_mcc": 0.9334554140890768, |
| "gate_f1": 0.9483706432417116, |
| "exist_mcc": 0.9541038468483702, |
| "exist_auroc": 0.9986134767532349, |
| "exist_f1": 0.9636978926319028, |
| "exist_P": 0.9535768645357686, |
| "exist_R": 0.9740360696517413, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999973665533671 |
| }, |
| "lr": 8.578995819042424e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 58, |
| "train": { |
| "gate_loss": 0.027211074842461574, |
| "exist_loss": 0.010313335922627278, |
| "type_loss": 0.00025312052249621303, |
| "loss": 0.03777753128758507, |
| "gate_mcc": 0.961931461079154, |
| "gate_f1": 0.9870233146575095, |
| "exist_mcc": 0.9516352585464437, |
| "exist_auroc": 0.998577356338501, |
| "exist_f1": 0.9617313350540211, |
| "exist_P": 0.9556399429440493, |
| "exist_R": 0.9679008802143131, |
| "type_acc": 0.9999617298124761, |
| "type_trueprob": 0.9999493946757209 |
| }, |
| "val": { |
| "gate_loss": 0.06583748713268887, |
| "exist_loss": 0.010422934011614603, |
| "type_loss": 4.094305735066985e-06, |
| "loss": 0.07626451545003855, |
| "gate_mcc": 0.9312447128837458, |
| "gate_f1": 0.9466304839439168, |
| "exist_mcc": 0.9538777619544186, |
| "exist_auroc": 0.9986122846603394, |
| "exist_f1": 0.9635182408795603, |
| "exist_P": 0.953076279564986, |
| "exist_R": 0.9741915422885572, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999977524081866 |
| }, |
| "lr": 8.521122082148826e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 59, |
| "train": { |
| "gate_loss": 0.02651273138414033, |
| "exist_loss": 0.010401078660324407, |
| "type_loss": 0.00013453517558702246, |
| "loss": 0.03704834522005176, |
| "gate_mcc": 0.9630570466024784, |
| "gate_f1": 0.9874171563206926, |
| "exist_mcc": 0.9517722278493462, |
| "exist_auroc": 0.9985573887825012, |
| "exist_f1": 0.9618392465782731, |
| "exist_P": 0.9558997231330378, |
| "exist_R": 0.9678530424799081, |
| "type_acc": 0.999980864906238, |
| "type_trueprob": 0.9999722231497401 |
| }, |
| "val": { |
| "gate_loss": 0.06637036512346912, |
| "exist_loss": 0.01039589281913052, |
| "type_loss": 2.61835209469128e-06, |
| "loss": 0.07676887629469434, |
| "gate_mcc": 0.9311764033424345, |
| "gate_f1": 0.9465769687376335, |
| "exist_mcc": 0.9549377151648067, |
| "exist_auroc": 0.9986189603805542, |
| "exist_f1": 0.9643557503748991, |
| "exist_P": 0.9541200639123488, |
| "exist_R": 0.9748134328358209, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999980852193203 |
| }, |
| "lr": 8.46229937513691e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 60, |
| "train": { |
| "gate_loss": 0.02592194137280153, |
| "exist_loss": 0.0100442349729836, |
| "type_loss": 7.937465267011384e-06, |
| "loss": 0.035974113811052144, |
| "gate_mcc": 0.9645601461920453, |
| "gate_f1": 0.9879418840715829, |
| "exist_mcc": 0.9530601739888137, |
| "exist_auroc": 0.9986511468887329, |
| "exist_f1": 0.962858785462804, |
| "exist_P": 0.9563744136219053, |
| "exist_R": 0.9694316877152698, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999960398975114 |
| }, |
| "val": { |
| "gate_loss": 0.06694720667622839, |
| "exist_loss": 0.01030558555391962, |
| "type_loss": 2.675156719787591e-06, |
| "loss": 0.0772554673868678, |
| "gate_mcc": 0.9298229833772677, |
| "gate_f1": 0.9455140872903844, |
| "exist_mcc": 0.9550763721392431, |
| "exist_auroc": 0.9986380338668823, |
| "exist_f1": 0.964468568348924, |
| "exist_P": 0.95531152291619, |
| "exist_R": 0.9738028606965174, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999981630426734 |
| }, |
| "lr": 8.402543779547428e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 61, |
| "train": { |
| "gate_loss": 0.02539812512522278, |
| "exist_loss": 0.009880217073899447, |
| "type_loss": 7.728248428985574e-06, |
| "loss": 0.035286070447551214, |
| "gate_mcc": 0.9642540477322058, |
| "gate_f1": 0.98784161591643, |
| "exist_mcc": 0.9536032185048221, |
| "exist_auroc": 0.9986972808837891, |
| "exist_f1": 0.9632872700997799, |
| "exist_P": 0.9572668953072003, |
| "exist_R": 0.9693838499808649, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999961279289867 |
| }, |
| "val": { |
| "gate_loss": 0.0662747829357972, |
| "exist_loss": 0.010245773027953035, |
| "type_loss": 3.8266133053591956e-06, |
| "loss": 0.0765243825770556, |
| "gate_mcc": 0.9306302877842987, |
| "gate_f1": 0.9461490648132452, |
| "exist_mcc": 0.954675291158715, |
| "exist_auroc": 0.9986570477485657, |
| "exist_f1": 0.9641523237457164, |
| "exist_P": 0.955214770733196, |
| "exist_R": 0.9732587064676617, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999975746321441 |
| }, |
| "lr": 8.341871631963559e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 62, |
| "train": { |
| "gate_loss": 0.024534042768874345, |
| "exist_loss": 0.009736546805728797, |
| "type_loss": 6.742753584089019e-06, |
| "loss": 0.03427733232818723, |
| "gate_mcc": 0.9666004375095534, |
| "gate_f1": 0.9886467045109849, |
| "exist_mcc": 0.9540672561668764, |
| "exist_auroc": 0.998736560344696, |
| "exist_f1": 0.9636549381102848, |
| "exist_P": 0.9572190494170953, |
| "exist_R": 0.9701779563719862, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999963875707428 |
| }, |
| "val": { |
| "gate_loss": 0.06634716029311183, |
| "exist_loss": 0.010256024344508322, |
| "type_loss": 3.3135288525588496e-06, |
| "loss": 0.07660649816647272, |
| "gate_mcc": 0.9300019197433015, |
| "gate_f1": 0.9456454252977367, |
| "exist_mcc": 0.9545644149694243, |
| "exist_auroc": 0.9986640214920044, |
| "exist_f1": 0.9640631011927664, |
| "exist_P": 0.954441566356849, |
| "exist_R": 0.9738805970149254, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999981648960516 |
| }, |
| "lr": 8.280299519544643e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 63, |
| "train": { |
| "gate_loss": 0.02406230874211286, |
| "exist_loss": 0.009693968189368353, |
| "type_loss": 6.551267025558864e-06, |
| "loss": 0.033762828198506775, |
| "gate_mcc": 0.9666510951055363, |
| "gate_f1": 0.988660166124955, |
| "exist_mcc": 0.9551037089354352, |
| "exist_auroc": 0.9987411499023438, |
| "exist_f1": 0.9644736654448992, |
| "exist_P": 0.9584998724381325, |
| "exist_R": 0.9705223880597015, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999963769865273 |
| }, |
| "val": { |
| "gate_loss": 0.06696960397214353, |
| "exist_loss": 0.010242376343895116, |
| "type_loss": 3.127544251342464e-06, |
| "loss": 0.07721510786029, |
| "gate_mcc": 0.9310977270513214, |
| "gate_f1": 0.9465174129353233, |
| "exist_mcc": 0.9557443818300093, |
| "exist_auroc": 0.9986664056777954, |
| "exist_f1": 0.9649967268666486, |
| "exist_P": 0.9561236169400992, |
| "exist_R": 0.9740360696517413, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999983028615292 |
| }, |
| "lr": 8.217844275491426e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 64, |
| "train": { |
| "gate_loss": 0.024004449271792436, |
| "exist_loss": 0.009696589982395898, |
| "type_loss": 5.926922685166352e-06, |
| "loss": 0.0337069661768735, |
| "gate_mcc": 0.9672914738179442, |
| "gate_f1": 0.9888967498808818, |
| "exist_mcc": 0.9546095019164582, |
| "exist_auroc": 0.9987476468086243, |
| "exist_f1": 0.9640828163255603, |
| "exist_P": 0.9581384360973305, |
| "exist_R": 0.9701014159969383, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999996929117605 |
| }, |
| "val": { |
| "gate_loss": 0.06738877132521781, |
| "exist_loss": 0.01019977666067223, |
| "type_loss": 4.59396410814401e-06, |
| "loss": 0.07759314194999818, |
| "gate_mcc": 0.9302423036825002, |
| "gate_f1": 0.9458406280002258, |
| "exist_mcc": 0.9559649999444877, |
| "exist_auroc": 0.9986758232116699, |
| "exist_f1": 0.9651718292494992, |
| "exist_P": 0.9567674915979224, |
| "exist_R": 0.9737251243781094, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999978030424806 |
| }, |
| "lr": 8.154522974444018e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 65, |
| "train": { |
| "gate_loss": 0.0237833881199671, |
| "exist_loss": 0.009565054420354808, |
| "type_loss": 5.989351004157022e-06, |
| "loss": 0.033354431891326065, |
| "gate_mcc": 0.9673156243421754, |
| "gate_f1": 0.9888937030618139, |
| "exist_mcc": 0.9557494827582892, |
| "exist_auroc": 0.9987801909446716, |
| "exist_f1": 0.9649836165365976, |
| "exist_P": 0.9593581269562093, |
| "exist_R": 0.9706754688097972, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999967544415514 |
| }, |
| "val": { |
| "gate_loss": 0.06978390285996797, |
| "exist_loss": 0.010157739631412106, |
| "type_loss": 2.7589681426324215e-06, |
| "loss": 0.0799444014595227, |
| "gate_mcc": 0.92824701077409, |
| "gate_f1": 0.9442659904198365, |
| "exist_mcc": 0.9561931162659817, |
| "exist_auroc": 0.9986940622329712, |
| "exist_f1": 0.9653524492234169, |
| "exist_P": 0.9572727967591531, |
| "exist_R": 0.9735696517412935, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999984142495625 |
| }, |
| "lr": 8.090352927813866e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 66, |
| "train": { |
| "gate_loss": 0.02308166785858412, |
| "exist_loss": 0.00944018797603694, |
| "type_loss": 8.002967312543873e-06, |
| "loss": 0.032529858801933605, |
| "gate_mcc": 0.9680099159447537, |
| "gate_f1": 0.9891433026304391, |
| "exist_mcc": 0.9560229395256592, |
| "exist_auroc": 0.9988064765930176, |
| "exist_f1": 0.9652005248445433, |
| "exist_P": 0.9592357410137203, |
| "exist_R": 0.971239954075775, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999961140600147 |
| }, |
| "val": { |
| "gate_loss": 0.06972886236581884, |
| "exist_loss": 0.010138123305024421, |
| "type_loss": 2.601641480494016e-06, |
| "loss": 0.07986958731232376, |
| "gate_mcc": 0.9292297112470572, |
| "gate_f1": 0.945030162936235, |
| "exist_mcc": 0.956026213044627, |
| "exist_auroc": 0.998701810836792, |
| "exist_f1": 0.9652197357778376, |
| "exist_P": 0.9565615695854646, |
| "exist_R": 0.9740360696517413, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999984917578413 |
| }, |
| "lr": 8.025351679050983e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 67, |
| "train": { |
| "gate_loss": 0.02294637458150963, |
| "exist_loss": 0.009441654856101635, |
| "type_loss": 7.866491191530865e-06, |
| "loss": 0.0323958959288028, |
| "gate_mcc": 0.9682616645129491, |
| "gate_f1": 0.9892305471344016, |
| "exist_mcc": 0.9559474546603457, |
| "exist_auroc": 0.9988135695457458, |
| "exist_f1": 0.9651404415575771, |
| "exist_P": 0.9593877917584444, |
| "exist_R": 0.9709624952162266, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999951573929201 |
| }, |
| "val": { |
| "gate_loss": 0.06970844944656425, |
| "exist_loss": 0.0101200307205626, |
| "type_loss": 3.697727255574023e-06, |
| "loss": 0.07983217789438242, |
| "gate_mcc": 0.9291602351696074, |
| "gate_f1": 0.9449608472762098, |
| "exist_mcc": 0.9560415060978937, |
| "exist_auroc": 0.998704195022583, |
| "exist_f1": 0.9652328091273513, |
| "exist_P": 0.957262996941896, |
| "exist_R": 0.9733364427860697, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999980841999623 |
| }, |
| "lr": 7.959536998847753e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 68, |
| "train": { |
| "gate_loss": 0.022392134233691897, |
| "exist_loss": 0.009231460844926091, |
| "type_loss": 8.704600009774543e-06, |
| "loss": 0.03163229967862777, |
| "gate_mcc": 0.969429051480553, |
| "gate_f1": 0.9896286673162283, |
| "exist_mcc": 0.9566543085082826, |
| "exist_auroc": 0.998863697052002, |
| "exist_f1": 0.9656995597143374, |
| "exist_P": 0.9598669161987939, |
| "exist_R": 0.9716035208572522, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999972735060799 |
| }, |
| "val": { |
| "gate_loss": 0.06886364702487752, |
| "exist_loss": 0.01004615276923582, |
| "type_loss": 1.889318691712562e-05, |
| "loss": 0.07892869298103046, |
| "gate_mcc": 0.9308219174255202, |
| "gate_f1": 0.94625838831557, |
| "exist_mcc": 0.9569061681185851, |
| "exist_auroc": 0.998726487159729, |
| "exist_f1": 0.965916101172116, |
| "exist_P": 0.9582313341493268, |
| "exist_R": 0.9737251243781094, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999924151977496 |
| }, |
| "lr": 7.892926880280581e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 69, |
| "train": { |
| "gate_loss": 0.02186618632802094, |
| "exist_loss": 0.009225918989225678, |
| "type_loss": 5.922676259068394e-06, |
| "loss": 0.031098027993505688, |
| "gate_mcc": 0.970167801952552, |
| "gate_f1": 0.9898924312274094, |
| "exist_mcc": 0.9568795144619331, |
| "exist_auroc": 0.9988609552383423, |
| "exist_f1": 0.9658781423336327, |
| "exist_P": 0.9597064407355983, |
| "exist_R": 0.9721297359357061, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999967402076064 |
| }, |
| "val": { |
| "gate_loss": 0.06933243202104719, |
| "exist_loss": 0.01005371125241297, |
| "type_loss": 3.6139625275557406e-06, |
| "loss": 0.07938975723598772, |
| "gate_mcc": 0.9296001447381014, |
| "gate_f1": 0.9452988564024561, |
| "exist_mcc": 0.9564583722323727, |
| "exist_auroc": 0.9987238645553589, |
| "exist_f1": 0.9655624542053912, |
| "exist_P": 0.9580622943292263, |
| "exist_R": 0.9731809701492538, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999981670089029 |
| }, |
| "lr": 7.825539533890791e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 70, |
| "train": { |
| "gate_loss": 0.020723809502449297, |
| "exist_loss": 0.009121730770703993, |
| "type_loss": 4.081050162860278e-06, |
| "loss": 0.029849621323316148, |
| "gate_mcc": 0.9717336907549969, |
| "gate_f1": 0.9904285168168147, |
| "exist_mcc": 0.9574709043487347, |
| "exist_auroc": 0.9988887310028076, |
| "exist_f1": 0.9663450335503446, |
| "exist_P": 0.9606754852923101, |
| "exist_R": 0.9720818982013012, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999977811104577 |
| }, |
| "val": { |
| "gate_loss": 0.07068566430943123, |
| "exist_loss": 0.01007919646662298, |
| "type_loss": 2.597260910203008e-06, |
| "loss": 0.0807674580369644, |
| "gate_mcc": 0.9305240880962574, |
| "gate_f1": 0.9459992116673236, |
| "exist_mcc": 0.9567384992272056, |
| "exist_auroc": 0.9987230896949768, |
| "exist_f1": 0.9657829839704068, |
| "exist_P": 0.9575183374083129, |
| "exist_R": 0.9741915422885572, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999998679060248 |
| }, |
| "lr": 7.757393382706025e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 71, |
| "train": { |
| "gate_loss": 0.0215405909204302, |
| "exist_loss": 0.00908714379321292, |
| "type_loss": 4.85141266851636e-06, |
| "loss": 0.030632586126311638, |
| "gate_mcc": 0.9703863409368461, |
| "gate_f1": 0.9899639973737563, |
| "exist_mcc": 0.957454746114866, |
| "exist_auroc": 0.9989010691642761, |
| "exist_f1": 0.9663317921494758, |
| "exist_P": 0.960901729292012, |
| "exist_R": 0.9718235744355147, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999973168648663 |
| }, |
| "val": { |
| "gate_loss": 0.0683938963938811, |
| "exist_loss": 0.010004107120221824, |
| "type_loss": 2.255233063228057e-06, |
| "loss": 0.07840025874716615, |
| "gate_mcc": 0.9307788386845054, |
| "gate_f1": 0.9462341325811001, |
| "exist_mcc": 0.9574279698740493, |
| "exist_auroc": 0.9987380504608154, |
| "exist_f1": 0.9663285378177189, |
| "exist_P": 0.9589680777769272, |
| "exist_R": 0.9738028606965174, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999987776970389 |
| }, |
| "lr": 7.68850705720358e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 72, |
| "train": { |
| "gate_loss": 0.021607346033175292, |
| "exist_loss": 0.008957020563732692, |
| "type_loss": 5.87696655385575e-06, |
| "loss": 0.03057024356346184, |
| "gate_mcc": 0.9703793443995367, |
| "gate_f1": 0.9899549705576723, |
| "exist_mcc": 0.9582475832250241, |
| "exist_auroc": 0.9989274740219116, |
| "exist_f1": 0.9669592840227119, |
| "exist_P": 0.9612635440500727, |
| "exist_R": 0.9727229238423268, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999996616773755 |
| }, |
| "val": { |
| "gate_loss": 0.06914548690468116, |
| "exist_loss": 0.009996871748716836, |
| "type_loss": 1.1144050492923313e-05, |
| "loss": 0.07915350270389092, |
| "gate_mcc": 0.9313597830120771, |
| "gate_f1": 0.9466508929074418, |
| "exist_mcc": 0.9567075341637648, |
| "exist_auroc": 0.9987417459487915, |
| "exist_f1": 0.9657592349811059, |
| "exist_P": 0.9581484315225708, |
| "exist_R": 0.9734919154228856, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999952644888145 |
| }, |
| "lr": 7.618899390217026e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 73, |
| "train": { |
| "gate_loss": 0.020415523486486824, |
| "exist_loss": 0.00892334691463404, |
| "type_loss": 5.60996885431019e-06, |
| "loss": 0.029344480369975175, |
| "gate_mcc": 0.9717973580000168, |
| "gate_f1": 0.9904502243187491, |
| "exist_mcc": 0.9581505015333578, |
| "exist_auroc": 0.9989374876022339, |
| "exist_f1": 0.9668826938895837, |
| "exist_P": 0.9610654769219136, |
| "exist_R": 0.9727707615767317, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999971450356018 |
| }, |
| "val": { |
| "gate_loss": 0.07283448421596915, |
| "exist_loss": 0.009972233337403722, |
| "type_loss": 1.0286360198295632e-05, |
| "loss": 0.08281700391357118, |
| "gate_mcc": 0.9295092110203859, |
| "gate_f1": 0.9451846854444257, |
| "exist_mcc": 0.9570508944670927, |
| "exist_auroc": 0.9987568855285645, |
| "exist_f1": 0.9660304607673029, |
| "exist_P": 0.958381149108714, |
| "exist_R": 0.9738028606965174, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999956197628928 |
| }, |
| "lr": 7.548589411787487e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 74, |
| "train": { |
| "gate_loss": 0.019856671032525128, |
| "exist_loss": 0.009136073496992449, |
| "type_loss": 0.0028488812943161823, |
| "loss": 0.03184162582383376, |
| "gate_mcc": 0.9729290803316608, |
| "gate_f1": 0.9908328344645034, |
| "exist_mcc": 0.9575144108106892, |
| "exist_auroc": 0.9988875985145569, |
| "exist_f1": 0.9663792406435933, |
| "exist_P": 0.9608178783207392, |
| "exist_R": 0.9720053578262533, |
| "type_acc": 0.9999617298124761, |
| "type_trueprob": 0.9999438097866568 |
| }, |
| "val": { |
| "gate_loss": 0.07326803544901132, |
| "exist_loss": 0.010059855802923115, |
| "type_loss": 1.614479384290438e-05, |
| "loss": 0.08334403604577734, |
| "gate_mcc": 0.927891530717556, |
| "gate_f1": 0.943911066195048, |
| "exist_mcc": 0.9568500338253701, |
| "exist_auroc": 0.9987311363220215, |
| "exist_f1": 0.9658705701078583, |
| "exist_P": 0.9573152107513745, |
| "exist_R": 0.9745802238805971, |
| "type_acc": 1.0, |
| "type_trueprob": 0.99999357737712 |
| }, |
| "lr": 7.477596343961025e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 75, |
| "train": { |
| "gate_loss": 0.019226687727734296, |
| "exist_loss": 0.008833434186357807, |
| "type_loss": 3.742355625422405e-06, |
| "loss": 0.028063864269717523, |
| "gate_mcc": 0.9732527198929959, |
| "gate_f1": 0.9909505851474225, |
| "exist_mcc": 0.9586664637134841, |
| "exist_auroc": 0.9989603161811829, |
| "exist_f1": 0.9672902308281368, |
| "exist_P": 0.961786933779783, |
| "exist_R": 0.9728568694986606, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999982867439816 |
| }, |
| "val": { |
| "gate_loss": 0.0755196901642541, |
| "exist_loss": 0.009980472137839367, |
| "type_loss": 2.8312026452483517e-05, |
| "loss": 0.08552847432854595, |
| "gate_mcc": 0.9280495722979816, |
| "gate_f1": 0.9440296412732273, |
| "exist_mcc": 0.9568119634256194, |
| "exist_auroc": 0.9987486600875854, |
| "exist_f1": 0.9658416223301719, |
| "exist_P": 0.9580847483555147, |
| "exist_R": 0.9737251243781094, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999887188757534 |
| }, |
| "lr": 7.405939595533525e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 76, |
| "train": { |
| "gate_loss": 0.019461934469680836, |
| "exist_loss": 0.008705485179139924, |
| "type_loss": 4.6268676439112365e-06, |
| "loss": 0.028172046516464672, |
| "gate_mcc": 0.9733508355761643, |
| "gate_f1": 0.9909778665647379, |
| "exist_mcc": 0.958801898678477, |
| "exist_auroc": 0.9989913105964661, |
| "exist_f1": 0.9673969409357978, |
| "exist_P": 0.9621102436716348, |
| "exist_R": 0.9727420589360888, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999997802059905 |
| }, |
| "val": { |
| "gate_loss": 0.07481612955251078, |
| "exist_loss": 0.009854802663984205, |
| "type_loss": 7.546025751564276e-05, |
| "loss": 0.08474639247401064, |
| "gate_mcc": 0.9287324948504964, |
| "gate_f1": 0.944581834532374, |
| "exist_mcc": 0.9578656914031065, |
| "exist_auroc": 0.9987798929214478, |
| "exist_f1": 0.9666743809303403, |
| "exist_P": 0.9593477262287552, |
| "exist_R": 0.9741138059701493, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999745891091243 |
| }, |
| "lr": 7.333638756744515e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 77, |
| "train": { |
| "gate_loss": 0.018854507018285026, |
| "exist_loss": 0.008900644620043823, |
| "type_loss": 0.001203986296770529, |
| "loss": 0.028959137935099376, |
| "gate_mcc": 0.9736559259069428, |
| "gate_f1": 0.991088038070517, |
| "exist_mcc": 0.9582467867481216, |
| "exist_auroc": 0.9989384412765503, |
| "exist_f1": 0.966958110152318, |
| "exist_P": 0.9615697553406877, |
| "exist_R": 0.9724071947952545, |
| "type_acc": 0.9998947569843092, |
| "type_trueprob": 0.9998764290647219 |
| }, |
| "val": { |
| "gate_loss": 0.07447335831948114, |
| "exist_loss": 0.009948941980299459, |
| "type_loss": 0.00021159225973474405, |
| "loss": 0.08463389255951534, |
| "gate_mcc": 0.9287810587383536, |
| "gate_f1": 0.9445910290237467, |
| "exist_mcc": 0.9571827574087559, |
| "exist_auroc": 0.9987703561782837, |
| "exist_f1": 0.9661336929300712, |
| "exist_P": 0.9577572377969598, |
| "exist_R": 0.974657960199005, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999460562025729 |
| }, |
| "lr": 7.260713593921403e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 78, |
| "train": { |
| "gate_loss": 0.018774961036210173, |
| "exist_loss": 0.008944546809128123, |
| "type_loss": 0.0007014838176244587, |
| "loss": 0.028420991662962754, |
| "gate_mcc": 0.9742703034217292, |
| "gate_f1": 0.9912979531805368, |
| "exist_mcc": 0.9582203379585422, |
| "exist_auroc": 0.9989252090454102, |
| "exist_f1": 0.9669367616201892, |
| "exist_P": 0.9617521509091081, |
| "exist_R": 0.9721775736701109, |
| "type_acc": 0.9999330271718332, |
| "type_trueprob": 0.9999120920314855 |
| }, |
| "val": { |
| "gate_loss": 0.07318337423545072, |
| "exist_loss": 0.009914204073054775, |
| "type_loss": 0.0005875579617223817, |
| "loss": 0.08368513627022789, |
| "gate_mcc": 0.9288904052507634, |
| "gate_f1": 0.944700460829493, |
| "exist_mcc": 0.9572599932181566, |
| "exist_auroc": 0.9987701177597046, |
| "exist_f1": 0.9661958786756195, |
| "exist_P": 0.9593103448275863, |
| "exist_R": 0.9731809701492538, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999256444288723 |
| }, |
| "lr": 7.187184044075549e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 79, |
| "train": { |
| "gate_loss": 0.01853495903084264, |
| "exist_loss": 0.008533452596620222, |
| "type_loss": 3.259333589612219e-06, |
| "loss": 0.027071670961052476, |
| "gate_mcc": 0.9744506963527007, |
| "gate_f1": 0.9913643965169252, |
| "exist_mcc": 0.9601503293658958, |
| "exist_auroc": 0.9990249872207642, |
| "exist_f1": 0.9684639054154957, |
| "exist_P": 0.9628452816628368, |
| "exist_R": 0.9741484883275928, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999998600620718 |
| }, |
| "val": { |
| "gate_loss": 0.07297889995567886, |
| "exist_loss": 0.009899877000349982, |
| "type_loss": 0.0007532195534097044, |
| "loss": 0.08363199650943855, |
| "gate_mcc": 0.9287427372638308, |
| "gate_f1": 0.9446037905629604, |
| "exist_mcc": 0.9583530533296388, |
| "exist_auroc": 0.9987813234329224, |
| "exist_f1": 0.9670592778528674, |
| "exist_P": 0.960862558514312, |
| "exist_R": 0.9733364427860697, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999235366188471 |
| }, |
| "lr": 7.113070209451697e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 80, |
| "train": { |
| "gate_loss": 0.01768131191738053, |
| "exist_loss": 0.00842318429621454, |
| "type_loss": 2.42655577843521e-06, |
| "loss": 0.026106922769373504, |
| "gate_mcc": 0.9760322759972045, |
| "gate_f1": 0.9919081142231285, |
| "exist_mcc": 0.9605972046750126, |
| "exist_auroc": 0.9990505576133728, |
| "exist_f1": 0.9688171838435341, |
| "exist_P": 0.9633006696681926, |
| "exist_R": 0.9743972445464982, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999986963896198 |
| }, |
| "val": { |
| "gate_loss": 0.07447247866256079, |
| "exist_loss": 0.009858144827307413, |
| "type_loss": 0.0004977293192639875, |
| "loss": 0.0848283528091322, |
| "gate_mcc": 0.9287112430053295, |
| "gate_f1": 0.9445536767597326, |
| "exist_mcc": 0.9586780805693542, |
| "exist_auroc": 0.998794436454773, |
| "exist_f1": 0.9673157162726007, |
| "exist_P": 0.9615207373271889, |
| "exist_R": 0.9731809701492538, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.999927709740934 |
| }, |
| "lr": 7.038392352032209e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 81, |
| "train": { |
| "gate_loss": 0.01698660479994637, |
| "exist_loss": 0.008304489030466185, |
| "type_loss": 2.402847715782157e-06, |
| "loss": 0.025293496678128333, |
| "gate_mcc": 0.9762884613812072, |
| "gate_f1": 0.9919946967568074, |
| "exist_mcc": 0.9616364764546581, |
| "exist_auroc": 0.9990798234939575, |
| "exist_f1": 0.9696381229801188, |
| "exist_P": 0.9647751920362951, |
| "exist_R": 0.9745503252965939, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999998703470095 |
| }, |
| "val": { |
| "gate_loss": 0.07665252697766829, |
| "exist_loss": 0.0098217616619424, |
| "type_loss": 0.00021717551487612959, |
| "loss": 0.08669146415448682, |
| "gate_mcc": 0.9288807867452544, |
| "gate_f1": 0.9446784611064308, |
| "exist_mcc": 0.9581293999562583, |
| "exist_auroc": 0.9988067150115967, |
| "exist_f1": 0.9668828161185734, |
| "exist_P": 0.9602115915363385, |
| "exist_R": 0.9736473880597015, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999471198563552 |
| }, |
| "lr": 6.963170887997647e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 82, |
| "train": { |
| "gate_loss": 0.018119887606285603, |
| "exist_loss": 0.008201170796724886, |
| "type_loss": 2.202490923062318e-06, |
| "loss": 0.02632326089393355, |
| "gate_mcc": 0.975450099033368, |
| "gate_f1": 0.9917040859719048, |
| "exist_mcc": 0.9616179098224674, |
| "exist_auroc": 0.9991017580032349, |
| "exist_f1": 0.9696234102505521, |
| "exist_P": 0.9647741911040388, |
| "exist_R": 0.974521622655951, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999988087282936 |
| }, |
| "val": { |
| "gate_loss": 0.07659705640287444, |
| "exist_loss": 0.009843475840295685, |
| "type_loss": 0.00024658092874084355, |
| "loss": 0.08668711317191097, |
| "gate_mcc": 0.9279940641765005, |
| "gate_f1": 0.9439829366861249, |
| "exist_mcc": 0.9588952172932419, |
| "exist_auroc": 0.9988079071044922, |
| "exist_f1": 0.9674878368986023, |
| "exist_P": 0.961178456344944, |
| "exist_R": 0.9738805970149254, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999434778383419 |
| }, |
| "lr": 6.887426382145201e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 83, |
| "train": { |
| "gate_loss": 0.01715499575600463, |
| "exist_loss": 0.008165961535930707, |
| "type_loss": 3.7829910860436574e-06, |
| "loss": 0.02532474028302138, |
| "gate_mcc": 0.9756614559187718, |
| "gate_f1": 0.9917765173082329, |
| "exist_mcc": 0.961784048887064, |
| "exist_auroc": 0.9991112947463989, |
| "exist_f1": 0.9697555034326575, |
| "exist_P": 0.9644922255765754, |
| "exist_R": 0.9750765403750479, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999997765051648 |
| }, |
| "val": { |
| "gate_loss": 0.07491060349597099, |
| "exist_loss": 0.009836337952402274, |
| "type_loss": 0.00012162204814529782, |
| "loss": 0.08486856349651856, |
| "gate_mcc": 0.9285860831591336, |
| "gate_f1": 0.9444694244604317, |
| "exist_mcc": 0.9582057957083214, |
| "exist_auroc": 0.9988177418708801, |
| "exist_f1": 0.9669431051108969, |
| "exist_P": 0.959650868999311, |
| "exist_R": 0.9743470149253731, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999633448485711 |
| }, |
| "lr": 6.811179542266465e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 84, |
| "train": { |
| "gate_loss": 0.01697125643070829, |
| "exist_loss": 0.008097413595799609, |
| "type_loss": 2.726435350553763e-06, |
| "loss": 0.02507139646185845, |
| "gate_mcc": 0.976328616123909, |
| "gate_f1": 0.9920094531987405, |
| "exist_mcc": 0.9617301926052017, |
| "exist_auroc": 0.9991204738616943, |
| "exist_f1": 0.9697131141692392, |
| "exist_P": 0.9642867279074387, |
| "exist_R": 0.9752009184845005, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999982504656705 |
| }, |
| "val": { |
| "gate_loss": 0.0773295085129909, |
| "exist_loss": 0.009858166567640825, |
| "type_loss": 0.00020705393703511347, |
| "loss": 0.08739472901766684, |
| "gate_mcc": 0.9269464330060188, |
| "gate_f1": 0.9431843700875814, |
| "exist_mcc": 0.9590371369883839, |
| "exist_auroc": 0.99881911277771, |
| "exist_f1": 0.9675999227650126, |
| "exist_P": 0.9613997390837234, |
| "exist_R": 0.9738805970149254, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999484680037001 |
| }, |
| "lr": 6.73445121348614e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 85, |
| "train": { |
| "gate_loss": 0.016002403266633082, |
| "exist_loss": 0.00802627804549142, |
| "type_loss": 2.3498400222467374e-06, |
| "loss": 0.02403103115214675, |
| "gate_mcc": 0.9782457308077539, |
| "gate_f1": 0.9926592947448042, |
| "exist_mcc": 0.9621371788232491, |
| "exist_auroc": 0.9991430640220642, |
| "exist_f1": 0.9700339409056938, |
| "exist_P": 0.965296397002397, |
| "exist_R": 0.9748182166092614, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999998521056615 |
| }, |
| "val": { |
| "gate_loss": 0.07847057601740239, |
| "exist_loss": 0.009798170723931975, |
| "type_loss": 0.00018524914472916676, |
| "loss": 0.08845399588606354, |
| "gate_mcc": 0.9291157540676809, |
| "gate_f1": 0.9448721550997471, |
| "exist_mcc": 0.95985939095967, |
| "exist_auroc": 0.9988306164741516, |
| "exist_f1": 0.9682496817252421, |
| "exist_P": 0.9610936662326721, |
| "exist_R": 0.9755130597014925, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999516542574659 |
| }, |
| "lr": 6.657262372563192e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 86, |
| "train": { |
| "gate_loss": 0.016727585983939922, |
| "exist_loss": 0.007976579177119974, |
| "type_loss": 3.3734951576681575e-06, |
| "loss": 0.024707538656217564, |
| "gate_mcc": 0.9770080618834499, |
| "gate_f1": 0.9922408017117786, |
| "exist_mcc": 0.9625788748208268, |
| "exist_auroc": 0.9991468787193298, |
| "exist_f1": 0.9703837312786442, |
| "exist_P": 0.9654169941572524, |
| "exist_R": 0.9754018369690012, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999982417063197 |
| }, |
| "val": { |
| "gate_loss": 0.07962061415615532, |
| "exist_loss": 0.009877897059300525, |
| "type_loss": 0.0001382538128251789, |
| "loss": 0.08963676502828101, |
| "gate_mcc": 0.9289859551447247, |
| "gate_f1": 0.944734332042866, |
| "exist_mcc": 0.9594723044735805, |
| "exist_auroc": 0.9988197088241577, |
| "exist_f1": 0.9679437664143364, |
| "exist_P": 0.9618513969910961, |
| "exist_R": 0.9741138059701493, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999598607198515 |
| }, |
| "lr": 6.579634122155998e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 87, |
| "train": { |
| "gate_loss": 0.016965191895709494, |
| "exist_loss": 0.007923420764600524, |
| "type_loss": 4.3200279556428065e-06, |
| "loss": 0.024892932688265663, |
| "gate_mcc": 0.9768156555922501, |
| "gate_f1": 0.992175905246322, |
| "exist_mcc": 0.9627047063627301, |
| "exist_auroc": 0.9991629123687744, |
| "exist_f1": 0.9704826561800748, |
| "exist_P": 0.9658567556810643, |
| "exist_R": 0.9751530807500957, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999976167266413 |
| }, |
| "val": { |
| "gate_loss": 0.07808727599692654, |
| "exist_loss": 0.00980125064022808, |
| "type_loss": 4.73691412948169e-05, |
| "loss": 0.08793589577844943, |
| "gate_mcc": 0.9282866261489564, |
| "gate_f1": 0.944207453973956, |
| "exist_mcc": 0.9588037669993126, |
| "exist_auroc": 0.9988250732421875, |
| "exist_f1": 0.9674156435796464, |
| "exist_P": 0.9609602699800583, |
| "exist_R": 0.9739583333333334, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999828800670246 |
| }, |
| "lr": 6.50158768505311e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 88, |
| "train": { |
| "gate_loss": 0.015489391928827468, |
| "exist_loss": 0.007746049846633023, |
| "type_loss": 2.0140857945794115e-06, |
| "loss": 0.023237455861255068, |
| "gate_mcc": 0.9787711090946469, |
| "gate_f1": 0.9928406799193317, |
| "exist_mcc": 0.9636175670980371, |
| "exist_auroc": 0.9991994500160217, |
| "exist_f1": 0.971204350538341, |
| "exist_P": 0.9667984489509561, |
| "exist_R": 0.9756505931879066, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999987917205542 |
| }, |
| "val": { |
| "gate_loss": 0.07929913746526698, |
| "exist_loss": 0.009884771638762606, |
| "type_loss": 5.184440284915691e-05, |
| "loss": 0.08923575350687875, |
| "gate_mcc": 0.9262794595932733, |
| "gate_f1": 0.942640874684609, |
| "exist_mcc": 0.9587727773615277, |
| "exist_auroc": 0.9988261461257935, |
| "exist_f1": 0.967390464415424, |
| "exist_P": 0.9616684590566907, |
| "exist_R": 0.9731809701492538, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999815331985108 |
| }, |
| "lr": 6.42314439837114e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 89, |
| "train": { |
| "gate_loss": 0.015310417789711872, |
| "exist_loss": 0.0077521172836701865, |
| "type_loss": 2.007078052566286e-06, |
| "loss": 0.023064542151434626, |
| "gate_mcc": 0.9789174898303015, |
| "gate_f1": 0.9928915584555884, |
| "exist_mcc": 0.9638127277364793, |
| "exist_auroc": 0.9991977214813232, |
| "exist_f1": 0.9713592001904308, |
| "exist_P": 0.9667108878991756, |
| "exist_R": 0.9760524301569078, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999988783651323 |
| }, |
| "val": { |
| "gate_loss": 0.07767829055117546, |
| "exist_loss": 0.00976536603378755, |
| "type_loss": 4.532295818375526e-05, |
| "loss": 0.08748897954314677, |
| "gate_mcc": 0.9271282252625518, |
| "gate_f1": 0.9433157481198788, |
| "exist_mcc": 0.9602038045208197, |
| "exist_auroc": 0.9988420009613037, |
| "exist_f1": 0.9685218801900274, |
| "exist_P": 0.9624625777231903, |
| "exist_R": 0.974657960199005, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999835538256228 |
| }, |
| "lr": 6.344325707721415e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 90, |
| "train": { |
| "gate_loss": 0.014975562249595566, |
| "exist_loss": 0.007593448099133063, |
| "type_loss": 5.595806301180298e-06, |
| "loss": 0.02257460615502981, |
| "gate_mcc": 0.9797299844674995, |
| "gate_f1": 0.9931754373335253, |
| "exist_mcc": 0.9644593607391712, |
| "exist_auroc": 0.9992298483848572, |
| "exist_f1": 0.9718710733731867, |
| "exist_P": 0.9669741627519322, |
| "exist_R": 0.9768178339073862, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999960768327738 |
| }, |
| "val": { |
| "gate_loss": 0.0786782851551063, |
| "exist_loss": 0.009842068256742017, |
| "type_loss": 0.00044982963010570736, |
| "loss": 0.08897018304195402, |
| "gate_mcc": 0.9260234595136935, |
| "gate_f1": 0.9424359621097472, |
| "exist_mcc": 0.9600863129109705, |
| "exist_auroc": 0.9988463521003723, |
| "exist_f1": 0.9684291779235816, |
| "exist_P": 0.9616740763452399, |
| "exist_R": 0.9752798507462687, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999294944885951 |
| }, |
| "lr": 6.265153161346964e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 91, |
| "train": { |
| "gate_loss": 0.015252282172775323, |
| "exist_loss": 0.007673746880624327, |
| "type_loss": 4.538878113645266e-06, |
| "loss": 0.022930567931513296, |
| "gate_mcc": 0.9792072818252414, |
| "gate_f1": 0.9929936993699371, |
| "exist_mcc": 0.9638878709659914, |
| "exist_auroc": 0.9992154836654663, |
| "exist_f1": 0.971418778681189, |
| "exist_P": 0.966688141888051, |
| "exist_R": 0.9761959433601225, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999978957119637 |
| }, |
| "val": { |
| "gate_loss": 0.0801006568705106, |
| "exist_loss": 0.009799424034711563, |
| "type_loss": 4.95743827269798e-05, |
| "loss": 0.08994965528794915, |
| "gate_mcc": 0.9260542724843421, |
| "gate_f1": 0.9424347631313698, |
| "exist_mcc": 0.9599980018374814, |
| "exist_auroc": 0.9988507032394409, |
| "exist_f1": 0.96835931470906, |
| "exist_P": 0.9613852283174993, |
| "exist_R": 0.9754353233830846, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999821897206912 |
| }, |
| "lr": 6.185648404231429e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 92, |
| "train": { |
| "gate_loss": 0.014894322629396883, |
| "exist_loss": 0.007624092545229353, |
| "type_loss": 3.10156502294816e-06, |
| "loss": 0.022521516739649184, |
| "gate_mcc": 0.9799151143740855, |
| "gate_f1": 0.9932312743926148, |
| "exist_mcc": 0.9641194967669194, |
| "exist_auroc": 0.9992226362228394, |
| "exist_f1": 0.9716018643268951, |
| "exist_P": 0.9669569502222138, |
| "exist_R": 0.9762916188289322, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999986228840678 |
| }, |
| "val": { |
| "gate_loss": 0.08228143063079746, |
| "exist_loss": 0.009766297946744891, |
| "type_loss": 3.104185857618841e-05, |
| "loss": 0.09207877043611853, |
| "gate_mcc": 0.9250939541491867, |
| "gate_f1": 0.9416834564584732, |
| "exist_mcc": 0.9593947309306122, |
| "exist_auroc": 0.9988569021224976, |
| "exist_f1": 0.9678815753874696, |
| "exist_P": 0.9624875086478591, |
| "exist_R": 0.9733364427860697, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999882859451261 |
| }, |
| "lr": 6.105833172181557e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 93, |
| "train": { |
| "gate_loss": 0.01470760949698014, |
| "exist_loss": 0.007553506605726173, |
| "type_loss": 6.329141450218571e-05, |
| "loss": 0.0223244075172085, |
| "gate_mcc": 0.9796878412134709, |
| "gate_f1": 0.9931609410545109, |
| "exist_mcc": 0.9645529410411174, |
| "exist_auroc": 0.9992374777793884, |
| "exist_f1": 0.9719444603165533, |
| "exist_P": 0.9674667273347742, |
| "exist_R": 0.9764638346727899, |
| "type_acc": 0.999980864906238, |
| "type_trueprob": 0.9999796929051034 |
| }, |
| "val": { |
| "gate_loss": 0.08251931792658601, |
| "exist_loss": 0.009907010809619227, |
| "type_loss": 2.02815022599942e-05, |
| "loss": 0.09244661023846523, |
| "gate_mcc": 0.9253363596143931, |
| "gate_f1": 0.9418812989921612, |
| "exist_mcc": 0.9593838072834749, |
| "exist_auroc": 0.9988317489624023, |
| "exist_f1": 0.9678739671017067, |
| "exist_P": 0.9615620684363971, |
| "exist_R": 0.9742692786069652, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999921135048369 |
| }, |
| "lr": 6.0257292858848353e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 94, |
| "train": { |
| "gate_loss": 0.014045672680790388, |
| "exist_loss": 0.007511431092035679, |
| "type_loss": 7.337224789776105e-06, |
| "loss": 0.021564440997615845, |
| "gate_mcc": 0.9807374413358477, |
| "gate_f1": 0.9935138325978504, |
| "exist_mcc": 0.9644412861016434, |
| "exist_auroc": 0.9992454648017883, |
| "exist_f1": 0.9718562674678258, |
| "exist_P": 0.9673013676558397, |
| "exist_R": 0.9764542671259089, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999966739285189 |
| }, |
| "val": { |
| "gate_loss": 0.08294947375372952, |
| "exist_loss": 0.009849843471835075, |
| "type_loss": 1.5672839620369726e-05, |
| "loss": 0.09281499006518495, |
| "gate_mcc": 0.9254900749111853, |
| "gate_f1": 0.9419795221843003, |
| "exist_mcc": 0.9602362386717908, |
| "exist_auroc": 0.9988497495651245, |
| "exist_f1": 0.9685471406491498, |
| "exist_P": 0.9628918254456054, |
| "exist_R": 0.9742692786069652, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999937847701471 |
| }, |
| "lr": 5.945358644943952e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 95, |
| "train": { |
| "gate_loss": 0.013503463628542847, |
| "exist_loss": 0.007399040352248449, |
| "type_loss": 4.5629194517041625e-06, |
| "loss": 0.020907066900243, |
| "gate_mcc": 0.9815874139878562, |
| "gate_f1": 0.9938027682408068, |
| "exist_mcc": 0.9651185284654573, |
| "exist_auroc": 0.9992683529853821, |
| "exist_f1": 0.9723921561159539, |
| "exist_P": 0.9677434638819661, |
| "exist_R": 0.9770857252200535, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999970127694049 |
| }, |
| "val": { |
| "gate_loss": 0.08526400850203451, |
| "exist_loss": 0.009885004122906606, |
| "type_loss": 6.273805027918531e-05, |
| "loss": 0.09521175067522031, |
| "gate_mcc": 0.9263907579045657, |
| "gate_f1": 0.9426637579012138, |
| "exist_mcc": 0.9605121176514236, |
| "exist_auroc": 0.9988542795181274, |
| "exist_f1": 0.9687656847225976, |
| "exist_P": 0.9623379611873898, |
| "exist_R": 0.9752798507462687, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999781802333706 |
| }, |
| "lr": 5.864743221889641e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 96, |
| "train": { |
| "gate_loss": 0.01362672074055341, |
| "exist_loss": 0.007423552922570012, |
| "type_loss": 3.7253116238573905e-05, |
| "loss": 0.021087526779361997, |
| "gate_mcc": 0.9812020800630504, |
| "gate_f1": 0.9936731183105284, |
| "exist_mcc": 0.9644995637557108, |
| "exist_auroc": 0.9992625117301941, |
| "exist_f1": 0.9719022745777722, |
| "exist_P": 0.9674019166421794, |
| "exist_R": 0.9764446995790279, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999800538633502 |
| }, |
| "val": { |
| "gate_loss": 0.08377675544135203, |
| "exist_loss": 0.009897957377998376, |
| "type_loss": 0.0004066214742474205, |
| "loss": 0.09408133429359783, |
| "gate_mcc": 0.9277772059829674, |
| "gate_f1": 0.9437811781850793, |
| "exist_mcc": 0.9601799654631576, |
| "exist_auroc": 0.9988555908203125, |
| "exist_f1": 0.9685024154589371, |
| "exist_P": 0.9630312812235801, |
| "exist_R": 0.9740360696517413, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999315379307935 |
| }, |
| "lr": 5.7839050561736255e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 97, |
| "train": { |
| "gate_loss": 0.013523469552941278, |
| "exist_loss": 0.007255805934455712, |
| "type_loss": 1.1963729466917839e-06, |
| "loss": 0.020780471860343683, |
| "gate_mcc": 0.9808472050941633, |
| "gate_f1": 0.9935495018142025, |
| "exist_mcc": 0.9657709943781108, |
| "exist_auroc": 0.9992952942848206, |
| "exist_f1": 0.9729083854997264, |
| "exist_P": 0.9681841868397366, |
| "exist_R": 0.9776789131266743, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999999377648127 |
| }, |
| "val": { |
| "gate_loss": 0.08337862601643546, |
| "exist_loss": 0.00984720664707091, |
| "type_loss": 0.0004222772275727981, |
| "loss": 0.09364810989107916, |
| "gate_mcc": 0.9285945449845471, |
| "gate_f1": 0.9444226347372553, |
| "exist_mcc": 0.9608644342260815, |
| "exist_auroc": 0.9988702535629272, |
| "exist_f1": 0.9690434782608696, |
| "exist_P": 0.9635692875259396, |
| "exist_R": 0.9745802238805971, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999308039559357 |
| }, |
| "lr": 5.7028662481432495e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 98, |
| "train": { |
| "gate_loss": 0.013744126717441804, |
| "exist_loss": 0.007271890969647711, |
| "type_loss": 1.746988433515301e-06, |
| "loss": 0.02101776467552303, |
| "gate_mcc": 0.9812878644729178, |
| "gate_f1": 0.9937019095810151, |
| "exist_mcc": 0.9658879920258241, |
| "exist_auroc": 0.999291181564331, |
| "exist_f1": 0.97300026194842, |
| "exist_P": 0.9687325145810612, |
| "exist_R": 0.9773057787983161, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999991104149335 |
| }, |
| "val": { |
| "gate_loss": 0.08386320449249389, |
| "exist_loss": 0.009896175774111381, |
| "type_loss": 0.00011021721925039562, |
| "loss": 0.09386959748585566, |
| "gate_mcc": 0.9270097366085734, |
| "gate_f1": 0.9431659107452824, |
| "exist_mcc": 0.9601682563747859, |
| "exist_auroc": 0.9988610148429871, |
| "exist_f1": 0.9684926740634785, |
| "exist_P": 0.9633161578097362, |
| "exist_R": 0.9737251243781094, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999659150023366 |
| }, |
| "lr": 5.6216489529994596e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 99, |
| "train": { |
| "gate_loss": 0.013192071838193934, |
| "exist_loss": 0.0071389915997195266, |
| "type_loss": 3.7595279028030787e-06, |
| "loss": 0.020334822965816263, |
| "gate_mcc": 0.981389213493287, |
| "gate_f1": 0.9937386648242509, |
| "exist_mcc": 0.9664780438169733, |
| "exist_auroc": 0.9993213415145874, |
| "exist_f1": 0.9734675902782737, |
| "exist_P": 0.9688320303245677, |
| "exist_R": 0.9781477229238423, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999998439375669 |
| }, |
| "val": { |
| "gate_loss": 0.0842444623745577, |
| "exist_loss": 0.009894823683035443, |
| "type_loss": 0.0001398383913272564, |
| "loss": 0.09427912444892039, |
| "gate_mcc": 0.9270166173836211, |
| "gate_f1": 0.9431512981199641, |
| "exist_mcc": 0.9607309665659367, |
| "exist_auroc": 0.9988648891448975, |
| "exist_f1": 0.9689383402874363, |
| "exist_P": 0.9631336405529954, |
| "exist_R": 0.9748134328358209, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999596658927291 |
| }, |
| "lr": 5.5402753747397975e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 100, |
| "train": { |
| "gate_loss": 0.012585540074422166, |
| "exist_loss": 0.007113281774918624, |
| "type_loss": 3.743240717699529e-06, |
| "loss": 0.01970256509005849, |
| "gate_mcc": 0.9823852007783302, |
| "gate_f1": 0.9940784976796057, |
| "exist_mcc": 0.966586467810957, |
| "exist_auroc": 0.9993237257003784, |
| "exist_f1": 0.9735531365770502, |
| "exist_P": 0.9690954249853061, |
| "exist_R": 0.9780520474550325, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999983173287148 |
| }, |
| "val": { |
| "gate_loss": 0.08480936409460772, |
| "exist_loss": 0.009863325917803123, |
| "type_loss": 7.695034835932647e-05, |
| "loss": 0.09474964036077016, |
| "gate_mcc": 0.9262867245053485, |
| "gate_f1": 0.942591763652641, |
| "exist_mcc": 0.9605443880768476, |
| "exist_auroc": 0.9988697171211243, |
| "exist_f1": 0.9687910390112012, |
| "exist_P": 0.9627667741440197, |
| "exist_R": 0.9748911691542289, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999742515904096 |
| }, |
| "lr": 5.458767760088053e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 101, |
| "train": { |
| "gate_loss": 0.013108455420715365, |
| "exist_loss": 0.007086435656446436, |
| "type_loss": 2.508759624298326e-06, |
| "loss": 0.0201973998367861, |
| "gate_mcc": 0.9818604063892192, |
| "gate_f1": 0.9938970852824757, |
| "exist_mcc": 0.9664235072707992, |
| "exist_auroc": 0.999330461025238, |
| "exist_f1": 0.9734235886491714, |
| "exist_P": 0.9693462235420244, |
| "exist_R": 0.9775353999234596, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999988123050285 |
| }, |
| "val": { |
| "gate_loss": 0.08764982651432367, |
| "exist_loss": 0.009926218949298347, |
| "type_loss": 8.227886351607563e-05, |
| "loss": 0.09765832432713809, |
| "gate_mcc": 0.9265786816566576, |
| "gate_f1": 0.9428155774395703, |
| "exist_mcc": 0.9613533404853128, |
| "exist_auroc": 0.9988631010055542, |
| "exist_f1": 0.9694299516908212, |
| "exist_P": 0.9639535777419107, |
| "exist_R": 0.9749689054726368, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999727523000679 |
| }, |
| "lr": 5.377148392412219e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 102, |
| "train": { |
| "gate_loss": 0.012057028070587367, |
| "exist_loss": 0.007007949735932428, |
| "type_loss": 2.0363279466591304e-06, |
| "loss": 0.019067014134466456, |
| "gate_mcc": 0.983437390106947, |
| "gate_f1": 0.9944309335021801, |
| "exist_mcc": 0.9668737691177048, |
| "exist_auroc": 0.9993442296981812, |
| "exist_f1": 0.9737793808636652, |
| "exist_P": 0.9699296650308962, |
| "exist_R": 0.9776597780329124, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999989005554877 |
| }, |
| "val": { |
| "gate_loss": 0.08873413417640043, |
| "exist_loss": 0.009899952481873336, |
| "type_loss": 0.00010939030879570093, |
| "loss": 0.09874347696706946, |
| "gate_mcc": 0.9252699625231483, |
| "gate_f1": 0.9417746982565937, |
| "exist_mcc": 0.9608358112727403, |
| "exist_auroc": 0.9988701343536377, |
| "exist_f1": 0.9690195320054148, |
| "exist_P": 0.9642829651297051, |
| "exist_R": 0.9738028606965174, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999661148706479 |
| }, |
| "lr": 5.295439585632458e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 103, |
| "train": { |
| "gate_loss": 0.0125287945818587, |
| "exist_loss": 0.007003001786174884, |
| "type_loss": 2.2781169268180577e-06, |
| "loss": 0.0195340744849604, |
| "gate_mcc": 0.9832118282165118, |
| "gate_f1": 0.9943604425326217, |
| "exist_mcc": 0.9668373458262752, |
| "exist_auroc": 0.999343752861023, |
| "exist_f1": 0.9737505419996093, |
| "exist_P": 0.9699101100131939, |
| "exist_R": 0.9776215078453885, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999988655180845 |
| }, |
| "val": { |
| "gate_loss": 0.08853706466724885, |
| "exist_loss": 0.00988137309671333, |
| "type_loss": 0.0003795209988849701, |
| "loss": 0.09879795876284715, |
| "gate_mcc": 0.9244716873639356, |
| "gate_f1": 0.9411436229618048, |
| "exist_mcc": 0.960458777507303, |
| "exist_auroc": 0.9988788962364197, |
| "exist_f1": 0.9687222114826987, |
| "exist_P": 0.9636181832166757, |
| "exist_R": 0.9738805970149254, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999328578326536 |
| }, |
| "lr": 5.213663678120683e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 104, |
| "train": { |
| "gate_loss": 0.011459504240940763, |
| "exist_loss": 0.006802043722833256, |
| "type_loss": 2.2704374541486996e-06, |
| "loss": 0.018263818401228166, |
| "gate_mcc": 0.9839461840281708, |
| "gate_f1": 0.9946043941813788, |
| "exist_mcc": 0.9679774751029688, |
| "exist_auroc": 0.9993829727172852, |
| "exist_f1": 0.9746530936944747, |
| "exist_P": 0.9705522403635433, |
| "exist_R": 0.978788748564868, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999988710656733 |
| }, |
| "val": { |
| "gate_loss": 0.08980485805702701, |
| "exist_loss": 0.01000154393735162, |
| "type_loss": 0.00013701216010337868, |
| "loss": 0.099943414154482, |
| "gate_mcc": 0.9252288279085645, |
| "gate_f1": 0.9417350985978437, |
| "exist_mcc": 0.9609294269058093, |
| "exist_auroc": 0.9988720417022705, |
| "exist_f1": 0.9690952638491849, |
| "exist_P": 0.963216095837813, |
| "exist_R": 0.9750466417910447, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999602406809283 |
| }, |
| "lr": 5.1318430265934805e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 105, |
| "train": { |
| "gate_loss": 0.01200585366519876, |
| "exist_loss": 0.0068432331699432355, |
| "type_loss": 2.5646951134282803e-06, |
| "loss": 0.018851651530255423, |
| "gate_mcc": 0.9833938574545633, |
| "gate_f1": 0.9944166234962298, |
| "exist_mcc": 0.967808027020444, |
| "exist_auroc": 0.999374508857727, |
| "exist_f1": 0.9745189857136731, |
| "exist_P": 0.9704462007001831, |
| "exist_R": 0.9786261002678913, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999988417218483 |
| }, |
| "val": { |
| "gate_loss": 0.08863357272898777, |
| "exist_loss": 0.010048134318822692, |
| "type_loss": 0.0003257443539014517, |
| "loss": 0.09900745140171191, |
| "gate_mcc": 0.9265865570576636, |
| "gate_f1": 0.9428012300810735, |
| "exist_mcc": 0.962091365089168, |
| "exist_auroc": 0.9988701343536377, |
| "exist_f1": 0.9700112216073985, |
| "exist_P": 0.965713845442638, |
| "exist_R": 0.9743470149253731, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999364062735987 |
| }, |
| "lr": 5.050000000000006e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 106, |
| "train": { |
| "gate_loss": 0.011708160414109986, |
| "exist_loss": 0.006707483885574659, |
| "type_loss": 3.197861550437151e-06, |
| "loss": 0.018418842161235086, |
| "gate_mcc": 0.9843259654203563, |
| "gate_f1": 0.9947347220623776, |
| "exist_mcc": 0.9677903967745001, |
| "exist_auroc": 0.9993992447853088, |
| "exist_f1": 0.9745050589737239, |
| "exist_P": 0.9704185799400402, |
| "exist_R": 0.9786261002678913, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999984230978755 |
| }, |
| "val": { |
| "gate_loss": 0.08823193983922689, |
| "exist_loss": 0.009953793964065927, |
| "type_loss": 0.0001684687426508319, |
| "loss": 0.09835420254594365, |
| "gate_mcc": 0.925003718373528, |
| "gate_f1": 0.9415642458100558, |
| "exist_mcc": 0.9616240684585389, |
| "exist_auroc": 0.9988852739334106, |
| "exist_f1": 0.9696430643102982, |
| "exist_P": 0.9647556752597153, |
| "exist_R": 0.9745802238805971, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999544819196066 |
| }, |
| "lr": 4.968156973406531e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 107, |
| "train": { |
| "gate_loss": 0.011540974298591425, |
| "exist_loss": 0.006714493740700118, |
| "type_loss": 1.934650341483608e-06, |
| "loss": 0.018257402689633027, |
| "gate_mcc": 0.9839244271431306, |
| "gate_f1": 0.9945972389085128, |
| "exist_mcc": 0.9683728144071165, |
| "exist_auroc": 0.9993994235992432, |
| "exist_f1": 0.9749654548053557, |
| "exist_P": 0.971124822021832, |
| "exist_R": 0.9788365862992728, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999998867926906 |
| }, |
| "val": { |
| "gate_loss": 0.08993372042913789, |
| "exist_loss": 0.010004851910943422, |
| "type_loss": 0.00022359611000226902, |
| "loss": 0.10016216845008358, |
| "gate_mcc": 0.9245620778184501, |
| "gate_f1": 0.9411895993750697, |
| "exist_mcc": 0.96161573297418, |
| "exist_auroc": 0.9988769888877869, |
| "exist_f1": 0.9696360190306734, |
| "exist_P": 0.9649703595349911, |
| "exist_R": 0.9743470149253731, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999464070100096 |
| }, |
| "lr": 4.886336321879331e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 108, |
| "train": { |
| "gate_loss": 0.011209006277012257, |
| "exist_loss": 0.00662594184832234, |
| "type_loss": 2.228696840714436e-06, |
| "loss": 0.01783717682217531, |
| "gate_mcc": 0.9847586142554422, |
| "gate_f1": 0.9948781400166892, |
| "exist_mcc": 0.9687736343842681, |
| "exist_auroc": 0.9994128942489624, |
| "exist_f1": 0.9752830611088088, |
| "exist_P": 0.9711336881148201, |
| "exist_R": 0.9794680443934175, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999986666808218 |
| }, |
| "val": { |
| "gate_loss": 0.09049256399205154, |
| "exist_loss": 0.009961736139996489, |
| "type_loss": 0.0004403816599774841, |
| "loss": 0.1008946817920255, |
| "gate_mcc": 0.9256662980190522, |
| "gate_f1": 0.9420702754036087, |
| "exist_mcc": 0.9618812218415959, |
| "exist_auroc": 0.9988998174667358, |
| "exist_f1": 0.9698469151074687, |
| "exist_P": 0.9646262688403568, |
| "exist_R": 0.9751243781094527, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.999929997606657 |
| }, |
| "lr": 4.8045604143675555e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 109, |
| "train": { |
| "gate_loss": 0.011256646555353227, |
| "exist_loss": 0.006498788602091534, |
| "type_loss": 1.4431942106934625e-06, |
| "loss": 0.017756878351655455, |
| "gate_mcc": 0.9848343134584726, |
| "gate_f1": 0.9949082331281285, |
| "exist_mcc": 0.9692687486903833, |
| "exist_auroc": 0.999435305595398, |
| "exist_f1": 0.9756750321443878, |
| "exist_P": 0.9712809329667204, |
| "exist_R": 0.9801090700344431, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999992478637462 |
| }, |
| "val": { |
| "gate_loss": 0.08717794944237514, |
| "exist_loss": 0.010113790999920122, |
| "type_loss": 0.00045439796965832417, |
| "loss": 0.09774613841195358, |
| "gate_mcc": 0.9268038337824233, |
| "gate_f1": 0.9429866278744474, |
| "exist_mcc": 0.9617777926942447, |
| "exist_auroc": 0.9988771080970764, |
| "exist_f1": 0.9697649242189916, |
| "exist_P": 0.9646923076923077, |
| "exist_R": 0.9748911691542289, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.999929446597301 |
| }, |
| "lr": 4.7228516075877924e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 110, |
| "train": { |
| "gate_loss": 0.010745046502371413, |
| "exist_loss": 0.006559007117057848, |
| "type_loss": 3.3746120213765503e-06, |
| "loss": 0.017307428231450636, |
| "gate_mcc": 0.9851648887340236, |
| "gate_f1": 0.9950149981656919, |
| "exist_mcc": 0.9693451039439218, |
| "exist_auroc": 0.9994252920150757, |
| "exist_f1": 0.9757345863156791, |
| "exist_P": 0.9720012152744811, |
| "exist_R": 0.9794967470340604, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999981545507793 |
| }, |
| "val": { |
| "gate_loss": 0.09304711818679538, |
| "exist_loss": 0.01004474072087588, |
| "type_loss": 0.00022072568296449362, |
| "loss": 0.10331258459063576, |
| "gate_mcc": 0.9247889591642529, |
| "gate_f1": 0.9413800803930327, |
| "exist_mcc": 0.9621680152054305, |
| "exist_auroc": 0.9988887906074524, |
| "exist_f1": 0.9700700816974483, |
| "exist_P": 0.9663658103833989, |
| "exist_R": 0.9738028606965174, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999467593001489 |
| }, |
| "lr": 4.641232239911961e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 111, |
| "train": { |
| "gate_loss": 0.011037802845942947, |
| "exist_loss": 0.006461422334416692, |
| "type_loss": 2.1026257456629855e-06, |
| "loss": 0.0175013278061053, |
| "gate_mcc": 0.9850310604823523, |
| "gate_f1": 0.9949724889416335, |
| "exist_mcc": 0.96914924178871, |
| "exist_auroc": 0.9994434714317322, |
| "exist_f1": 0.9755797719508069, |
| "exist_P": 0.9717505007261716, |
| "exist_R": 0.9794393417527746, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999985789413248 |
| }, |
| "val": { |
| "gate_loss": 0.09382112038219079, |
| "exist_loss": 0.009981168875943506, |
| "type_loss": 0.0005812453740850422, |
| "loss": 0.10438353463221935, |
| "gate_mcc": 0.9249244310655629, |
| "gate_f1": 0.9415051120174311, |
| "exist_mcc": 0.9624141026641395, |
| "exist_auroc": 0.9989011883735657, |
| "exist_f1": 0.9702648288678953, |
| "exist_P": 0.9665226781857451, |
| "exist_R": 0.9740360696517413, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999259258087595 |
| }, |
| "lr": 4.559724625260215e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 112, |
| "train": { |
| "gate_loss": 0.01069812615598971, |
| "exist_loss": 0.006478462955204777, |
| "type_loss": 6.779081517405674e-06, |
| "loss": 0.017183368192711893, |
| "gate_mcc": 0.9851793647999542, |
| "gate_f1": 0.9950230865493879, |
| "exist_mcc": 0.9698786085252574, |
| "exist_auroc": 0.9994410872459412, |
| "exist_f1": 0.9761562002459696, |
| "exist_P": 0.9727156998726986, |
| "exist_R": 0.9796211251435132, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999953414122811 |
| }, |
| "val": { |
| "gate_loss": 0.09537723865228505, |
| "exist_loss": 0.010095509213640916, |
| "type_loss": 0.00020684879603771254, |
| "loss": 0.10567959666196368, |
| "gate_mcc": 0.924484550156373, |
| "gate_f1": 0.9411501954215522, |
| "exist_mcc": 0.9622449099156226, |
| "exist_auroc": 0.9988797307014465, |
| "exist_f1": 0.9701330857319715, |
| "exist_P": 0.9656500308071473, |
| "exist_R": 0.974657960199005, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999486281355815 |
| }, |
| "lr": 4.478351047000555e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 113, |
| "train": { |
| "gate_loss": 0.010193063787738885, |
| "exist_loss": 0.00636000500007094, |
| "type_loss": 1.9953665943604288e-06, |
| "loss": 0.016555064154404185, |
| "gate_mcc": 0.9860108822907925, |
| "gate_f1": 0.9953042865463855, |
| "exist_mcc": 0.970170056086542, |
| "exist_auroc": 0.9994600415229797, |
| "exist_f1": 0.9763873335080654, |
| "exist_P": 0.9726560645620698, |
| "exist_R": 0.980147340221967, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999993627572306 |
| }, |
| "val": { |
| "gate_loss": 0.09572814873962199, |
| "exist_loss": 0.01008461545384804, |
| "type_loss": 0.0005077087921537626, |
| "loss": 0.10632047298562379, |
| "gate_mcc": 0.923435629167359, |
| "gate_f1": 0.9403168228469433, |
| "exist_mcc": 0.9626390225225477, |
| "exist_auroc": 0.9988963007926941, |
| "exist_f1": 0.9704448742746614, |
| "exist_P": 0.9658863391344524, |
| "exist_R": 0.9750466417910447, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999276737297945 |
| }, |
| "lr": 4.397133751856764e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 114, |
| "train": { |
| "gate_loss": 0.010238045219309428, |
| "exist_loss": 0.006295290000246392, |
| "type_loss": 4.916841925015674e-06, |
| "loss": 0.016538252061480838, |
| "gate_mcc": 0.9861852038587682, |
| "gate_f1": 0.9953614808741991, |
| "exist_mcc": 0.9705844268551569, |
| "exist_auroc": 0.9994718432426453, |
| "exist_f1": 0.9767151489734841, |
| "exist_P": 0.9730240419309507, |
| "exist_R": 0.9804343666283964, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999981170315602 |
| }, |
| "val": { |
| "gate_loss": 0.09241733183362989, |
| "exist_loss": 0.010072500254264866, |
| "type_loss": 0.0007330686075072388, |
| "loss": 0.103222900695402, |
| "gate_mcc": 0.9265198552163512, |
| "gate_f1": 0.9427485183942749, |
| "exist_mcc": 0.9628769754405313, |
| "exist_auroc": 0.9989022612571716, |
| "exist_f1": 0.9706326175275681, |
| "exist_P": 0.9662583776288421, |
| "exist_R": 0.9750466417910447, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.999923868484758 |
| }, |
| "lr": 4.316094943826386e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 115, |
| "train": { |
| "gate_loss": 0.010244299633878568, |
| "exist_loss": 0.006318720656540035, |
| "type_loss": 1.8674319840384972e-05, |
| "loss": 0.01658169461025899, |
| "gate_mcc": 0.9861968071766544, |
| "gate_f1": 0.9953699709544761, |
| "exist_mcc": 0.9699313747250384, |
| "exist_auroc": 0.999467670917511, |
| "exist_f1": 0.9761988699703678, |
| "exist_P": 0.9721879566545841, |
| "exist_R": 0.9802430156907769, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999912094075334 |
| }, |
| "val": { |
| "gate_loss": 0.0922180148360023, |
| "exist_loss": 0.010045840114653374, |
| "type_loss": 9.560365756040235e-06, |
| "loss": 0.10227341531641171, |
| "gate_mcc": 0.9261072614036986, |
| "gate_f1": 0.9424259362772499, |
| "exist_mcc": 0.9631390098078376, |
| "exist_auroc": 0.9989053606987, |
| "exist_f1": 0.9708407456106427, |
| "exist_P": 0.9659843004463599, |
| "exist_R": 0.9757462686567164, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999962172364417 |
| }, |
| "lr": 4.235256778110372e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 116, |
| "train": { |
| "gate_loss": 0.010071047914799515, |
| "exist_loss": 0.0062263759166174965, |
| "type_loss": 3.226358396130833e-06, |
| "loss": 0.01630065018981314, |
| "gate_mcc": 0.9861831242513459, |
| "gate_f1": 0.9953617477222225, |
| "exist_mcc": 0.9705909823024387, |
| "exist_auroc": 0.9994829893112183, |
| "exist_f1": 0.976720020591628, |
| "exist_P": 0.9732222581074149, |
| "exist_R": 0.9802430156907769, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999987958812458 |
| }, |
| "val": { |
| "gate_loss": 0.091726993648916, |
| "exist_loss": 0.010122417015701915, |
| "type_loss": 6.039150017496415e-06, |
| "loss": 0.10185544981463542, |
| "gate_mcc": 0.9279103972677432, |
| "gate_f1": 0.9438504170632033, |
| "exist_mcc": 0.9628637962592391, |
| "exist_auroc": 0.9988990426063538, |
| "exist_f1": 0.97062125024192, |
| "exist_P": 0.9666178397964691, |
| "exist_R": 0.974657960199005, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999975412898693 |
| }, |
| "lr": 4.154641355056061e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 117, |
| "train": { |
| "gate_loss": 0.009815980654607575, |
| "exist_loss": 0.006190777547119319, |
| "type_loss": 3.938122250726119e-06, |
| "loss": 0.01601069632397762, |
| "gate_mcc": 0.9866701177987576, |
| "gate_f1": 0.9955280110433682, |
| "exist_mcc": 0.9707593847488335, |
| "exist_auroc": 0.9994881749153137, |
| "exist_f1": 0.9768532641854789, |
| "exist_P": 0.9733642374040581, |
| "exist_R": 0.9803673938002296, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999979951305952 |
| }, |
| "val": { |
| "gate_loss": 0.0983979567052229, |
| "exist_loss": 0.01011004764952999, |
| "type_loss": 1.6906052196338906e-05, |
| "loss": 0.10852491040694923, |
| "gate_mcc": 0.9240576143236412, |
| "gate_f1": 0.9407828705252592, |
| "exist_mcc": 0.9625304451335601, |
| "exist_auroc": 0.9988986849784851, |
| "exist_f1": 0.9703583313984985, |
| "exist_P": 0.9660964709508398, |
| "exist_R": 0.974657960199005, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999933502641484 |
| }, |
| "lr": 4.074270714115177e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 118, |
| "train": { |
| "gate_loss": 0.009618821930685053, |
| "exist_loss": 0.0061378858575966725, |
| "type_loss": 2.0376660344934143e-06, |
| "loss": 0.01575874545431622, |
| "gate_mcc": 0.9870560913112049, |
| "gate_f1": 0.9956574879574377, |
| "exist_mcc": 0.9709214392797797, |
| "exist_auroc": 0.9994981288909912, |
| "exist_f1": 0.9769818046646397, |
| "exist_P": 0.9732988966329263, |
| "exist_R": 0.9806926903941829, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999985203996637 |
| }, |
| "val": { |
| "gate_loss": 0.09489583772587518, |
| "exist_loss": 0.010184983488534433, |
| "type_loss": 8.341569604024577e-05, |
| "loss": 0.10516423691044985, |
| "gate_mcc": 0.9254539256313241, |
| "gate_f1": 0.9419059322980672, |
| "exist_mcc": 0.9624063200226063, |
| "exist_auroc": 0.9989026784896851, |
| "exist_f1": 0.9702579196034389, |
| "exist_P": 0.9667386942429387, |
| "exist_R": 0.9738028606965174, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999725270404745 |
| }, |
| "lr": 3.9941668278184576e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 119, |
| "train": { |
| "gate_loss": 0.009342827134746169, |
| "exist_loss": 0.006133371421380109, |
| "type_loss": 1.19778617937683e-06, |
| "loss": 0.015477396342305653, |
| "gate_mcc": 0.9868334762313363, |
| "gate_f1": 0.9955866708835284, |
| "exist_mcc": 0.9712146848760017, |
| "exist_auroc": 0.9994985461235046, |
| "exist_f1": 0.9772140318107745, |
| "exist_P": 0.9733829476202229, |
| "exist_R": 0.9810753922694221, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999993342893405 |
| }, |
| "val": { |
| "gate_loss": 0.098283970148821, |
| "exist_loss": 0.01031324687838695, |
| "type_loss": 0.00013806735794379818, |
| "loss": 0.10873528438515173, |
| "gate_mcc": 0.9254256913602349, |
| "gate_f1": 0.9418728013847786, |
| "exist_mcc": 0.9618169429358395, |
| "exist_auroc": 0.9988844394683838, |
| "exist_f1": 0.9697954132343273, |
| "exist_P": 0.9649811436927577, |
| "exist_R": 0.974657960199005, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999600308785095 |
| }, |
| "lr": 3.9143515957685845e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 120, |
| "train": { |
| "gate_loss": 0.00907706087590453, |
| "exist_loss": 0.0060070275356739885, |
| "type_loss": 1.0997508724538516e-06, |
| "loss": 0.015085188162450974, |
| "gate_mcc": 0.9877163874415215, |
| "gate_f1": 0.9958810463436198, |
| "exist_mcc": 0.9715447394087953, |
| "exist_auroc": 0.9995194673538208, |
| "exist_f1": 0.9774751378319523, |
| "exist_P": 0.9736844603510637, |
| "exist_R": 0.9812954458476847, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999994401314959 |
| }, |
| "val": { |
| "gate_loss": 0.10050701205857814, |
| "exist_loss": 0.010281456257359814, |
| "type_loss": 9.798547890426099e-05, |
| "loss": 0.1108864537948422, |
| "gate_mcc": 0.9242303457573368, |
| "gate_f1": 0.9409270932113573, |
| "exist_mcc": 0.9631309444597109, |
| "exist_auroc": 0.9988997578620911, |
| "exist_f1": 0.9708339780287792, |
| "exist_P": 0.9661995688327687, |
| "exist_R": 0.9755130597014925, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999688723453538 |
| }, |
| "lr": 3.8348468386530475e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 121, |
| "train": { |
| "gate_loss": 0.00964645658868954, |
| "exist_loss": 0.006018688373564916, |
| "type_loss": 1.3500815258347038e-06, |
| "loss": 0.01566649504378029, |
| "gate_mcc": 0.9871165110665235, |
| "gate_f1": 0.9956795847800614, |
| "exist_mcc": 0.9717023464590119, |
| "exist_auroc": 0.999517023563385, |
| "exist_f1": 0.9775998856407689, |
| "exist_P": 0.973771892353695, |
| "exist_R": 0.9814580941446613, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999992980110294 |
| }, |
| "val": { |
| "gate_loss": 0.09818478283318008, |
| "exist_loss": 0.010341565068838598, |
| "type_loss": 0.00021740330660777188, |
| "loss": 0.10874375120862645, |
| "gate_mcc": 0.9243923665519299, |
| "gate_f1": 0.9410844920980622, |
| "exist_mcc": 0.9630753549347846, |
| "exist_auroc": 0.9988921880722046, |
| "exist_f1": 0.9707896467675166, |
| "exist_P": 0.9663405992451668, |
| "exist_R": 0.9752798507462687, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999472409375568 |
| }, |
| "lr": 3.755674292278595e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 122, |
| "train": { |
| "gate_loss": 0.009131364185376202, |
| "exist_loss": 0.005960776621179629, |
| "type_loss": 2.1175360539350294e-06, |
| "loss": 0.015094258342609764, |
| "gate_mcc": 0.9873571442099325, |
| "gate_f1": 0.9957580812147705, |
| "exist_mcc": 0.9718000966168651, |
| "exist_auroc": 0.9995248317718506, |
| "exist_f1": 0.9776767200080084, |
| "exist_P": 0.9742354718271724, |
| "exist_R": 0.981142365097589, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999987414272817 |
| }, |
| "val": { |
| "gate_loss": 0.09950714497408783, |
| "exist_loss": 0.010317476739655631, |
| "type_loss": 0.0003457968926470697, |
| "loss": 0.11017041860639053, |
| "gate_mcc": 0.9249604692241006, |
| "gate_f1": 0.9415048001786113, |
| "exist_mcc": 0.9627052496488704, |
| "exist_auroc": 0.9989027380943298, |
| "exist_f1": 0.9704948501510106, |
| "exist_P": 0.9668261070822404, |
| "exist_R": 0.9741915422885572, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.999935010716838 |
| }, |
| "lr": 3.6768556016288734e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 123, |
| "train": { |
| "gate_loss": 0.008894844159463174, |
| "exist_loss": 0.005911944954142581, |
| "type_loss": 7.014517384495767e-06, |
| "loss": 0.01481380363099025, |
| "gate_mcc": 0.9877336898284683, |
| "gate_f1": 0.9958887962510422, |
| "exist_mcc": 0.9722598961020475, |
| "exist_auroc": 0.9995334148406982, |
| "exist_f1": 0.9780406774167411, |
| "exist_P": 0.9745243500479687, |
| "exist_R": 0.981582472254114, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999974921248764 |
| }, |
| "val": { |
| "gate_loss": 0.10113386211543168, |
| "exist_loss": 0.01032701125093545, |
| "type_loss": 0.0004057852532355938, |
| "loss": 0.11186665861960272, |
| "gate_mcc": 0.9232235535426815, |
| "gate_f1": 0.9401147568380591, |
| "exist_mcc": 0.9628559952270164, |
| "exist_auroc": 0.9989013075828552, |
| "exist_f1": 0.9706144256455922, |
| "exist_P": 0.9668337832626301, |
| "exist_R": 0.9744247512437811, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999315741458046 |
| }, |
| "lr": 3.598412314946903e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 124, |
| "train": { |
| "gate_loss": 0.008927770607331532, |
| "exist_loss": 0.005843674057306511, |
| "type_loss": 2.460023997345632e-05, |
| "loss": 0.0147960449046115, |
| "gate_mcc": 0.9875844435146445, |
| "gate_f1": 0.9958383347588893, |
| "exist_mcc": 0.9724007959998098, |
| "exist_auroc": 0.9995478391647339, |
| "exist_f1": 0.9781522858123308, |
| "exist_P": 0.9745479410423947, |
| "exist_R": 0.9817833907386146, |
| "type_acc": 0.999990432453119, |
| "type_trueprob": 0.999986608558535 |
| }, |
| "val": { |
| "gate_loss": 0.10138029733755774, |
| "exist_loss": 0.010282525363631216, |
| "type_loss": 0.00014050217508799912, |
| "loss": 0.11180332487627696, |
| "gate_mcc": 0.9228270189965798, |
| "gate_f1": 0.9398006348499193, |
| "exist_mcc": 0.9631176793241182, |
| "exist_auroc": 0.9989065527915955, |
| "exist_f1": 0.9708226917421253, |
| "exist_P": 0.9665587918015103, |
| "exist_R": 0.9751243781094527, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999595957238283 |
| }, |
| "lr": 3.5203658778440146e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 125, |
| "train": { |
| "gate_loss": 0.008475032649204404, |
| "exist_loss": 0.0058756201464793415, |
| "type_loss": 7.182446322304044e-06, |
| "loss": 0.01435783524200605, |
| "gate_mcc": 0.9885706358475793, |
| "gate_f1": 0.9961691881985122, |
| "exist_mcc": 0.9718913308461549, |
| "exist_auroc": 0.9995377063751221, |
| "exist_f1": 0.9777489656224378, |
| "exist_P": 0.9742751833415663, |
| "exist_R": 0.9812476081132797, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999994833150952 |
| }, |
| "val": { |
| "gate_loss": 0.1025199756359769, |
| "exist_loss": 0.01032730656698275, |
| "type_loss": 0.0003809182162122148, |
| "loss": 0.11322820041917185, |
| "gate_mcc": 0.9229191013399278, |
| "gate_f1": 0.9398852303749513, |
| "exist_mcc": 0.9629411073457333, |
| "exist_auroc": 0.998904287815094, |
| "exist_f1": 0.970680506603664, |
| "exist_P": 0.9672713238131996, |
| "exist_R": 0.9741138059701493, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999329044080493 |
| }, |
| "lr": 3.44273762743682e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 126, |
| "train": { |
| "gate_loss": 0.008381769100071813, |
| "exist_loss": 0.00579944547021619, |
| "type_loss": 0.000212236129061094, |
| "loss": 0.014393450699349096, |
| "gate_mcc": 0.988527266824277, |
| "gate_f1": 0.9961548689421217, |
| "exist_mcc": 0.9726203261531118, |
| "exist_auroc": 0.999552845954895, |
| "exist_f1": 0.9783258416790203, |
| "exist_P": 0.9748453960805176, |
| "exist_R": 0.9818312284730195, |
| "type_acc": 0.999980864906238, |
| "type_trueprob": 0.9999796978687355 |
| }, |
| "val": { |
| "gate_loss": 0.10302510830463307, |
| "exist_loss": 0.010335172938752576, |
| "type_loss": 0.0005638545763969626, |
| "loss": 0.11392413581978261, |
| "gate_mcc": 0.9227602025332527, |
| "gate_f1": 0.9397670919930907, |
| "exist_mcc": 0.9634257872642521, |
| "exist_auroc": 0.9989024996757507, |
| "exist_f1": 0.9710633352701917, |
| "exist_P": 0.9678017141533473, |
| "exist_R": 0.9743470149253731, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.999926339278915 |
| }, |
| "lr": 3.36554878651387e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 127, |
| "train": { |
| "gate_loss": 0.008096281204380376, |
| "exist_loss": 0.005721652559200818, |
| "type_loss": 1.8759620747889021e-06, |
| "loss": 0.013819809725655984, |
| "gate_mcc": 0.9884847292096608, |
| "gate_f1": 0.9961404391418406, |
| "exist_mcc": 0.9726227877977328, |
| "exist_auroc": 0.9995625019073486, |
| "exist_f1": 0.978327907763728, |
| "exist_P": 0.9747551975989894, |
| "exist_R": 0.9819269039418294, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999988999715309 |
| }, |
| "val": { |
| "gate_loss": 0.10626566751019852, |
| "exist_loss": 0.010435172747114491, |
| "type_loss": 0.0002590113514818938, |
| "loss": 0.1169598516087949, |
| "gate_mcc": 0.9217033491933506, |
| "gate_f1": 0.9389300228246951, |
| "exist_mcc": 0.9627052496488704, |
| "exist_auroc": 0.9988949298858643, |
| "exist_f1": 0.9704948501510106, |
| "exist_P": 0.9668261070822404, |
| "exist_R": 0.9741915422885572, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999423465733208 |
| }, |
| "lr": 3.2888204577335474e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 128, |
| "train": { |
| "gate_loss": 0.008038326040863596, |
| "exist_loss": 0.005764945563587412, |
| "type_loss": 1.745959596974553e-06, |
| "loss": 0.013805017564047981, |
| "gate_mcc": 0.9890584756969246, |
| "gate_f1": 0.9963353117859247, |
| "exist_mcc": 0.9729322279324248, |
| "exist_auroc": 0.9995569586753845, |
| "exist_f1": 0.9785722459566677, |
| "exist_P": 0.9753725952399057, |
| "exist_R": 0.9817929582854956, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999986387968884 |
| }, |
| "val": { |
| "gate_loss": 0.10358161793575779, |
| "exist_loss": 0.01039140498184132, |
| "type_loss": 0.00019156208879776026, |
| "loss": 0.11416458500639688, |
| "gate_mcc": 0.9223368271240941, |
| "gate_f1": 0.9394395230932086, |
| "exist_mcc": 0.9631999594563404, |
| "exist_auroc": 0.9989086389541626, |
| "exist_f1": 0.9708865660085173, |
| "exist_P": 0.9670677155637822, |
| "exist_R": 0.974735696517413, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999508383076879 |
| }, |
| "lr": 3.212573617854811e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 129, |
| "train": { |
| "gate_loss": 0.008390136478893521, |
| "exist_loss": 0.005733798077163928, |
| "type_loss": 1.4123818819791174e-05, |
| "loss": 0.01413805837487724, |
| "gate_mcc": 0.988460171974086, |
| "gate_f1": 0.9961336687028387, |
| "exist_mcc": 0.9726355550761822, |
| "exist_auroc": 0.999561071395874, |
| "exist_f1": 0.9783384386716275, |
| "exist_P": 0.9742957178506704, |
| "exist_R": 0.9824148488327593, |
| "type_acc": 0.999990432453119, |
| "type_trueprob": 0.9999920991385891 |
| }, |
| "val": { |
| "gate_loss": 0.10313025205866982, |
| "exist_loss": 0.010395681981929092, |
| "type_loss": 0.00011738768921279223, |
| "loss": 0.11364332172981172, |
| "gate_mcc": 0.9244163662474594, |
| "gate_f1": 0.9410780046869769, |
| "exist_mcc": 0.9637448219783581, |
| "exist_auroc": 0.9988970160484314, |
| "exist_f1": 0.9713179794851946, |
| "exist_P": 0.96731169532033, |
| "exist_R": 0.9753575870646766, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999643718425314 |
| }, |
| "lr": 3.136829112002365e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 130, |
| "train": { |
| "gate_loss": 0.008117569160514057, |
| "exist_loss": 0.005614173223400351, |
| "type_loss": 1.0396199915857868e-06, |
| "loss": 0.013732782003905994, |
| "gate_mcc": 0.9886790610179088, |
| "gate_f1": 0.996204988140588, |
| "exist_mcc": 0.9733467943793978, |
| "exist_auroc": 0.9995806217193604, |
| "exist_f1": 0.9789008621716813, |
| "exist_P": 0.9752799171881974, |
| "exist_R": 0.982548794489093, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999992300530662 |
| }, |
| "val": { |
| "gate_loss": 0.10423741114431205, |
| "exist_loss": 0.010506025545983153, |
| "type_loss": 0.00010074819080561731, |
| "loss": 0.11484418488110082, |
| "gate_mcc": 0.9234351540690461, |
| "gate_f1": 0.9402976754557112, |
| "exist_mcc": 0.9635039690798926, |
| "exist_auroc": 0.9988980889320374, |
| "exist_f1": 0.9711277962690611, |
| "exist_P": 0.9670109449668568, |
| "exist_R": 0.9752798507462687, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999968213821525 |
| }, |
| "lr": 3.061607647967806e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 131, |
| "train": { |
| "gate_loss": 0.007847914668486899, |
| "exist_loss": 0.005638488826701093, |
| "type_loss": 1.0712252825711698e-06, |
| "loss": 0.013487474720470563, |
| "gate_mcc": 0.9888496266082214, |
| "gate_f1": 0.9962626494940202, |
| "exist_mcc": 0.9731768042305037, |
| "exist_auroc": 0.99957674741745, |
| "exist_f1": 0.9787660065408709, |
| "exist_P": 0.975427127083373, |
| "exist_R": 0.9821278224263299, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999995348784735 |
| }, |
| "val": { |
| "gate_loss": 0.10477573714731248, |
| "exist_loss": 0.010439570054255075, |
| "type_loss": 0.00028111980795561954, |
| "loss": 0.11549642700952317, |
| "gate_mcc": 0.9216509356773326, |
| "gate_f1": 0.938884559723923, |
| "exist_mcc": 0.9634810103490076, |
| "exist_auroc": 0.9989121556282043, |
| "exist_f1": 0.9711076684740511, |
| "exist_P": 0.9676597715344242, |
| "exist_R": 0.9745802238805971, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999401592533683 |
| }, |
| "lr": 2.986929790548317e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 132, |
| "train": { |
| "gate_loss": 0.007651827179114162, |
| "exist_loss": 0.0054970829521299, |
| "type_loss": 9.504599351597243e-07, |
| "loss": 0.01314986059117922, |
| "gate_mcc": 0.9896177406675422, |
| "gate_f1": 0.9965220390623877, |
| "exist_mcc": 0.9741486951347302, |
| "exist_auroc": 0.9995994567871094, |
| "exist_f1": 0.9795354245898984, |
| "exist_P": 0.9758798169145158, |
| "exist_R": 0.9832185227707616, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999995649522445 |
| }, |
| "val": { |
| "gate_loss": 0.1075361964794216, |
| "exist_loss": 0.010479775906562095, |
| "type_loss": 0.00010207517197316806, |
| "loss": 0.11811804755795687, |
| "gate_mcc": 0.9208218259836712, |
| "gate_f1": 0.9382194294611578, |
| "exist_mcc": 0.9638151114335252, |
| "exist_auroc": 0.9989155530929565, |
| "exist_f1": 0.971371014605044, |
| "exist_P": 0.9681828712641903, |
| "exist_R": 0.9745802238805971, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999679047707005 |
| }, |
| "lr": 2.912815955924464e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 133, |
| "train": { |
| "gate_loss": 0.007676509805774008, |
| "exist_loss": 0.005534162919681959, |
| "type_loss": 1.3097444395919533e-06, |
| "loss": 0.013211982469895557, |
| "gate_mcc": 0.9893237490073727, |
| "gate_f1": 0.9964205623598412, |
| "exist_mcc": 0.9739593655480163, |
| "exist_auroc": 0.9995923638343811, |
| "exist_f1": 0.9793844921010456, |
| "exist_P": 0.9765523932729625, |
| "exist_R": 0.9822330654420207, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999992669153341 |
| }, |
| "val": { |
| "gate_loss": 0.10471525253735166, |
| "exist_loss": 0.010532077668941231, |
| "type_loss": 8.466437537275694e-05, |
| "loss": 0.11533199458166565, |
| "gate_mcc": 0.9227070469267249, |
| "gate_f1": 0.9397402307820949, |
| "exist_mcc": 0.9638702594590368, |
| "exist_auroc": 0.9989174008369446, |
| "exist_f1": 0.9714152916569834, |
| "exist_P": 0.968040759610931, |
| "exist_R": 0.9748134328358209, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999722411198106 |
| }, |
| "lr": 2.8392864060786115e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 134, |
| "train": { |
| "gate_loss": 0.007888608674514729, |
| "exist_loss": 0.005408343723754071, |
| "type_loss": 8.284066601799852e-07, |
| "loss": 0.013297780804928981, |
| "gate_mcc": 0.9892288264570832, |
| "gate_f1": 0.9963930044404845, |
| "exist_mcc": 0.9741283306844162, |
| "exist_auroc": 0.999610960483551, |
| "exist_f1": 0.9795186525705403, |
| "exist_P": 0.9764315526273257, |
| "exist_R": 0.9826253348641408, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999994777967042 |
| }, |
| "val": { |
| "gate_loss": 0.10701803925749825, |
| "exist_loss": 0.010504571808562162, |
| "type_loss": 7.620947345679858e-05, |
| "loss": 0.11759882053951722, |
| "gate_mcc": 0.9215872246802607, |
| "gate_f1": 0.9388141061297142, |
| "exist_mcc": 0.9641114178572074, |
| "exist_auroc": 0.9989224672317505, |
| "exist_f1": 0.9716056556265737, |
| "exist_P": 0.9683422129565284, |
| "exist_R": 0.9748911691542289, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999974495105779 |
| }, |
| "lr": 2.7663612432554996e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 135, |
| "train": { |
| "gate_loss": 0.007248178245708647, |
| "exist_loss": 0.005436933622315601, |
| "type_loss": 1.3293578346553122e-06, |
| "loss": 0.012686441225858904, |
| "gate_mcc": 0.9899808966007246, |
| "gate_f1": 0.9966444640842693, |
| "exist_mcc": 0.9741299368267985, |
| "exist_auroc": 0.9996068477630615, |
| "exist_f1": 0.9795200198362556, |
| "exist_P": 0.9763681473806287, |
| "exist_R": 0.9826923076923076, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999999334581319 |
| }, |
| "val": { |
| "gate_loss": 0.11197833435645413, |
| "exist_loss": 0.010649816787423399, |
| "type_loss": 0.00011141957931930032, |
| "loss": 0.12273957072319683, |
| "gate_mcc": 0.9207805721083162, |
| "gate_f1": 0.9381988095900317, |
| "exist_mcc": 0.9638702594590368, |
| "exist_auroc": 0.9989134073257446, |
| "exist_f1": 0.9714152916569834, |
| "exist_P": 0.968040759610931, |
| "exist_R": 0.9748134328358209, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999657163572548 |
| }, |
| "lr": 2.6940604044664893e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 136, |
| "train": { |
| "gate_loss": 0.007578307512344275, |
| "exist_loss": 0.005382986857579718, |
| "type_loss": 2.2049938457308633e-06, |
| "loss": 0.012963499363769723, |
| "gate_mcc": 0.9894671862516597, |
| "gate_f1": 0.9964717633278961, |
| "exist_mcc": 0.974551511880921, |
| "exist_auroc": 0.999614953994751, |
| "exist_f1": 0.979853933869799, |
| "exist_P": 0.9764651109759805, |
| "exist_R": 0.9832663605051665, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999998254626362 |
| }, |
| "val": { |
| "gate_loss": 0.11036857747773977, |
| "exist_loss": 0.01066219590412616, |
| "type_loss": 0.00012291518215194096, |
| "loss": 0.12115368856401788, |
| "gate_mcc": 0.9200049738098589, |
| "gate_f1": 0.937579901061642, |
| "exist_mcc": 0.9644250319754444, |
| "exist_auroc": 0.9989134073257446, |
| "exist_f1": 0.9718555224342844, |
| "exist_P": 0.9679956813449526, |
| "exist_R": 0.9757462686567164, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999632002109319 |
| }, |
| "lr": 2.622403656038988e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 137, |
| "train": { |
| "gate_loss": 0.007600193494138715, |
| "exist_loss": 0.005281662828406181, |
| "type_loss": 1.3450303132719166e-06, |
| "loss": 0.012883201352858168, |
| "gate_mcc": 0.9893177759656772, |
| "gate_f1": 0.9964213340231967, |
| "exist_mcc": 0.9746956315843848, |
| "exist_auroc": 0.9996276497840881, |
| "exist_f1": 0.9799676697931916, |
| "exist_P": 0.9768421252768773, |
| "exist_R": 0.9831132797550708, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999993174275903 |
| }, |
| "val": { |
| "gate_loss": 0.10827237576951311, |
| "exist_loss": 0.01064757978333745, |
| "type_loss": 9.088797953965311e-05, |
| "loss": 0.11901084353239022, |
| "gate_mcc": 0.9226168168878213, |
| "gate_f1": 0.9396182313985196, |
| "exist_mcc": 0.9645915264748232, |
| "exist_auroc": 0.9989180564880371, |
| "exist_f1": 0.9719843453326616, |
| "exist_P": 0.9690180020088078, |
| "exist_R": 0.9749689054726368, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999706457132724 |
| }, |
| "lr": 2.5514105882125265e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 138, |
| "train": { |
| "gate_loss": 0.007177433615450791, |
| "exist_loss": 0.005322906841901309, |
| "type_loss": 2.0918644934769783e-06, |
| "loss": 0.012502432321845577, |
| "gate_mcc": 0.9903690193462543, |
| "gate_f1": 0.9967736140552582, |
| "exist_mcc": 0.9745773952565558, |
| "exist_auroc": 0.9996229410171509, |
| "exist_f1": 0.9798742198339778, |
| "exist_P": 0.9766564332626817, |
| "exist_R": 0.9831132797550708, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999991170574412 |
| }, |
| "val": { |
| "gate_loss": 0.1117283698610189, |
| "exist_loss": 0.01064652880334491, |
| "type_loss": 0.000151509479942422, |
| "loss": 0.12252640814430624, |
| "gate_mcc": 0.9207560237535705, |
| "gate_f1": 0.9381672597864769, |
| "exist_mcc": 0.9643526380068316, |
| "exist_auroc": 0.9989217519760132, |
| "exist_f1": 0.971796063846273, |
| "exist_P": 0.9686438059932035, |
| "exist_R": 0.9749689054726368, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999575163446256 |
| }, |
| "lr": 2.481100609782988e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 139, |
| "train": { |
| "gate_loss": 0.007156260577523135, |
| "exist_loss": 0.0053022259243167, |
| "type_loss": 1.2139705683331779e-05, |
| "loss": 0.012470626207523167, |
| "gate_mcc": 0.9899606922492371, |
| "gate_f1": 0.9966371096388486, |
| "exist_mcc": 0.9754149462667357, |
| "exist_auroc": 0.9996259808540344, |
| "exist_f1": 0.9805367303042298, |
| "exist_P": 0.9775668761946423, |
| "exist_R": 0.983524684270953, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999969218181459 |
| }, |
| "val": { |
| "gate_loss": 0.11331293437891905, |
| "exist_loss": 0.010712248707855594, |
| "type_loss": 0.00018513217317268706, |
| "loss": 0.12421031525994734, |
| "gate_mcc": 0.9213212760079522, |
| "gate_f1": 0.9386233375994658, |
| "exist_mcc": 0.9643931918969594, |
| "exist_auroc": 0.9989126920700073, |
| "exist_f1": 0.9718271652780469, |
| "exist_P": 0.968935940035546, |
| "exist_R": 0.974735696517413, |
| "type_acc": 0.9999222636815921, |
| "type_trueprob": 0.9999518231002252 |
| }, |
| "lr": 2.411492942796435e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 140, |
| "train": { |
| "gate_loss": 0.007284002480756858, |
| "exist_loss": 0.005378759928312948, |
| "type_loss": 3.0412772285613013e-05, |
| "loss": 0.01269317518135542, |
| "gate_mcc": 0.9898924710619224, |
| "gate_f1": 0.9966160632817721, |
| "exist_mcc": 0.9750598395350847, |
| "exist_auroc": 0.9996150732040405, |
| "exist_f1": 0.9802560373805039, |
| "exist_P": 0.9770184859573254, |
| "exist_R": 0.983515116724072, |
| "type_acc": 0.999980864906238, |
| "type_trueprob": 0.9999876926011889 |
| }, |
| "val": { |
| "gate_loss": 0.11261223821210027, |
| "exist_loss": 0.010703177356432834, |
| "type_loss": 0.00012434420476829659, |
| "loss": 0.1234397597733014, |
| "gate_mcc": 0.9228797017867437, |
| "gate_f1": 0.93984627381085, |
| "exist_mcc": 0.9643478053845357, |
| "exist_auroc": 0.9989043474197388, |
| "exist_f1": 0.9717916924984501, |
| "exist_P": 0.9687886279357231, |
| "exist_R": 0.9748134328358209, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999628903260872 |
| }, |
| "lr": 2.3426066172939906e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 141, |
| "train": { |
| "gate_loss": 0.006941025631716728, |
| "exist_loss": 0.00512762663283226, |
| "type_loss": 2.62732693602431e-06, |
| "loss": 0.012071279591485014, |
| "gate_mcc": 0.9899606922492371, |
| "gate_f1": 0.9966371096388486, |
| "exist_mcc": 0.9759170839434704, |
| "exist_auroc": 0.9996523261070251, |
| "exist_f1": 0.9809338911175879, |
| "exist_P": 0.9781390614446485, |
| "exist_R": 0.9837447378492155, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999979146905571 |
| }, |
| "val": { |
| "gate_loss": 0.11085348498056885, |
| "exist_loss": 0.010776154865484534, |
| "type_loss": 1.551685752270162e-05, |
| "loss": 0.12164515670357608, |
| "gate_mcc": 0.921478332124253, |
| "gate_f1": 0.9387596036076161, |
| "exist_mcc": 0.9642217114994576, |
| "exist_auroc": 0.9989044666290283, |
| "exist_f1": 0.9716940948693127, |
| "exist_P": 0.9680580202144896, |
| "exist_R": 0.9753575870646766, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999939384152047 |
| }, |
| "lr": 2.2744604661092217e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 142, |
| "train": { |
| "gate_loss": 0.006937188552256884, |
| "exist_loss": 0.005160148833658673, |
| "type_loss": 6.977543890910113e-06, |
| "loss": 0.012104314929806466, |
| "gate_mcc": 0.9906002808609953, |
| "gate_f1": 0.9968533126427863, |
| "exist_mcc": 0.9757026833197209, |
| "exist_auroc": 0.9996461868286133, |
| "exist_f1": 0.9807649220824415, |
| "exist_P": 0.9773498142570758, |
| "exist_R": 0.9842039800995025, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999962665457128 |
| }, |
| "val": { |
| "gate_loss": 0.11326546288496979, |
| "exist_loss": 0.010752966874238268, |
| "type_loss": 2.0358866124958755e-06, |
| "loss": 0.12402046564582055, |
| "gate_mcc": 0.9199392566054542, |
| "gate_f1": 0.9375277901289462, |
| "exist_mcc": 0.9644028281391112, |
| "exist_auroc": 0.9989184141159058, |
| "exist_f1": 0.9718358966412273, |
| "exist_P": 0.9686462275079156, |
| "exist_R": 0.9750466417910447, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999999135880921 |
| }, |
| "lr": 2.207073119719432e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 143, |
| "train": { |
| "gate_loss": 0.007196174602209085, |
| "exist_loss": 0.0051512036326614155, |
| "type_loss": 3.453222451206898e-06, |
| "loss": 0.012350831457321708, |
| "gate_mcc": 0.9903466343537349, |
| "gate_f1": 0.9967665445139039, |
| "exist_mcc": 0.9756330724597138, |
| "exist_auroc": 0.999646782875061, |
| "exist_f1": 0.9807085768817847, |
| "exist_P": 0.9782114130693447, |
| "exist_R": 0.9832185227707616, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999972086868841 |
| }, |
| "val": { |
| "gate_loss": 0.11045279822815968, |
| "exist_loss": 0.010739466571121884, |
| "type_loss": 1.162685720319986e-05, |
| "loss": 0.12120389165648476, |
| "gate_mcc": 0.92002910192051, |
| "gate_f1": 0.9376112099644127, |
| "exist_mcc": 0.9640539053359416, |
| "exist_auroc": 0.9989219307899475, |
| "exist_f1": 0.9715592064476132, |
| "exist_P": 0.9685568603213844, |
| "exist_R": 0.9745802238805971, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999954098492713 |
| }, |
| "lr": 2.140463001152261e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 144, |
| "train": { |
| "gate_loss": 0.0068542832136618236, |
| "exist_loss": 0.005161209763537658, |
| "type_loss": 1.1419278415092922e-06, |
| "loss": 0.012016634905040992, |
| "gate_mcc": 0.9906842599904562, |
| "gate_f1": 0.9968823182908783, |
| "exist_mcc": 0.9751550558926649, |
| "exist_auroc": 0.9996462464332581, |
| "exist_f1": 0.9803309963275625, |
| "exist_P": 0.977394198763671, |
| "exist_R": 0.9832854955989284, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999993026826831 |
| }, |
| "val": { |
| "gate_loss": 0.11152756411000546, |
| "exist_loss": 0.010745697801515462, |
| "type_loss": 3.8848986062910914e-05, |
| "loss": 0.12231211089758383, |
| "gate_mcc": 0.9224308227748917, |
| "gate_f1": 0.9394867227077882, |
| "exist_mcc": 0.9643526380068316, |
| "exist_auroc": 0.9989221096038818, |
| "exist_f1": 0.971796063846273, |
| "exist_P": 0.9686438059932035, |
| "exist_R": 0.9749689054726368, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999857310631975 |
| }, |
| "lr": 2.074648320949028e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 145, |
| "train": { |
| "gate_loss": 0.006716709055999758, |
| "exist_loss": 0.005112339662403793, |
| "type_loss": 2.9848520877826334e-06, |
| "loss": 0.011832033570491333, |
| "gate_mcc": 0.9905126857976424, |
| "gate_f1": 0.9968248038849459, |
| "exist_mcc": 0.9755655876971411, |
| "exist_auroc": 0.9996538162231445, |
| "exist_f1": 0.9806564785066688, |
| "exist_P": 0.9771816160963654, |
| "exist_R": 0.9841561423650976, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999987553692484 |
| }, |
| "val": { |
| "gate_loss": 0.11410778446957193, |
| "exist_loss": 0.010739867100222277, |
| "type_loss": 5.9408476247140754e-05, |
| "loss": 0.12490706004604134, |
| "gate_mcc": 0.922271840121541, |
| "gate_f1": 0.9393686320360781, |
| "exist_mcc": 0.9636316742822366, |
| "exist_auroc": 0.9989257454872131, |
| "exist_f1": 0.9712272005576423, |
| "exist_P": 0.9676672582761016, |
| "exist_R": 0.9748134328358209, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999792670729148 |
| }, |
| "lr": 2.0096470721861465e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 146, |
| "train": { |
| "gate_loss": 0.006840132793108253, |
| "exist_loss": 0.005074071435889123, |
| "type_loss": 1.2787322787195756e-06, |
| "loss": 0.011915482961276095, |
| "gate_mcc": 0.9904971868121974, |
| "gate_f1": 0.9968168198377512, |
| "exist_mcc": 0.9760998350981654, |
| "exist_auroc": 0.9996583461761475, |
| "exist_f1": 0.9810782442748092, |
| "exist_P": 0.9784640274076893, |
| "exist_R": 0.9837064676616916, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999993237781196 |
| }, |
| "val": { |
| "gate_loss": 0.10880823257796814, |
| "exist_loss": 0.010808439916355595, |
| "type_loss": 3.776028575818657e-05, |
| "loss": 0.11965443278008192, |
| "gate_mcc": 0.9233557413471655, |
| "gate_f1": 0.9402385996209166, |
| "exist_mcc": 0.9640636730149522, |
| "exist_auroc": 0.9989245533943176, |
| "exist_f1": 0.9715680198326618, |
| "exist_P": 0.9682674490426189, |
| "exist_R": 0.9748911691542289, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999860827602557 |
| }, |
| "lr": 1.945477025555994e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 147, |
| "train": { |
| "gate_loss": 0.0065088208614233955, |
| "exist_loss": 0.005083198200093063, |
| "type_loss": 1.5411323438742154e-06, |
| "loss": 0.011593560193860333, |
| "gate_mcc": 0.9912464950436558, |
| "gate_f1": 0.9970686285779974, |
| "exist_mcc": 0.9759250222539874, |
| "exist_auroc": 0.9996561408042908, |
| "exist_f1": 0.9809406188457559, |
| "exist_P": 0.9778027055032179, |
| "exist_R": 0.9840987370838117, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999991119478199 |
| }, |
| "val": { |
| "gate_loss": 0.11586908916903586, |
| "exist_loss": 0.010747211576639095, |
| "type_loss": 4.4403069888626246e-05, |
| "loss": 0.12666070381556357, |
| "gate_mcc": 0.9207455720437593, |
| "gate_f1": 0.9381426110153948, |
| "exist_mcc": 0.9639681983544877, |
| "exist_auroc": 0.998930037021637, |
| "exist_f1": 0.9714927569912465, |
| "exist_P": 0.9681179558437548, |
| "exist_R": 0.9748911691542289, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999839100078564 |
| }, |
| "lr": 1.8821557245085848e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 148, |
| "train": { |
| "gate_loss": 0.0067506995904549, |
| "exist_loss": 0.004998377400839718, |
| "type_loss": 4.2662181300281785e-06, |
| "loss": 0.011753343209424647, |
| "gate_mcc": 0.9910509890539485, |
| "gate_f1": 0.9970042457811591, |
| "exist_mcc": 0.9762554287579628, |
| "exist_auroc": 0.9996683597564697, |
| "exist_f1": 0.981201734343921, |
| "exist_P": 0.978369020327794, |
| "exist_R": 0.9840508993494068, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999981516309958 |
| }, |
| "val": { |
| "gate_loss": 0.11571989604370829, |
| "exist_loss": 0.010890657284937176, |
| "type_loss": 8.252714350727055e-05, |
| "loss": 0.12669308047215272, |
| "gate_mcc": 0.9213076486449463, |
| "gate_f1": 0.9386165062051312, |
| "exist_mcc": 0.9645485491332338, |
| "exist_auroc": 0.9989203810691833, |
| "exist_f1": 0.9719510305284365, |
| "exist_P": 0.9687982700030893, |
| "exist_R": 0.9751243781094527, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999727808420931 |
| }, |
| "lr": 1.8197004804553672e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 149, |
| "train": { |
| "gate_loss": 0.0064743182940743245, |
| "exist_loss": 0.005061493370265452, |
| "type_loss": 1.323303803273295e-05, |
| "loss": 0.01154904470237251, |
| "gate_mcc": 0.9912212884160905, |
| "gate_f1": 0.9970619293570007, |
| "exist_mcc": 0.9761319429027282, |
| "exist_auroc": 0.9996587634086609, |
| "exist_f1": 0.98110417978214, |
| "exist_P": 0.9781372437141009, |
| "exist_R": 0.9840891695369307, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999953792964732 |
| }, |
| "val": { |
| "gate_loss": 0.11860905873963702, |
| "exist_loss": 0.010950636720700726, |
| "type_loss": 6.497881219776835e-05, |
| "loss": 0.12962467427253552, |
| "gate_mcc": 0.9203095603754619, |
| "gate_f1": 0.9378091480020008, |
| "exist_mcc": 0.9640134706296424, |
| "exist_auroc": 0.9989135265350342, |
| "exist_f1": 0.9715281812899478, |
| "exist_P": 0.9682649988417883, |
| "exist_R": 0.9748134328358209, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999776538924792 |
| }, |
| "lr": 1.7581283680364545e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 150, |
| "train": { |
| "gate_loss": 0.006215001807483592, |
| "exist_loss": 0.004901718875417631, |
| "type_loss": 6.994249035744628e-06, |
| "loss": 0.011123714931936967, |
| "gate_mcc": 0.9911572990254165, |
| "gate_f1": 0.997040314933479, |
| "exist_mcc": 0.9766484579748473, |
| "exist_auroc": 0.9996825456619263, |
| "exist_f1": 0.9815124927839084, |
| "exist_P": 0.9788924734252624, |
| "exist_R": 0.9841465748182167, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999973514643018 |
| }, |
| "val": { |
| "gate_loss": 0.11658796794289941, |
| "exist_loss": 0.011061730448412715, |
| "type_loss": 3.0260827606639956e-05, |
| "loss": 0.12767995921891875, |
| "gate_mcc": 0.921466728628829, |
| "gate_f1": 0.9387346280117967, |
| "exist_mcc": 0.9640037096922631, |
| "exist_auroc": 0.9989072680473328, |
| "exist_f1": 0.9715193552137017, |
| "exist_P": 0.9685544309665456, |
| "exist_R": 0.974502487562189, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999886522838726 |
| }, |
| "lr": 1.6974562204525847e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 151, |
| "train": { |
| "gate_loss": 0.0061338493871496615, |
| "exist_loss": 0.004941046861160959, |
| "type_loss": 9.898288407632045e-07, |
| "loss": 0.011075886077151383, |
| "gate_mcc": 0.9913304682773171, |
| "gate_f1": 0.9970976177476364, |
| "exist_mcc": 0.9767678023901778, |
| "exist_auroc": 0.9996761679649353, |
| "exist_f1": 0.981607265511715, |
| "exist_P": 0.9787687390609543, |
| "exist_R": 0.984462303865289, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999994540004679 |
| }, |
| "val": { |
| "gate_loss": 0.11534771211467655, |
| "exist_loss": 0.011028718477879807, |
| "type_loss": 2.258852249597163e-05, |
| "loss": 0.12639901911505233, |
| "gate_mcc": 0.9209014081201826, |
| "gate_f1": 0.9382784697508896, |
| "exist_mcc": 0.9641690202685378, |
| "exist_auroc": 0.9989058971405029, |
| "exist_f1": 0.9716520796220277, |
| "exist_P": 0.9681277974996141, |
| "exist_R": 0.9752021144278606, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999913647400206 |
| }, |
| "lr": 1.6377006248631013e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 152, |
| "train": { |
| "gate_loss": 0.006348621579993142, |
| "exist_loss": 0.004925175840534618, |
| "type_loss": 9.407185334870313e-07, |
| "loss": 0.011274738139061248, |
| "gate_mcc": 0.9912005904359679, |
| "gate_f1": 0.9970546400195399, |
| "exist_mcc": 0.9769637517955639, |
| "exist_auroc": 0.9996785521507263, |
| "exist_f1": 0.9817625120422744, |
| "exist_P": 0.9787843055212156, |
| "exist_R": 0.9847588978185993, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999994456060901 |
| }, |
| "val": { |
| "gate_loss": 0.11938242290066796, |
| "exist_loss": 0.011054927540116917, |
| "type_loss": 2.9533736142366645e-05, |
| "loss": 0.13046688417692726, |
| "gate_mcc": 0.9205623262122924, |
| "gate_f1": 0.937993110345594, |
| "exist_mcc": 0.96399888282674, |
| "exist_auroc": 0.9989100694656372, |
| "exist_f1": 0.9715149401232416, |
| "exist_P": 0.9686992812427545, |
| "exist_R": 0.9743470149253731, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999888933713164 |
| }, |
| "lr": 1.5788779178511834e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 153, |
| "train": { |
| "gate_loss": 0.006561737812339808, |
| "exist_loss": 0.004862899393121051, |
| "type_loss": 1.51126307006092e-06, |
| "loss": 0.01142614846853092, |
| "gate_mcc": 0.9908542759828093, |
| "gate_f1": 0.9969400508554928, |
| "exist_mcc": 0.9770468782358905, |
| "exist_auroc": 0.9996867775917053, |
| "exist_f1": 0.981828241107285, |
| "exist_P": 0.9789055218458144, |
| "exist_R": 0.9847684653654802, |
| "type_acc": 1.0, |
| "type_trueprob": 0.999999066545185 |
| }, |
| "val": { |
| "gate_loss": 0.1164718119581937, |
| "exist_loss": 0.011028046916248965, |
| "type_loss": 1.1706702304685378e-05, |
| "loss": 0.12751156557674734, |
| "gate_mcc": 0.9205586730224241, |
| "gate_f1": 0.9380107855673542, |
| "exist_mcc": 0.9641542949827708, |
| "exist_auroc": 0.9989205598831177, |
| "exist_f1": 0.971638899651298, |
| "exist_P": 0.9685617179051444, |
| "exist_R": 0.974735696517413, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999953917602995 |
| }, |
| "lr": 1.5210041809575867e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 154, |
| "train": { |
| "gate_loss": 0.006259131362448536, |
| "exist_loss": 0.004858138151337821, |
| "type_loss": 1.4997137219257887e-06, |
| "loss": 0.011118769227508282, |
| "gate_mcc": 0.9914556755351633, |
| "gate_f1": 0.9971412153426231, |
| "exist_mcc": 0.9770354410754066, |
| "exist_auroc": 0.9996878504753113, |
| "exist_f1": 0.9818188757376689, |
| "exist_P": 0.9791422835012799, |
| "exist_R": 0.9845101415996939, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999990309238251 |
| }, |
| "val": { |
| "gate_loss": 0.11350599858262547, |
| "exist_loss": 0.01104253651954651, |
| "type_loss": 2.7207524689676874e-05, |
| "loss": 0.12457574262686166, |
| "gate_mcc": 0.921653098682719, |
| "gate_f1": 0.9388663291984203, |
| "exist_mcc": 0.9643382474423328, |
| "exist_auroc": 0.9989174008369446, |
| "exist_f1": 0.9717829457364341, |
| "exist_P": 0.969078540507112, |
| "exist_R": 0.974502487562189, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999897171608845 |
| }, |
| "lr": 1.4640952362841115e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 155, |
| "train": { |
| "gate_loss": 0.005793456290713387, |
| "exist_loss": 0.004823837448286329, |
| "type_loss": 1.0029401349773137e-06, |
| "loss": 0.010618296679134692, |
| "gate_mcc": 0.9921886801898551, |
| "gate_f1": 0.9973851326111318, |
| "exist_mcc": 0.9772178760150261, |
| "exist_auroc": 0.9996920228004456, |
| "exist_f1": 0.9819636793712563, |
| "exist_P": 0.9789384603681728, |
| "exist_R": 0.9850076540375048, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999993055294721 |
| }, |
| "val": { |
| "gate_loss": 0.1178895626822301, |
| "exist_loss": 0.011002753577694823, |
| "type_loss": 6.413123409231513e-05, |
| "loss": 0.12895644749401725, |
| "gate_mcc": 0.9201543369967462, |
| "gate_f1": 0.9376735918231308, |
| "exist_mcc": 0.964149457991556, |
| "exist_auroc": 0.9989256262779236, |
| "exist_f1": 0.9716345036038131, |
| "exist_P": 0.9687065368567455, |
| "exist_R": 0.9745802238805971, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999778958695444 |
| }, |
| "lr": 1.4081666421680003e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 156, |
| "train": { |
| "gate_loss": 0.005949898184407175, |
| "exist_loss": 0.00487524398546798, |
| "type_loss": 6.088611199604708e-07, |
| "loss": 0.010825751030995116, |
| "gate_mcc": 0.9916937091376042, |
| "gate_f1": 0.9972200073271125, |
| "exist_mcc": 0.9769144864365322, |
| "exist_auroc": 0.9996833205223083, |
| "exist_f1": 0.9817231130342686, |
| "exist_P": 0.9790653636441492, |
| "exist_R": 0.9843953310371221, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999997135692295 |
| }, |
| "val": { |
| "gate_loss": 0.11849359076259806, |
| "exist_loss": 0.011004614115517132, |
| "type_loss": 1.698663731415971e-05, |
| "loss": 0.12951519151542937, |
| "gate_mcc": 0.9201503215013334, |
| "gate_f1": 0.9376910677561001, |
| "exist_mcc": 0.9643311729706088, |
| "exist_auroc": 0.9989241361618042, |
| "exist_f1": 0.9717763821043653, |
| "exist_P": 0.9692962103634958, |
| "exist_R": 0.9742692786069652, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999934132419416 |
| }, |
| "lr": 1.3532336889284414e-05, |
| "arch": "gcn" |
| }, |
| { |
| "epoch": 157, |
| "train": { |
| "gate_loss": 0.005700731344390574, |
| "exist_loss": 0.004764218284655613, |
| "type_loss": 7.696174030876044e-07, |
| "loss": 0.010465719246449276, |
| "gate_mcc": 0.9916714642938428, |
| "gate_f1": 0.99721292398753, |
| "exist_mcc": 0.9775662521676578, |
| "exist_auroc": 0.9996992945671082, |
| "exist_f1": 0.9822390359560532, |
| "exist_P": 0.9795427081648382, |
| "exist_R": 0.984950248756219, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999995088194049 |
| }, |
| "val": { |
| "gate_loss": 0.11935715229876023, |
| "exist_loss": 0.011130072508382806, |
| "type_loss": 1.2472087676193512e-05, |
| "loss": 0.13049969689481922, |
| "gate_mcc": 0.9206902308516536, |
| "gate_f1": 0.9381150959132609, |
| "exist_mcc": 0.9637455216938975, |
| "exist_auroc": 0.9989164471626282, |
| "exist_f1": 0.9713133819196775, |
| "exist_P": 0.9687596659449428, |
| "exist_R": 0.9738805970149254, |
| "type_acc": 1.0, |
| "type_trueprob": 0.9999951094537232 |
| }, |
| "lr": 1.2993113946863446e-05, |
| "arch": "gcn" |
| } |
| ] |
