qingxin1999's picture
Restructure: all figure data under Data/ prefix
b5f096e verified
Raw
History Blame Contribute Delete
174 kB
[
{
"epoch": 1,
"train": {
"gate_loss": 0.29592869957221407,
"exist_loss": 0.10670332298874803,
"type_loss": 1.75679987992762,
"loss": 2.159431902488582,
"gate_mcc": 0.5663520587514194,
"gate_f1": 0.8471847891721528,
"exist_mcc": 0.4500931230028131,
"exist_auroc": 0.8103771209716797,
"exist_f1": 0.5119196682160504,
"exist_P": 0.7078596645326937,
"exist_R": 0.400937619594336,
"type_acc": 0.7521431305013394,
"type_trueprob": 0.4969795042009496
},
"val": {
"gate_loss": 0.24432460373712894,
"exist_loss": 0.07412077735894257,
"type_loss": 0.7822242033081731,
"loss": 1.1006695844042447,
"gate_mcc": 0.6695805580394077,
"gate_f1": 0.7402700555996823,
"exist_mcc": 0.78808484174531,
"exist_auroc": 0.9085966348648071,
"exist_f1": 0.8181778227046984,
"exist_P": 0.9412478511477399,
"exist_R": 0.7235696517412935,
"type_acc": 0.9417754975124378,
"type_trueprob": 0.7208836914007715
},
"lr": 5e-06,
"arch": "mpnn"
},
{
"epoch": 2,
"train": {
"gate_loss": 0.1287997331189177,
"exist_loss": 0.06746322612684315,
"type_loss": 0.3410835677737187,
"loss": 0.5373465270194795,
"gate_mcc": 0.8126658011245654,
"gate_f1": 0.9317562500464066,
"exist_mcc": 0.7221468495166576,
"exist_auroc": 0.9263859391212463,
"exist_f1": 0.7741385993186315,
"exist_P": 0.8289462187076762,
"exist_R": 0.7261289705319556,
"type_acc": 0.9635859165709912,
"type_trueprob": 0.9249090056012428
},
"val": {
"gate_loss": 0.08837260105004482,
"exist_loss": 0.04849080568768317,
"type_loss": 0.20697178569697028,
"loss": 0.3438351924346983,
"gate_mcc": 0.892711205621322,
"gate_f1": 0.9151051394830391,
"exist_mcc": 0.7962913784696469,
"exist_auroc": 0.9640670418739319,
"exist_f1": 0.8235346162353462,
"exist_P": 0.9555487116312493,
"exist_R": 0.7235696517412935,
"type_acc": 0.9754353233830846,
"type_trueprob": 0.9651049903654192
},
"lr": 1e-05,
"arch": "mpnn"
},
{
"epoch": 3,
"train": {
"gate_loss": 0.10125025223840245,
"exist_loss": 0.05078836484447817,
"type_loss": 0.1553890415726171,
"loss": 0.3074276586554977,
"gate_mcc": 0.8472218914999052,
"gate_f1": 0.9447747507912563,
"exist_mcc": 0.78685255255563,
"exist_auroc": 0.9608426094055176,
"exist_f1": 0.8278225786217176,
"exist_P": 0.8704686724991294,
"exist_R": 0.78915996938385,
"type_acc": 0.9913030998851894,
"type_trueprob": 0.9787880441670759
},
"val": {
"gate_loss": 0.08062092794644535,
"exist_loss": 0.03968035545561364,
"type_loss": 0.08303906749599736,
"loss": 0.20334035089805635,
"gate_mcc": 0.8911321334114555,
"gate_f1": 0.9152283667958201,
"exist_mcc": 0.8228058824665635,
"exist_auroc": 0.9776343107223511,
"exist_f1": 0.8523020881867084,
"exist_P": 0.9363424848766868,
"exist_R": 0.7821050995024875,
"type_acc": 0.9947916666666666,
"type_trueprob": 0.9905725874989039
},
"lr": 1.5e-05,
"arch": "mpnn"
},
{
"epoch": 4,
"train": {
"gate_loss": 0.09226375962021072,
"exist_loss": 0.041379876422519314,
"type_loss": 0.07881086472099282,
"loss": 0.21245450076372285,
"gate_mcc": 0.8606987629221428,
"gate_f1": 0.9498254187366666,
"exist_mcc": 0.8158421142653336,
"exist_auroc": 0.9759397506713867,
"exist_f1": 0.8519766720436779,
"exist_P": 0.885214790366665,
"exist_R": 0.8211442786069652,
"type_acc": 0.9958859548411787,
"type_trueprob": 0.9902732891457956
},
"val": {
"gate_loss": 0.07817122661900625,
"exist_loss": 0.03138164241545793,
"type_loss": 0.031121522599333963,
"loss": 0.14067439163379813,
"gate_mcc": 0.8969857071445038,
"gate_f1": 0.9198899877113933,
"exist_mcc": 0.8567969585454741,
"exist_auroc": 0.9867796301841736,
"exist_f1": 0.8849571756001446,
"exist_P": 0.9166180758017493,
"exist_R": 0.855410447761194,
"type_acc": 0.9984452736318408,
"type_trueprob": 0.9959539281788157
},
"lr": 2e-05,
"arch": "mpnn"
},
{
"epoch": 5,
"train": {
"gate_loss": 0.0859198100073006,
"exist_loss": 0.03342174572276175,
"type_loss": 0.0325702844579589,
"loss": 0.15191184018802126,
"gate_mcc": 0.8708602709062687,
"gate_f1": 0.9537745505961366,
"exist_mcc": 0.8490640820289127,
"exist_auroc": 0.9851765632629395,
"exist_f1": 0.8796477781353303,
"exist_P": 0.8968859989262066,
"exist_R": 0.8630597014925373,
"type_acc": 0.9985265977803292,
"type_trueprob": 0.9961566955706556
},
"val": {
"gate_loss": 0.07696881626097457,
"exist_loss": 0.025581231528601926,
"type_loss": 0.010631196794347738,
"loss": 0.11318124458392423,
"gate_mcc": 0.9020037465525456,
"gate_f1": 0.9239881539980256,
"exist_mcc": 0.8838769981778988,
"exist_auroc": 0.9912687540054321,
"exist_f1": 0.9078519678872136,
"exist_P": 0.9147660011048852,
"exist_R": 0.9010416666666666,
"type_acc": 0.9993781094527363,
"type_trueprob": 0.998515132972183
},
"lr": 2.5e-05,
"arch": "mpnn"
},
{
"epoch": 6,
"train": {
"gate_loss": 0.07771042263730793,
"exist_loss": 0.028084975699239147,
"type_loss": 0.013382974800309248,
"loss": 0.11917837313685634,
"gate_mcc": 0.8838931805710007,
"gate_f1": 0.9585790116014057,
"exist_mcc": 0.8722329735856639,
"exist_auroc": 0.9896633625030518,
"exist_f1": 0.8984558560474944,
"exist_P": 0.9080878760041436,
"exist_R": 0.8890260237275163,
"type_acc": 0.9993781094527363,
"type_trueprob": 0.9983238664021951
},
"val": {
"gate_loss": 0.07301649731897375,
"exist_loss": 0.02242797334033691,
"type_loss": 0.003740265875210599,
"loss": 0.09918473653452127,
"gate_mcc": 0.906536863674058,
"gate_f1": 0.927571445100081,
"exist_mcc": 0.9050443392280393,
"exist_auroc": 0.9935232400894165,
"exist_f1": 0.9249836921069798,
"exist_P": 0.9133136318860348,
"exist_R": 0.9369558457711443,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9994206518324008
},
"lr": 3e-05,
"arch": "mpnn"
},
{
"epoch": 7,
"train": {
"gate_loss": 0.0739589658362282,
"exist_loss": 0.024392584635226977,
"type_loss": 0.0066004206869840695,
"loss": 0.10495197115843924,
"gate_mcc": 0.8905529730808889,
"gate_f1": 0.9612210918532753,
"exist_mcc": 0.8895013992118305,
"exist_auroc": 0.9922235608100891,
"exist_f1": 0.9124002476114611,
"exist_P": 0.9152506474376871,
"exist_R": 0.9095675468809797,
"type_acc": 0.9996172981247609,
"type_trueprob": 0.9990777954031488
},
"val": {
"gate_loss": 0.06977937251988658,
"exist_loss": 0.020206760419526473,
"type_loss": 0.0028010519543329657,
"loss": 0.09278718489374602,
"gate_mcc": 0.9114793343354868,
"gate_f1": 0.9313878756296683,
"exist_mcc": 0.9101723700633922,
"exist_auroc": 0.9948211908340454,
"exist_f1": 0.9290352150332288,
"exist_P": 0.9132001802072384,
"exist_R": 0.945429104477612,
"type_acc": 0.9997667910447762,
"type_trueprob": 0.9995697546583503
},
"lr": 3.5e-05,
"arch": "mpnn"
},
{
"epoch": 8,
"train": {
"gate_loss": 0.06884116908511187,
"exist_loss": 0.022299349930912035,
"type_loss": 0.006210267066077169,
"loss": 0.09735078608210107,
"gate_mcc": 0.89988835834093,
"gate_f1": 0.9647181108817545,
"exist_mcc": 0.897255477035669,
"exist_auroc": 0.9935066103935242,
"exist_f1": 0.9186276150627616,
"exist_P": 0.918254385545624,
"exist_R": 0.9190011481056257,
"type_acc": 0.9997129735935706,
"type_trueprob": 0.9993468502495785
},
"val": {
"gate_loss": 0.06811736246414143,
"exist_loss": 0.018917945877553095,
"type_loss": 0.001265875692572572,
"loss": 0.0883011840342671,
"gate_mcc": 0.915209517672375,
"gate_f1": 0.9343393618246746,
"exist_mcc": 0.9144181998789429,
"exist_auroc": 0.9955382943153381,
"exist_f1": 0.9323462414578588,
"exist_P": 0.9111754229741763,
"exist_R": 0.9545242537313433,
"type_acc": 0.9996890547263682,
"type_trueprob": 0.9996478504672721
},
"lr": 4e-05,
"arch": "mpnn"
},
{
"epoch": 9,
"train": {
"gate_loss": 0.06648852070616702,
"exist_loss": 0.020586610891158347,
"type_loss": 0.002390217753448294,
"loss": 0.08946534935077366,
"gate_mcc": 0.9052245024255323,
"gate_f1": 0.9667769959740763,
"exist_mcc": 0.9046298871749956,
"exist_auroc": 0.9944562911987305,
"exist_f1": 0.9245021859905688,
"exist_P": 0.9224065678692521,
"exist_R": 0.9266073478760046,
"type_acc": 0.9998756218905472,
"type_trueprob": 0.9996278788365489
},
"val": {
"gate_loss": 0.06627658572404065,
"exist_loss": 0.017492214607977133,
"type_loss": 0.0004752798660593504,
"loss": 0.08424408019807712,
"gate_mcc": 0.9153836435923954,
"gate_f1": 0.9344902884725894,
"exist_mcc": 0.9188938213195798,
"exist_auroc": 0.9961342215538025,
"exist_f1": 0.935877456383747,
"exist_P": 0.9156563778356266,
"exist_R": 0.957011815920398,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.999851524190449
},
"lr": 4.5e-05,
"arch": "mpnn"
},
{
"epoch": 10,
"train": {
"gate_loss": 0.06371423695041378,
"exist_loss": 0.019136372243765177,
"type_loss": 0.0018177685318725675,
"loss": 0.08466837772605153,
"gate_mcc": 0.9074527960808707,
"gate_f1": 0.9675845445913374,
"exist_mcc": 0.9112175121570786,
"exist_auroc": 0.995216429233551,
"exist_f1": 0.9297418866054539,
"exist_P": 0.9260837786784877,
"exist_R": 0.9334290088021431,
"type_acc": 0.9998756218905472,
"type_trueprob": 0.9997349935065181
},
"val": {
"gate_loss": 0.06383135148992894,
"exist_loss": 0.016494899121638686,
"type_loss": 0.0007354654784948575,
"loss": 0.08106171609006248,
"gate_mcc": 0.9191951144908759,
"gate_f1": 0.9374426078971534,
"exist_mcc": 0.9246058597987734,
"exist_auroc": 0.9965416193008423,
"exist_f1": 0.9403756939691231,
"exist_P": 0.9204257853208277,
"exist_R": 0.9612095771144279,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998613976831756
},
"lr": 5e-05,
"arch": "mpnn"
},
{
"epoch": 11,
"train": {
"gate_loss": 0.059775025943679186,
"exist_loss": 0.018036030766285426,
"type_loss": 0.0009138460373140544,
"loss": 0.07872490274727866,
"gate_mcc": 0.9151615146061638,
"gate_f1": 0.9704370648489046,
"exist_mcc": 0.9163217608769629,
"exist_auroc": 0.9957334995269775,
"exist_f1": 0.9338025824554729,
"exist_P": 0.928393777483569,
"exist_R": 0.9392747799464217,
"type_acc": 0.9999617298124761,
"type_trueprob": 0.9998579393891234
},
"val": {
"gate_loss": 0.06461091187057129,
"exist_loss": 0.015859519156126163,
"type_loss": 0.0007762283638677356,
"loss": 0.08124665939056519,
"gate_mcc": 0.9199626919361437,
"gate_f1": 0.9380399336346472,
"exist_mcc": 0.927808170925085,
"exist_auroc": 0.9968289732933044,
"exist_f1": 0.9428679817905917,
"exist_P": 0.9207913455838767,
"exist_R": 0.9660292288557214,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998764965812958
},
"lr": 4.9996650972315495e-05,
"arch": "mpnn"
},
{
"epoch": 12,
"train": {
"gate_loss": 0.058510714498030275,
"exist_loss": 0.01722859180979374,
"type_loss": 0.00023585520895392587,
"loss": 0.07597516151677795,
"gate_mcc": 0.9166305989794192,
"gate_f1": 0.9709084809544993,
"exist_mcc": 0.9198117043249117,
"exist_auroc": 0.9960959553718567,
"exist_f1": 0.9365754042694655,
"exist_P": 0.9298411051911925,
"exist_R": 0.943407960199005,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999180687555079
},
"val": {
"gate_loss": 0.06211150922965368,
"exist_loss": 0.015136366800934616,
"type_loss": 0.001581989714991944,
"loss": 0.07882986574558025,
"gate_mcc": 0.9238969819967287,
"gate_f1": 0.9410751206064782,
"exist_mcc": 0.9308620707501272,
"exist_auroc": 0.9970659613609314,
"exist_f1": 0.9452955711841855,
"exist_P": 0.9250055799419686,
"exist_R": 0.9664956467661692,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998646161671895
},
"lr": 4.998660480485269e-05,
"arch": "mpnn"
},
{
"epoch": 13,
"train": {
"gate_loss": 0.0552236654293637,
"exist_loss": 0.01632322505202489,
"type_loss": 0.00013531983997992265,
"loss": 0.07168221032136853,
"gate_mcc": 0.9206519448105277,
"gate_f1": 0.972396861590914,
"exist_mcc": 0.924205430344262,
"exist_auroc": 0.9964807629585266,
"exist_f1": 0.9400496697389726,
"exist_P": 0.933176834384516,
"exist_R": 0.9470244929200153,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999528223556712
},
"val": {
"gate_loss": 0.06124918070857622,
"exist_loss": 0.014550898636187136,
"type_loss": 0.0012246318951344025,
"loss": 0.07702471123989775,
"gate_mcc": 0.924165657008797,
"gate_f1": 0.9412840889600366,
"exist_mcc": 0.9333453257218685,
"exist_auroc": 0.9972907304763794,
"exist_f1": 0.9472602739726027,
"exist_P": 0.927772808586762,
"exist_R": 0.9675839552238806,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998712164549092
},
"lr": 4.996986424413347e-05,
"arch": "mpnn"
},
{
"epoch": 14,
"train": {
"gate_loss": 0.05271818074946022,
"exist_loss": 0.015915123037698802,
"type_loss": 0.0003474392704708605,
"loss": 0.06898074305762988,
"gate_mcc": 0.9259354616328891,
"gate_f1": 0.9743123271721728,
"exist_mcc": 0.9261765706956648,
"exist_auroc": 0.9966518878936768,
"exist_f1": 0.9416114166931645,
"exist_P": 0.9342116415071241,
"exist_R": 0.9491293532338309,
"type_acc": 0.999980864906238,
"type_trueprob": 0.9999281301107892
},
"val": {
"gate_loss": 0.05979731998273304,
"exist_loss": 0.01430481127321933,
"type_loss": 0.0011388668725487647,
"loss": 0.07524099812850113,
"gate_mcc": 0.9275551072359725,
"gate_f1": 0.9439038351459644,
"exist_mcc": 0.9341513250137641,
"exist_auroc": 0.9973926544189453,
"exist_f1": 0.9478680183771879,
"exist_P": 0.926445483559712,
"exist_R": 0.9703047263681592,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998989775591526
},
"lr": 4.994643386685998e-05,
"arch": "mpnn"
},
{
"epoch": 15,
"train": {
"gate_loss": 0.051123137455266685,
"exist_loss": 0.015357196523384398,
"type_loss": 7.510279974780476e-05,
"loss": 0.06655543677839888,
"gate_mcc": 0.9279340521733094,
"gate_f1": 0.9750163695889414,
"exist_mcc": 0.9283772329467931,
"exist_auroc": 0.9968880414962769,
"exist_f1": 0.9433534456587734,
"exist_P": 0.9354726424324528,
"exist_R": 0.9513681592039801,
"type_acc": 1.0,
"type_trueprob": 0.9999707825285148
},
"val": {
"gate_loss": 0.06024990080218607,
"exist_loss": 0.013728015548963033,
"type_loss": 0.0011378437245706196,
"loss": 0.07511576007571973,
"gate_mcc": 0.9270419663602742,
"gate_f1": 0.9435018566123965,
"exist_mcc": 0.9354212845650599,
"exist_auroc": 0.997590184211731,
"exist_f1": 0.948894554587313,
"exist_P": 0.9294073797987328,
"exist_R": 0.9692164179104478,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999127173749962
},
"lr": 4.991632007866342e-05,
"arch": "mpnn"
},
{
"epoch": 16,
"train": {
"gate_loss": 0.04907070478765983,
"exist_loss": 0.014906228796296245,
"type_loss": 7.196623249846554e-05,
"loss": 0.06404889981645455,
"gate_mcc": 0.9319062868264174,
"gate_f1": 0.9764680232558139,
"exist_mcc": 0.9305382024634349,
"exist_auroc": 0.9970592856407166,
"exist_f1": 0.9450620328565467,
"exist_P": 0.9369921757448089,
"exist_R": 0.9532721010332951,
"type_acc": 1.0,
"type_trueprob": 0.9999693616158288
},
"val": {
"gate_loss": 0.05777309651201629,
"exist_loss": 0.01337378082480959,
"type_loss": 0.0013574896096375008,
"loss": 0.07250436694646338,
"gate_mcc": 0.9313109531389968,
"gate_f1": 0.9468024253517905,
"exist_mcc": 0.9387246051440409,
"exist_auroc": 0.9977009892463684,
"exist_f1": 0.9515066092720278,
"exist_P": 0.9329199970120265,
"exist_R": 0.9708488805970149,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999030256894097
},
"lr": 4.987953111235279e-05,
"arch": "mpnn"
},
{
"epoch": 17,
"train": {
"gate_loss": 0.047072086287247225,
"exist_loss": 0.01444063721459023,
"type_loss": 6.289226983790565e-05,
"loss": 0.061575615771675356,
"gate_mcc": 0.9340028031307216,
"gate_f1": 0.9771987444050457,
"exist_mcc": 0.9328964894813002,
"exist_auroc": 0.9972408413887024,
"exist_f1": 0.9469256123876597,
"exist_P": 0.9388442187426529,
"exist_R": 0.9551473402219671,
"type_acc": 1.0,
"type_trueprob": 0.9999734340569912
},
"val": {
"gate_loss": 0.05718407211650785,
"exist_loss": 0.013079357010778912,
"type_loss": 0.0012763583590926675,
"loss": 0.07153978748637942,
"gate_mcc": 0.9316043972364753,
"gate_f1": 0.9470198675496689,
"exist_mcc": 0.9398999686480843,
"exist_auroc": 0.9977961778640747,
"exist_f1": 0.9524500076324225,
"exist_P": 0.9354572713643179,
"exist_R": 0.9700715174129353,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999164868127647
},
"lr": 4.983607702566414e-05,
"arch": "mpnn"
},
{
"epoch": 18,
"train": {
"gate_loss": 0.045715004972431104,
"exist_loss": 0.014302206159468742,
"type_loss": 0.004927504473485102,
"loss": 0.06494471560538495,
"gate_mcc": 0.9367487631723311,
"gate_f1": 0.9781760873828009,
"exist_mcc": 0.9340729219622526,
"exist_auroc": 0.9972865581512451,
"exist_f1": 0.9478556118287524,
"exist_P": 0.9396743014028358,
"exist_R": 0.9561806352851129,
"type_acc": 0.9997990815154995,
"type_trueprob": 0.9996843588384139
},
"val": {
"gate_loss": 0.05701208084836066,
"exist_loss": 0.013158746887278524,
"type_loss": 0.0005023071598741767,
"loss": 0.07067313489551336,
"gate_mcc": 0.9329656253847673,
"gate_f1": 0.94807868252516,
"exist_mcc": 0.940020363386054,
"exist_auroc": 0.9978009462356567,
"exist_f1": 0.952496769780345,
"exist_P": 0.9317472118959108,
"exist_R": 0.9741915422885572,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999181403968465
},
"lr": 4.97859696985109e-05,
"arch": "mpnn"
},
{
"epoch": 19,
"train": {
"gate_loss": 0.04334068398345748,
"exist_loss": 0.014139548723290457,
"type_loss": 0.0003730780722487018,
"loss": 0.057853310778996636,
"gate_mcc": 0.9407604905229031,
"gate_f1": 0.9796001306288327,
"exist_mcc": 0.9346169846395747,
"exist_auroc": 0.9973489046096802,
"exist_f1": 0.9482854283939318,
"exist_P": 0.9401310778662705,
"exist_R": 0.9565824722541141,
"type_acc": 0.9999617298124761,
"type_trueprob": 0.999919895445119
},
"val": {
"gate_loss": 0.05589997578512364,
"exist_loss": 0.012640129762293515,
"type_loss": 0.0006498174203697929,
"loss": 0.06918992296778695,
"gate_mcc": 0.9350688719661419,
"gate_f1": 0.9497053270012016,
"exist_mcc": 0.9423223564453738,
"exist_auroc": 0.997931718826294,
"exist_f1": 0.9543581132651503,
"exist_P": 0.9373313343328336,
"exist_R": 0.9720149253731343,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998932743250434
},
"lr": 4.9729222829735984e-05,
"arch": "mpnn"
},
{
"epoch": 20,
"train": {
"gate_loss": 0.041964744806180225,
"exist_loss": 0.01352101349894971,
"type_loss": 0.00034222231846303436,
"loss": 0.05582798062359297,
"gate_mcc": 0.9421369138057872,
"gate_f1": 0.9800828611024446,
"exist_mcc": 0.9370887105702056,
"exist_auroc": 0.9975652694702148,
"exist_f1": 0.9502400553572868,
"exist_P": 0.941525081476055,
"exist_R": 0.9591178721775737,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999610333710943
},
"val": {
"gate_loss": 0.05661590224774145,
"exist_loss": 0.012455044863610891,
"type_loss": 0.0005750555702662684,
"loss": 0.06964600268161861,
"gate_mcc": 0.9338850695723935,
"gate_f1": 0.9487809056129732,
"exist_mcc": 0.9437435174608684,
"exist_auroc": 0.9979871511459351,
"exist_f1": 0.9554884804951668,
"exist_P": 0.9395146141708618,
"exist_R": 0.9720149253731343,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999112039433783
},
"lr": 4.96658519333667e-05,
"arch": "mpnn"
},
{
"epoch": 21,
"train": {
"gate_loss": 0.04059815178136773,
"exist_loss": 0.013090704032382803,
"type_loss": 3.111776249693504e-05,
"loss": 0.05371997357624747,
"gate_mcc": 0.9448057597842522,
"gate_f1": 0.981039045789073,
"exist_mcc": 0.939200929472201,
"exist_auroc": 0.9977231025695801,
"exist_f1": 0.9519081689259349,
"exist_P": 0.9435467952513887,
"exist_R": 0.9604190585533869,
"type_acc": 1.0,
"type_trueprob": 0.9999851570611159
},
"val": {
"gate_loss": 0.05689535383132654,
"exist_loss": 0.012128476469003805,
"type_loss": 0.0006396199464272233,
"loss": 0.06966345024675756,
"gate_mcc": 0.9334071498855662,
"gate_f1": 0.948414738646101,
"exist_mcc": 0.9446978166344026,
"exist_auroc": 0.9980841279029846,
"exist_f1": 0.956258618048108,
"exist_P": 0.9425400181214135,
"exist_R": 0.9703824626865671,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999004477885232
},
"lr": 4.959587433437337e-05,
"arch": "mpnn"
},
{
"epoch": 22,
"train": {
"gate_loss": 0.03920312500436721,
"exist_loss": 0.012809008527240566,
"type_loss": 2.482203599238021e-05,
"loss": 0.052036955567600164,
"gate_mcc": 0.9466458785378719,
"gate_f1": 0.9816816359669154,
"exist_mcc": 0.9407059090023352,
"exist_auroc": 0.9978200197219849,
"exist_f1": 0.9530975171504834,
"exist_P": 0.9446464988205663,
"exist_R": 0.9617011098354382,
"type_acc": 1.0,
"type_trueprob": 0.9999878665472965
},
"val": {
"gate_loss": 0.05684239394369358,
"exist_loss": 0.011906791424295064,
"type_loss": 0.0006274547102768337,
"loss": 0.06937664007826548,
"gate_mcc": 0.9347456280870521,
"gate_f1": 0.9494407669481854,
"exist_mcc": 0.9460852332991758,
"exist_auroc": 0.9981495141983032,
"exist_f1": 0.9573546879190773,
"exist_P": 0.9439365319229316,
"exist_R": 0.9711598258706468,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998891915922141
},
"lr": 4.9519309163932836e-05,
"arch": "mpnn"
},
{
"epoch": 23,
"train": {
"gate_loss": 0.037631199817099885,
"exist_loss": 0.012470530960902431,
"type_loss": 3.799439407760337e-05,
"loss": 0.050139725172079916,
"gate_mcc": 0.9481811598798542,
"gate_f1": 0.9822436338609773,
"exist_mcc": 0.9418711262065426,
"exist_auroc": 0.9979363679885864,
"exist_f1": 0.9540177555201457,
"exist_P": 0.94583615436696,
"exist_R": 0.9623421354764639,
"type_acc": 1.0,
"type_trueprob": 0.9999820496084313
},
"val": {
"gate_loss": 0.055132801766436694,
"exist_loss": 0.011719303124397397,
"type_loss": 0.0005529655925208132,
"loss": 0.06740507048335491,
"gate_mcc": 0.9364257314824772,
"gate_f1": 0.9507391974427765,
"exist_mcc": 0.9466872959104575,
"exist_auroc": 0.9982092380523682,
"exist_f1": 0.9578361787838098,
"exist_P": 0.9456101810468904,
"exist_R": 0.9703824626865671,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999189290834304
},
"lr": 4.9436177354198194e-05,
"arch": "mpnn"
},
{
"epoch": 24,
"train": {
"gate_loss": 0.03499557589140766,
"exist_loss": 0.012180504869063361,
"type_loss": 2.149683362027743e-05,
"loss": 0.047197577594091294,
"gate_mcc": 0.9526995436665382,
"gate_f1": 0.9838095376015523,
"exist_mcc": 0.943861754734683,
"exist_auroc": 0.9980247020721436,
"exist_f1": 0.9555902403848435,
"exist_P": 0.9477354211561444,
"exist_R": 0.9635763490241103,
"type_acc": 1.0,
"type_trueprob": 0.999989805283603
},
"val": {
"gate_loss": 0.0548000462611023,
"exist_loss": 0.011466092539649473,
"type_loss": 0.000983935654543831,
"loss": 0.0672500744552956,
"gate_mcc": 0.9365713523960789,
"gate_f1": 0.9508439781021897,
"exist_mcc": 0.9477063418196854,
"exist_auroc": 0.9982854127883911,
"exist_f1": 0.9586402701043585,
"exist_P": 0.9464393939393939,
"exist_R": 0.9711598258706468,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999148262599807
},
"lr": 4.9346501632576154e-05,
"arch": "mpnn"
},
{
"epoch": 25,
"train": {
"gate_loss": 0.03401063287554236,
"exist_loss": 0.011896159039826916,
"type_loss": 2.9801726030646676e-05,
"loss": 0.045936593641399924,
"gate_mcc": 0.9530229192080801,
"gate_f1": 0.9839277181703662,
"exist_mcc": 0.9451445945887255,
"exist_auroc": 0.9981139302253723,
"exist_f1": 0.9566038452048814,
"exist_P": 0.9488779698030799,
"exist_R": 0.9644565633371603,
"type_acc": 1.0,
"type_trueprob": 0.9999841378376578
},
"val": {
"gate_loss": 0.05834082496101082,
"exist_loss": 0.011463505508354082,
"type_loss": 0.0006974576997269624,
"loss": 0.07050178816909186,
"gate_mcc": 0.934802341580712,
"gate_f1": 0.9494512992551317,
"exist_mcc": 0.9482602077202369,
"exist_auroc": 0.998301088809967,
"exist_f1": 0.9590710508162795,
"exist_P": 0.9458049886621315,
"exist_R": 0.972714552238806,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999165825582855
},
"lr": 4.9250306515513604e-05,
"arch": "mpnn"
},
{
"epoch": 26,
"train": {
"gate_loss": 0.03205616040313607,
"exist_loss": 0.011674110660668832,
"type_loss": 2.4368320217121893e-05,
"loss": 0.04375463938402203,
"gate_mcc": 0.9567757312031694,
"gate_f1": 0.985251889624245,
"exist_mcc": 0.9458995542057889,
"exist_auroc": 0.9981817603111267,
"exist_f1": 0.9572004744958482,
"exist_P": 0.9494963757883838,
"exist_R": 0.9650306161500192,
"type_acc": 1.0,
"type_trueprob": 0.9999906140636585
},
"val": {
"gate_loss": 0.057799876013830444,
"exist_loss": 0.011195156593037804,
"type_loss": 0.0010737384989822035,
"loss": 0.07006877110585046,
"gate_mcc": 0.9333919701704012,
"gate_f1": 0.9483552070905061,
"exist_mcc": 0.950400716720484,
"exist_auroc": 0.998361349105835,
"exist_f1": 0.9607640087446784,
"exist_P": 0.9482171246877129,
"exist_R": 0.9736473880597015,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999110605660363
},
"lr": 4.9147618301795053e-05,
"arch": "mpnn"
},
{
"epoch": 27,
"train": {
"gate_loss": 0.030964927900246967,
"exist_loss": 0.011289153305186213,
"type_loss": 3.0055085244480545e-05,
"loss": 0.04228413629067766,
"gate_mcc": 0.9585975616278481,
"gate_f1": 0.9858857556037599,
"exist_mcc": 0.9479377831228114,
"exist_auroc": 0.998306155204773,
"exist_f1": 0.9588101773147313,
"exist_P": 0.9518224501725341,
"exist_R": 0.9659012629161883,
"type_acc": 1.0,
"type_trueprob": 0.9999906147206099
},
"val": {
"gate_loss": 0.05827116199234347,
"exist_loss": 0.011108620701203865,
"type_loss": 0.0008671009526735102,
"loss": 0.07024688364622084,
"gate_mcc": 0.9349773482890528,
"gate_f1": 0.9495822202012164,
"exist_mcc": 0.9507256043899045,
"exist_auroc": 0.9983875751495361,
"exist_f1": 0.9610259954690319,
"exist_P": 0.9495409363381137,
"exist_R": 0.9727922885572139,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999125869713019
},
"lr": 4.903846506535279e-05,
"arch": "mpnn"
},
{
"epoch": 28,
"train": {
"gate_loss": 0.030609918658833717,
"exist_loss": 0.011630313428696719,
"type_loss": 0.0013729141471458446,
"loss": 0.043613146234676284,
"gate_mcc": 0.9589994614101752,
"gate_f1": 0.9860437551044008,
"exist_mcc": 0.9459624332599131,
"exist_auroc": 0.9981961846351624,
"exist_f1": 0.9572494588539096,
"exist_P": 0.9499265149231233,
"exist_R": 0.9646861844623039,
"type_acc": 0.9999425947187142,
"type_trueprob": 0.9999167169686984
},
"val": {
"gate_loss": 0.05835805897846294,
"exist_loss": 0.01107214265575505,
"type_loss": 0.0012779044369995128,
"loss": 0.07070810607121751,
"gate_mcc": 0.9352359178643533,
"gate_f1": 0.9497867500710834,
"exist_mcc": 0.9504936131121894,
"exist_auroc": 0.9984001517295837,
"exist_f1": 0.9608377124007519,
"exist_P": 0.948360717801166,
"exist_R": 0.9736473880597015,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999026058621667
},
"lr": 4.892287664759177e-05,
"arch": "mpnn"
},
{
"epoch": 29,
"train": {
"gate_loss": 0.028920990167093867,
"exist_loss": 0.01099062639320831,
"type_loss": 7.596110169000059e-05,
"loss": 0.03998757766199218,
"gate_mcc": 0.9611609833008521,
"gate_f1": 0.9867832496296564,
"exist_mcc": 0.9491299312568456,
"exist_auroc": 0.998388409614563,
"exist_f1": 0.9597536733135019,
"exist_P": 0.9519090506978364,
"exist_R": 0.9677286643704555,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999795750188408
},
"val": {
"gate_loss": 0.06076340093369724,
"exist_loss": 0.010982258549823909,
"type_loss": 0.0011314092777284708,
"loss": 0.07287706876124961,
"gate_mcc": 0.9328472692486937,
"gate_f1": 0.9478930675124604,
"exist_mcc": 0.9506756932166796,
"exist_auroc": 0.9984261393547058,
"exist_f1": 0.9609900457358086,
"exist_P": 0.9503610794374763,
"exist_R": 0.9718594527363185,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.999879738139869
},
"lr": 4.880088464923127e-05,
"arch": "mpnn"
},
{
"epoch": 30,
"train": {
"gate_loss": 0.027031869889022512,
"exist_loss": 0.010715419643510249,
"type_loss": 0.00035471906385545643,
"loss": 0.038102008596388216,
"gate_mcc": 0.9638210859361807,
"gate_f1": 0.9876978422463176,
"exist_mcc": 0.9506561264978409,
"exist_auroc": 0.9984657764434814,
"exist_f1": 0.9609595640761537,
"exist_P": 0.9535413860341563,
"exist_R": 0.9684940681209337,
"type_acc": 0.999980864906238,
"type_trueprob": 0.9999738072053345
},
"val": {
"gate_loss": 0.06055093380923673,
"exist_loss": 0.010800945127735483,
"type_loss": 0.0014282039429493144,
"loss": 0.07278008287992153,
"gate_mcc": 0.9325728922336491,
"gate_f1": 0.947678369195923,
"exist_mcc": 0.9523474345387293,
"exist_auroc": 0.9984859228134155,
"exist_f1": 0.9623083720751527,
"exist_P": 0.9513788650003798,
"exist_R": 0.9734919154228856,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999045982252602
},
"lr": 4.867252242166555e-05,
"arch": "mpnn"
},
{
"epoch": 31,
"train": {
"gate_loss": 0.025804962363468156,
"exist_loss": 0.010441555851660305,
"type_loss": 1.3223974696456732e-05,
"loss": 0.03625974218982492,
"gate_mcc": 0.9647381629103047,
"gate_f1": 0.9880287079957834,
"exist_mcc": 0.9519474077742953,
"exist_auroc": 0.9985426068305969,
"exist_f1": 0.9619801284577006,
"exist_P": 0.9546700837628259,
"exist_R": 0.9694029850746269,
"type_acc": 1.0,
"type_trueprob": 0.9999921850532213
},
"val": {
"gate_loss": 0.06296096374506296,
"exist_loss": 0.010646312841767008,
"type_loss": 0.0011427594363948356,
"loss": 0.0747500360232248,
"gate_mcc": 0.9318326562134432,
"gate_f1": 0.9470827679782905,
"exist_mcc": 0.9523759964565962,
"exist_auroc": 0.9985266327857971,
"exist_f1": 0.9623286356130717,
"exist_P": 0.9508992942247856,
"exist_R": 0.9740360696517413,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999189993820676
},
"lr": 4.853782505784596e-05,
"arch": "mpnn"
},
{
"epoch": 32,
"train": {
"gate_loss": 0.024181793005546737,
"exist_loss": 0.01020351890691051,
"type_loss": 4.7379118757734984e-05,
"loss": 0.03443269103121498,
"gate_mcc": 0.9680196702323498,
"gate_f1": 0.9891520090075135,
"exist_mcc": 0.9526294653790922,
"exist_auroc": 0.9986080527305603,
"exist_f1": 0.962518526963858,
"exist_P": 0.9558706974637681,
"exist_R": 0.9692594718714121,
"type_acc": 1.0,
"type_trueprob": 0.9999839114814346
},
"val": {
"gate_loss": 0.06572357919295722,
"exist_loss": 0.010604417344889688,
"type_loss": 0.0015173249633039657,
"loss": 0.07784532150115088,
"gate_mcc": 0.9337112577817428,
"gate_f1": 0.9485481406011208,
"exist_mcc": 0.9520858131855026,
"exist_auroc": 0.9985417127609253,
"exist_f1": 0.9621031593512183,
"exist_P": 0.9514976433024175,
"exist_R": 0.9729477611940298,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999038150061422
},
"lr": 4.83968293826868e-05,
"arch": "mpnn"
},
{
"epoch": 33,
"train": {
"gate_loss": 0.023146294876915996,
"exist_loss": 0.00999337300397393,
"type_loss": 1.0020923547780732e-05,
"loss": 0.03314968880443771,
"gate_mcc": 0.9681419612304643,
"gate_f1": 0.9891960941390434,
"exist_mcc": 0.9539038798083891,
"exist_auroc": 0.9986642599105835,
"exist_f1": 0.9635264564962415,
"exist_P": 0.9564819790517672,
"exist_R": 0.9706754688097972,
"type_acc": 1.0,
"type_trueprob": 0.9999946067217342
},
"val": {
"gate_loss": 0.06623886427958675,
"exist_loss": 0.010496699991415706,
"type_loss": 0.0012407489947619133,
"loss": 0.07797631326576437,
"gate_mcc": 0.9340345895952713,
"gate_f1": 0.9488182281924842,
"exist_mcc": 0.9538622087093563,
"exist_auroc": 0.9985784292221069,
"exist_f1": 0.9635070178811765,
"exist_P": 0.9533521041016665,
"exist_R": 0.9738805970149254,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998994464082505
},
"lr": 4.824957394299783e-05,
"arch": "mpnn"
},
{
"epoch": 34,
"train": {
"gate_loss": 0.022597955806181957,
"exist_loss": 0.009839472971923604,
"type_loss": 3.888202084826321e-05,
"loss": 0.03247631079895383,
"gate_mcc": 0.9695460764167486,
"gate_f1": 0.9896933984377818,
"exist_mcc": 0.9546265945504532,
"exist_auroc": 0.9987010955810547,
"exist_f1": 0.9640978407429213,
"exist_P": 0.956883552606778,
"exist_R": 0.9714217374665136,
"type_acc": 0.999990432453119,
"type_trueprob": 0.999981267471401
},
"val": {
"gate_loss": 0.06592525304119322,
"exist_loss": 0.01040768576458964,
"type_loss": 0.0024111260308570664,
"loss": 0.07874406483663993,
"gate_mcc": 0.9327727249517492,
"gate_f1": 0.9478088775798699,
"exist_mcc": 0.9538974336323675,
"exist_auroc": 0.9986026883125305,
"exist_f1": 0.9635356565889683,
"exist_P": 0.953631795340338,
"exist_R": 0.9736473880597015,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999170550956061
},
"lr": 4.809609899694593e-05,
"arch": "mpnn"
},
{
"epoch": 35,
"train": {
"gate_loss": 0.021935263806962667,
"exist_loss": 0.009645844863406283,
"type_loss": 1.0007242956440721e-05,
"loss": 0.03159111591332539,
"gate_mcc": 0.9709258735215531,
"gate_f1": 0.99015371742251,
"exist_mcc": 0.9554013886538011,
"exist_auroc": 0.9987531900405884,
"exist_f1": 0.9647101290953823,
"exist_P": 0.9578766671068268,
"exist_R": 0.9716417910447761,
"type_acc": 1.0,
"type_trueprob": 0.9999964142137682
},
"val": {
"gate_loss": 0.06935373538713077,
"exist_loss": 0.010184616130902052,
"type_loss": 0.0020398008949689766,
"loss": 0.0815781524130018,
"gate_mcc": 0.9309509573198059,
"gate_f1": 0.9463761571460827,
"exist_mcc": 0.9540732900687476,
"exist_auroc": 0.9986543655395508,
"exist_f1": 0.9636755425581037,
"exist_P": 0.954129838463883,
"exist_R": 0.9734141791044776,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999135359751051
},
"lr": 4.7936446503048906e-05,
"arch": "mpnn"
},
{
"epoch": 36,
"train": {
"gate_loss": 0.021833651920316995,
"exist_loss": 0.009480662706691541,
"type_loss": 1.0769629094538622e-05,
"loss": 0.03132508425610308,
"gate_mcc": 0.9707766141126687,
"gate_f1": 0.9901031522758422,
"exist_mcc": 0.9561476669261129,
"exist_auroc": 0.9987978339195251,
"exist_f1": 0.9653000441765351,
"exist_P": 0.958565646845725,
"exist_R": 0.9721297359357061,
"type_acc": 1.0,
"type_trueprob": 0.9999938183801639
},
"val": {
"gate_loss": 0.06723777387352438,
"exist_loss": 0.010237879987399723,
"type_loss": 0.0019489046707166114,
"loss": 0.07942455853164071,
"gate_mcc": 0.9327556942015232,
"gate_f1": 0.9477848101265823,
"exist_mcc": 0.9544765695909738,
"exist_auroc": 0.9986480474472046,
"exist_f1": 0.9639955331356617,
"exist_P": 0.9551316291491797,
"exist_R": 0.9730254975124378,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999126605504188
},
"lr": 4.777066010870448e-05,
"arch": "mpnn"
},
{
"epoch": 37,
"train": {
"gate_loss": 0.019683378862313285,
"exist_loss": 0.009340416137793055,
"type_loss": 7.561220260904447e-05,
"loss": 0.029099407202715383,
"gate_mcc": 0.9743772585961081,
"gate_f1": 0.9913439569864574,
"exist_mcc": 0.9568257274714119,
"exist_auroc": 0.9988256096839905,
"exist_f1": 0.9658361941662749,
"exist_P": 0.9587210014799732,
"exist_R": 0.9730577879831611,
"type_acc": 0.9999712973593571,
"type_trueprob": 0.9999663208801993
},
"val": {
"gate_loss": 0.0712946006634495,
"exist_loss": 0.010241876105586988,
"type_loss": 0.002399456701023328,
"loss": 0.08393593347005983,
"gate_mcc": 0.9325361292011803,
"gate_f1": 0.9475701882963129,
"exist_mcc": 0.9539926610843469,
"exist_auroc": 0.9986616373062134,
"exist_f1": 0.9636132609449001,
"exist_P": 0.9546807049668117,
"exist_R": 0.972714552238806,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999162424077739
},
"lr": 4.7598785138257496e-05,
"arch": "mpnn"
},
{
"epoch": 38,
"train": {
"gate_loss": 0.018633463995340036,
"exist_loss": 0.00941091853092916,
"type_loss": 0.000538092025580064,
"loss": 0.028582474551849257,
"gate_mcc": 0.975237302174039,
"gate_f1": 0.9916418082515527,
"exist_mcc": 0.9559670022091005,
"exist_auroc": 0.9988057613372803,
"exist_f1": 0.9651572082064631,
"exist_P": 0.9584327858335613,
"exist_R": 0.9719766551856104,
"type_acc": 0.9999521622655951,
"type_trueprob": 0.9999349954709484
},
"val": {
"gate_loss": 0.07481709875364226,
"exist_loss": 0.01031641789379125,
"type_loss": 0.00038082496918770994,
"loss": 0.08551434161662122,
"gate_mcc": 0.9293402028042442,
"gate_f1": 0.9450920763642507,
"exist_mcc": 0.9540212257005569,
"exist_auroc": 0.9986511468887329,
"exist_f1": 0.9636370647437628,
"exist_P": 0.9560792715586502,
"exist_R": 0.9713152985074627,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999302991883672
},
"lr": 4.7420868580608706e-05,
"arch": "mpnn"
},
{
"epoch": 39,
"train": {
"gate_loss": 0.01764171723243634,
"exist_loss": 0.009117539607956348,
"type_loss": 0.0008549421810648238,
"loss": 0.027614199021457512,
"gate_mcc": 0.9763241616048421,
"gate_f1": 0.992010028890698,
"exist_mcc": 0.9579945988809097,
"exist_auroc": 0.9988803863525391,
"exist_f1": 0.9667601083289781,
"exist_P": 0.9602359603586598,
"exist_R": 0.9733735170302334,
"type_acc": 0.9999234596249522,
"type_trueprob": 0.9999293566388825
},
"val": {
"gate_loss": 0.07517063322112506,
"exist_loss": 0.01025124774302411,
"type_loss": 0.00013887328971380603,
"loss": 0.08556075425386298,
"gate_mcc": 0.9301427586885338,
"gate_f1": 0.9457250746773376,
"exist_mcc": 0.954723823634304,
"exist_auroc": 0.9986579418182373,
"exist_f1": 0.9641881755587183,
"exist_P": 0.9543135612578999,
"exist_R": 0.9742692786069652,
"type_acc": 1.0,
"type_trueprob": 0.9999577955745939
},
"lr": 4.7236959076368494e-05,
"arch": "mpnn"
},
{
"epoch": 40,
"train": {
"gate_loss": 0.016716117674456007,
"exist_loss": 0.008858730989398997,
"type_loss": 6.861138207520008e-05,
"loss": 0.025643460045930204,
"gate_mcc": 0.9778330826250399,
"gate_f1": 0.9925231221367448,
"exist_mcc": 0.9590151267577276,
"exist_auroc": 0.9989389181137085,
"exist_f1": 0.9675669771130858,
"exist_P": 0.9606458123107972,
"exist_R": 0.9745885954841179,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999852372821701
},
"val": {
"gate_loss": 0.07593032807767483,
"exist_loss": 0.010206767692317263,
"type_loss": 0.001086983372456059,
"loss": 0.08722407914244816,
"gate_mcc": 0.9313597830120771,
"gate_f1": 0.9466508929074418,
"exist_mcc": 0.9560923667810738,
"exist_auroc": 0.9986876249313354,
"exist_f1": 0.9652721443195426,
"exist_P": 0.9593795592413422,
"exist_R": 0.9712375621890548,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999107651004744
},
"lr": 4.704710690455899e-05,
"arch": "mpnn"
},
{
"epoch": 41,
"train": {
"gate_loss": 0.01565281890015711,
"exist_loss": 0.00850855782500813,
"type_loss": 6.9845541105931e-06,
"loss": 0.02416836127927583,
"gate_mcc": 0.9795744461282155,
"gate_f1": 0.9931157646109976,
"exist_mcc": 0.9605409490434197,
"exist_auroc": 0.9990270733833313,
"exist_f1": 0.9687733154650737,
"exist_P": 0.9624205686013464,
"exist_R": 0.9752104860313816,
"type_acc": 1.0,
"type_trueprob": 0.9999972871560682
},
"val": {
"gate_loss": 0.07888683083619984,
"exist_loss": 0.010102141108566663,
"type_loss": 0.0011443452200155632,
"loss": 0.09013331716478207,
"gate_mcc": 0.9313597830120771,
"gate_f1": 0.9466508929074418,
"exist_mcc": 0.9572941594389948,
"exist_auroc": 0.9987143278121948,
"exist_f1": 0.9662227369233738,
"exist_P": 0.9596656698105973,
"exist_R": 0.9728700248756219,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999194043637508
},
"lr": 4.68513639688683e-05,
"arch": "mpnn"
},
{
"epoch": 42,
"train": {
"gate_loss": 0.015440363277356853,
"exist_loss": 0.00844592675779674,
"type_loss": 2.3798340675729148e-05,
"loss": 0.023910088375829322,
"gate_mcc": 0.9792432181752885,
"gate_f1": 0.9930090069333948,
"exist_mcc": 0.9611925454337977,
"exist_auroc": 0.9990374445915222,
"exist_f1": 0.9692884678458197,
"exist_P": 0.9631672917237405,
"exist_R": 0.9754879448909299,
"type_acc": 1.0,
"type_trueprob": 0.9999917392752611
},
"val": {
"gate_loss": 0.0838872196825389,
"exist_loss": 0.010189604719299946,
"type_loss": 0.0015771708597888,
"loss": 0.09565399526162764,
"gate_mcc": 0.9292030192159665,
"gate_f1": 0.9448836557331091,
"exist_mcc": 0.9566917073012582,
"exist_auroc": 0.9987134337425232,
"exist_f1": 0.9657462830662289,
"exist_P": 0.9595579771314557,
"exist_R": 0.9720149253731343,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999188734450151
},
"lr": 4.6649783783460565e-05,
"arch": "mpnn"
},
{
"epoch": 43,
"train": {
"gate_loss": 0.014515402131466317,
"exist_loss": 0.00819541535649971,
"type_loss": 6.392161304784138e-06,
"loss": 0.02271720964927081,
"gate_mcc": 0.9809293459186246,
"gate_f1": 0.9935787609600185,
"exist_mcc": 0.962336776638411,
"exist_auroc": 0.9990909695625305,
"exist_f1": 0.9701932307458346,
"exist_P": 0.9638628165662594,
"exist_R": 0.9766073478760046,
"type_acc": 1.0,
"type_trueprob": 0.9999969045914228
},
"val": {
"gate_loss": 0.08751203686325332,
"exist_loss": 0.010134664805495233,
"type_loss": 0.0016762965732882767,
"loss": 0.09932299824203682,
"gate_mcc": 0.9289859551447247,
"gate_f1": 0.944734332042866,
"exist_mcc": 0.9580630322361581,
"exist_auroc": 0.9987310767173767,
"exist_f1": 0.9668301347646446,
"exist_P": 0.9605616511931252,
"exist_R": 0.9731809701492538,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999202426096693
},
"lr": 4.6442421458345715e-05,
"arch": "mpnn"
},
{
"epoch": 44,
"train": {
"gate_loss": 0.014335402635981575,
"exist_loss": 0.008071863623287249,
"type_loss": 9.230349027560219e-06,
"loss": 0.022416496608296383,
"gate_mcc": 0.9806698570171847,
"gate_f1": 0.9934926576446876,
"exist_mcc": 0.9623569759646518,
"exist_auroc": 0.9991188049316406,
"exist_f1": 0.9702092058165016,
"exist_P": 0.9641274670042609,
"exist_R": 0.9763681592039801,
"type_acc": 1.0,
"type_trueprob": 0.9999953871798889
},
"val": {
"gate_loss": 0.08442066400557573,
"exist_loss": 0.010208271818990833,
"type_loss": 0.001608580245248083,
"loss": 0.09623751606981465,
"gate_mcc": 0.929500920496519,
"gate_f1": 0.9451462579304925,
"exist_mcc": 0.9576594831315782,
"exist_auroc": 0.9987286329269409,
"exist_f1": 0.9665108733438912,
"exist_P": 0.9605374280230327,
"exist_R": 0.9725590796019901,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999208233657464
},
"lr": 4.622933368431292e-05,
"arch": "mpnn"
},
{
"epoch": 45,
"train": {
"gate_loss": 0.013801776185775834,
"exist_loss": 0.007926638504736315,
"type_loss": 7.525359095010369e-06,
"loss": 0.02173594004960716,
"gate_mcc": 0.9813837951300842,
"gate_f1": 0.9937393857401917,
"exist_mcc": 0.9627950027330008,
"exist_auroc": 0.9991530776023865,
"exist_f1": 0.9705555291545882,
"exist_P": 0.9641865735058068,
"exist_R": 0.9770091848450058,
"type_acc": 1.0,
"type_trueprob": 0.9999961455936774
},
"val": {
"gate_loss": 0.08553286462894888,
"exist_loss": 0.010106875219521099,
"type_loss": 0.002018786426460252,
"loss": 0.09765852627493023,
"gate_mcc": 0.9297688098940304,
"gate_f1": 0.9453748454535237,
"exist_mcc": 0.9584918485765683,
"exist_auroc": 0.9987566471099854,
"exist_f1": 0.9671687910390112,
"exist_P": 0.9611546138492246,
"exist_R": 0.9732587064676617,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999209573835283
},
"lr": 4.6010578717431956e-05,
"arch": "mpnn"
},
{
"epoch": 46,
"train": {
"gate_loss": 0.012425100182074001,
"exist_loss": 0.007906906263128174,
"type_loss": 8.424986295730361e-05,
"loss": 0.020416256308159478,
"gate_mcc": 0.9836857054540656,
"gate_f1": 0.9945184588380859,
"exist_mcc": 0.9629826627855644,
"exist_auroc": 0.9991518259048462,
"exist_f1": 0.9707038958445277,
"exist_P": 0.9649180854784886,
"exist_R": 0.9765595101415997,
"type_acc": 0.9999712973593571,
"type_trueprob": 0.9999708777864545
},
"val": {
"gate_loss": 0.0929564584489879,
"exist_loss": 0.01024603730118202,
"type_loss": 1.0625530464154855e-06,
"loss": 0.10320355830321633,
"gate_mcc": 0.9265169914174014,
"gate_f1": 0.9427835628708991,
"exist_mcc": 0.956799146672712,
"exist_auroc": 0.9987356662750244,
"exist_f1": 0.9658314350797267,
"exist_P": 0.9594231801794891,
"exist_R": 0.9723258706467661,
"type_acc": 1.0,
"type_trueprob": 0.9999995041842484
},
"lr": 4.5786216363126497e-05,
"arch": "mpnn"
},
{
"epoch": 47,
"train": {
"gate_loss": 0.013026652085064065,
"exist_loss": 0.007680920852028328,
"type_loss": 4.296690033731113e-06,
"loss": 0.020711869627126126,
"gate_mcc": 0.9824908870217767,
"gate_f1": 0.9941146845096769,
"exist_mcc": 0.9640460703272935,
"exist_auroc": 0.9991992712020874,
"exist_f1": 0.9715448507352697,
"exist_P": 0.9656179414238595,
"exist_R": 0.9775449674703406,
"type_acc": 1.0,
"type_trueprob": 0.9999981536018497
},
"val": {
"gate_loss": 0.09078168776745285,
"exist_loss": 0.010259453232122817,
"type_loss": 1.4747762807692772e-06,
"loss": 0.10104261577585644,
"gate_mcc": 0.9279664820067011,
"gate_f1": 0.9439336174030051,
"exist_mcc": 0.9583665305488578,
"exist_auroc": 0.9987500905990601,
"exist_f1": 0.9670652889043694,
"exist_P": 0.9629287090558767,
"exist_R": 0.9712375621890548,
"type_acc": 1.0,
"type_trueprob": 0.9999992624295885
},
"lr": 4.555630795982397e-05,
"arch": "mpnn"
},
{
"epoch": 48,
"train": {
"gate_loss": 0.01173625062774625,
"exist_loss": 0.007626360798010439,
"type_loss": 3.9556915588917934e-05,
"loss": 0.019402168341345605,
"gate_mcc": 0.9846626049215607,
"gate_f1": 0.9948506990391808,
"exist_mcc": 0.964496400224526,
"exist_auroc": 0.9992091059684753,
"exist_f1": 0.9719009207822844,
"exist_P": 0.9663123250359386,
"exist_R": 0.9775545350172216,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999788571900442
},
"val": {
"gate_loss": 0.09066508250126941,
"exist_loss": 0.01027543827725344,
"type_loss": 1.0283440762770594e-06,
"loss": 0.10094154912259913,
"gate_mcc": 0.9300730401456657,
"gate_f1": 0.9456057541020455,
"exist_mcc": 0.9585864916709266,
"exist_auroc": 0.9987558126449585,
"exist_f1": 0.9672435105067986,
"exist_P": 0.9613022113022113,
"exist_R": 0.9732587064676617,
"type_acc": 1.0,
"type_trueprob": 0.9999995615277717
},
"lr": 4.5320916362186225e-05,
"arch": "mpnn"
},
{
"epoch": 49,
"train": {
"gate_loss": 0.012104897955749717,
"exist_loss": 0.007379921263804448,
"type_loss": 7.654978121520051e-06,
"loss": 0.019492474197675688,
"gate_mcc": 0.983744514507714,
"gate_f1": 0.9945407858679,
"exist_mcc": 0.965483193709569,
"exist_auroc": 0.9992638230323792,
"exist_f1": 0.9726812848258942,
"exist_P": 0.966742902506332,
"exist_R": 0.9786930730960581,
"type_acc": 1.0,
"type_trueprob": 0.9999982465239626
},
"val": {
"gate_loss": 0.08527668259144164,
"exist_loss": 0.010158259084440924,
"type_loss": 2.062014568216127e-06,
"loss": 0.09543700369045079,
"gate_mcc": 0.9309286702209378,
"gate_f1": 0.9462679856115108,
"exist_mcc": 0.9582808889990675,
"exist_auroc": 0.9987746477127075,
"exist_f1": 0.9670015455950541,
"exist_P": 0.9613552550706822,
"exist_R": 0.972714552238806,
"type_acc": 1.0,
"type_trueprob": 0.9999990637103716
},
"lr": 4.5080105923925666e-05,
"arch": "mpnn"
},
{
"epoch": 50,
"train": {
"gate_loss": 0.010602038828340186,
"exist_loss": 0.007205423946676681,
"type_loss": 1.7673516087848463e-05,
"loss": 0.017825136291104715,
"gate_mcc": 0.9863878723216504,
"gate_f1": 0.9954349717112027,
"exist_mcc": 0.9664510310766806,
"exist_auroc": 0.9992997646331787,
"exist_f1": 0.9734466984317194,
"exist_P": 0.9676763665929246,
"exist_R": 0.9792862610026789,
"type_acc": 1.0,
"type_trueprob": 0.9999914196319521
},
"val": {
"gate_loss": 0.09254074887574706,
"exist_loss": 0.010095362863518358,
"type_loss": 6.711207368350973e-07,
"loss": 0.10263678286000226,
"gate_mcc": 0.9292316142666963,
"gate_f1": 0.9449340443446533,
"exist_mcc": 0.9594954967002337,
"exist_auroc": 0.998807430267334,
"exist_f1": 0.9679613526570048,
"exist_P": 0.9624932749212205,
"exist_R": 0.9734919154228856,
"type_acc": 1.0,
"type_trueprob": 0.9999994101809032
},
"lr": 4.483394248021166e-05,
"arch": "mpnn"
},
{
"epoch": 51,
"train": {
"gate_loss": 0.01059352982143857,
"exist_loss": 0.007101224166265797,
"type_loss": 3.429880838772265e-06,
"loss": 0.01769818386854314,
"gate_mcc": 0.985619363971701,
"gate_f1": 0.9951755426615762,
"exist_mcc": 0.9662749184534252,
"exist_auroc": 0.9993152618408203,
"exist_f1": 0.9733074588815007,
"exist_P": 0.9677562756559408,
"exist_R": 0.9789226942212017,
"type_acc": 1.0,
"type_trueprob": 0.9999987833991709
},
"val": {
"gate_loss": 0.09763734562547,
"exist_loss": 0.010152580631090587,
"type_loss": 1.0106589736151895e-06,
"loss": 0.10779093691553421,
"gate_mcc": 0.9264327030810031,
"gate_f1": 0.9427036705461057,
"exist_mcc": 0.959217261926649,
"exist_auroc": 0.998806357383728,
"exist_f1": 0.967741935483871,
"exist_P": 0.961907687581599,
"exist_R": 0.9736473880597015,
"type_acc": 1.0,
"type_trueprob": 0.999999421708916
},
"lr": 4.458249332967177e-05,
"arch": "mpnn"
},
{
"epoch": 52,
"train": {
"gate_loss": 0.01033753742814285,
"exist_loss": 0.006902799774529097,
"type_loss": 7.236035811234519e-06,
"loss": 0.01724757323848318,
"gate_mcc": 0.9866815785751395,
"gate_f1": 0.9955365806326412,
"exist_mcc": 0.9675577199862342,
"exist_auroc": 0.9993510246276855,
"exist_f1": 0.9743218737654749,
"exist_P": 0.9694263172351086,
"exist_R": 0.979267125908917,
"type_acc": 1.0,
"type_trueprob": 0.999996931964394
},
"val": {
"gate_loss": 0.09644081440602408,
"exist_loss": 0.01040971479726635,
"type_loss": 2.2856573402387843e-05,
"loss": 0.10687338577669281,
"gate_mcc": 0.9277947622987277,
"gate_f1": 0.9437724014336917,
"exist_mcc": 0.9597179244408917,
"exist_auroc": 0.9987817406654358,
"exist_f1": 0.9681361175560712,
"exist_P": 0.9632194521391197,
"exist_R": 0.9731032338308457,
"type_acc": 1.0,
"type_trueprob": 0.9999911452444336
},
"lr": 4.4325827215993065e-05,
"arch": "mpnn"
},
{
"epoch": 53,
"train": {
"gate_loss": 0.008708443107080554,
"exist_loss": 0.006754293719435954,
"type_loss": 3.0859761477686428e-06,
"loss": 0.015465822802664278,
"gate_mcc": 0.9887600810719003,
"gate_f1": 0.9962343878005663,
"exist_mcc": 0.967838587334302,
"exist_auroc": 0.9993818998336792,
"exist_f1": 0.9745441398240782,
"exist_P": 0.9691636625128919,
"exist_R": 0.9799846919249904,
"type_acc": 1.0,
"type_trueprob": 0.9999981595144115
},
"val": {
"gate_loss": 0.1031388864393609,
"exist_loss": 0.010205314228529525,
"type_loss": 1.9522848173254663e-06,
"loss": 0.11334615295270774,
"gate_mcc": 0.9265416166736677,
"gate_f1": 0.9427963729989925,
"exist_mcc": 0.9597006599583942,
"exist_auroc": 0.9988219738006592,
"exist_f1": 0.9681213246672857,
"exist_P": 0.9636475662353666,
"exist_R": 0.972636815920398,
"type_acc": 1.0,
"type_trueprob": 0.9999990479195889
},
"lr": 4.406401430912822e-05,
"arch": "mpnn"
},
{
"epoch": 54,
"train": {
"gate_loss": 0.009728800886278295,
"exist_loss": 0.006806716636508687,
"type_loss": 1.0967062842913138e-05,
"loss": 0.016546484585629892,
"gate_mcc": 0.9871155911659978,
"gate_f1": 0.9956797090093522,
"exist_mcc": 0.9678275152079139,
"exist_auroc": 0.9993705749511719,
"exist_f1": 0.9745353849667417,
"exist_P": 0.9693054687943665,
"exist_R": 0.9798220436280137,
"type_acc": 1.0,
"type_trueprob": 0.9999942038645928
},
"val": {
"gate_loss": 0.10282949478099118,
"exist_loss": 0.010277537320000833,
"type_loss": 1.4485433047905398e-06,
"loss": 0.11310848064429681,
"gate_mcc": 0.9275939304465606,
"gate_f1": 0.9436138641581275,
"exist_mcc": 0.960058862455721,
"exist_auroc": 0.9988136291503906,
"exist_f1": 0.9684055841293167,
"exist_P": 0.9635244324740285,
"exist_R": 0.9733364427860697,
"type_acc": 1.0,
"type_trueprob": 0.9999993626602847
},
"lr": 4.3797126186111786e-05,
"arch": "mpnn"
},
{
"epoch": 55,
"train": {
"gate_loss": 0.008856802504527198,
"exist_loss": 0.006458600150284192,
"type_loss": 5.7217037048542375e-06,
"loss": 0.015321124358516246,
"gate_mcc": 0.9883746623553125,
"gate_f1": 0.9961048667605715,
"exist_mcc": 0.9695319307223432,
"exist_auroc": 0.9994343519210815,
"exist_f1": 0.9758834868280145,
"exist_P": 0.9709617843443671,
"exist_R": 0.9808553386911596,
"type_acc": 1.0,
"type_trueprob": 0.9999974213931189
},
"val": {
"gate_loss": 0.10580180559185613,
"exist_loss": 0.010477077831419783,
"type_loss": 1.347773384880244e-06,
"loss": 0.1162802311966608,
"gate_mcc": 0.9271497621688923,
"gate_f1": 0.9432926145915052,
"exist_mcc": 0.961154766570671,
"exist_auroc": 0.9988176226615906,
"exist_f1": 0.9692700673426736,
"exist_P": 0.9651610914135964,
"exist_R": 0.9734141791044776,
"type_acc": 1.0,
"type_trueprob": 0.9999993945754583
},
"lr": 4.352523581149174e-05,
"arch": "mpnn"
},
{
"epoch": 56,
"train": {
"gate_loss": 0.007877946056604497,
"exist_loss": 0.006469022376304608,
"type_loss": 1.0136096982715411e-05,
"loss": 0.014357104529891822,
"gate_mcc": 0.9893158753492577,
"gate_f1": 0.996421591170384,
"exist_mcc": 0.9700425236315577,
"exist_auroc": 0.9994335770606995,
"exist_f1": 0.9762873499221951,
"exist_P": 0.9711989093078081,
"exist_R": 0.9814293915040184,
"type_acc": 1.0,
"type_trueprob": 0.9999961444987586
},
"val": {
"gate_loss": 0.1077300086228165,
"exist_loss": 0.010357642107241653,
"type_loss": 1.1489067766233126e-06,
"loss": 0.11808879963683476,
"gate_mcc": 0.9274422456125594,
"gate_f1": 0.9434806939003918,
"exist_mcc": 0.9613451255260195,
"exist_auroc": 0.998816192150116,
"exist_f1": 0.969420143996284,
"exist_P": 0.9654587509637625,
"exist_R": 0.9734141791044776,
"type_acc": 1.0,
"type_trueprob": 0.9999994892089521
},
"lr": 4.3248417517381694e-05,
"arch": "mpnn"
},
{
"epoch": 57,
"train": {
"gate_loss": 0.00803396180069732,
"exist_loss": 0.0065997715374351675,
"type_loss": 0.00030189440890037117,
"loss": 0.014935627747032857,
"gate_mcc": 0.9892105685914924,
"gate_f1": 0.9963853776669517,
"exist_mcc": 0.9688037391777372,
"exist_auroc": 0.9994109869003296,
"exist_f1": 0.9753074077776667,
"exist_P": 0.9705807111793298,
"exist_R": 0.9800803673938002,
"type_acc": 0.999980864906238,
"type_trueprob": 0.9999681613657879
},
"val": {
"gate_loss": 0.11566741005068394,
"exist_loss": 0.010434687421297594,
"type_loss": 3.692767246182938e-05,
"loss": 0.12613902514444336,
"gate_mcc": 0.9221112713434434,
"gate_f1": 0.9392875062719518,
"exist_mcc": 0.9610065764233093,
"exist_auroc": 0.9988327026367188,
"exist_f1": 0.9691527654139412,
"exist_P": 0.9650813227472442,
"exist_R": 0.9732587064676617,
"type_acc": 1.0,
"type_trueprob": 0.9999862506021908
},
"lr": 4.296674698313924e-05,
"arch": "mpnn"
},
{
"epoch": 58,
"train": {
"gate_loss": 0.008212829753504784,
"exist_loss": 0.006247149155249928,
"type_loss": 1.2952955652282396e-06,
"loss": 0.01446127420431994,
"gate_mcc": 0.9894216185277299,
"gate_f1": 0.9964577480474502,
"exist_mcc": 0.9705246098501759,
"exist_auroc": 0.9994714260101318,
"exist_f1": 0.9766686974069985,
"exist_P": 0.9717476132747386,
"exist_R": 0.9816398775353999,
"type_acc": 1.0,
"type_trueprob": 0.9999993529759555
},
"val": {
"gate_loss": 0.11095544156389085,
"exist_loss": 0.010559511495213869,
"type_loss": 8.142342804527187e-06,
"loss": 0.12152309540190924,
"gate_mcc": 0.926699276934732,
"gate_f1": 0.9429500112082493,
"exist_mcc": 0.9611359162098277,
"exist_auroc": 0.9988129138946533,
"exist_f1": 0.9692534076827757,
"exist_P": 0.9656635802469136,
"exist_R": 0.9728700248756219,
"type_acc": 1.0,
"type_trueprob": 0.9999966000146534
},
"lr": 4.2680301214675975e-05,
"arch": "mpnn"
},
{
"epoch": 59,
"train": {
"gate_loss": 0.008148165414104073,
"exist_loss": 0.006098536981409722,
"type_loss": 5.260470560825743e-06,
"loss": 0.014251962866074622,
"gate_mcc": 0.9894627804997644,
"gate_f1": 0.9964723717013801,
"exist_mcc": 0.9710443553055838,
"exist_auroc": 0.9994968175888062,
"exist_f1": 0.9770798326327966,
"exist_P": 0.9722803793211251,
"exist_R": 0.9819269039418294,
"type_acc": 1.0,
"type_trueprob": 0.9999971351813322
},
"val": {
"gate_loss": 0.110667220914467,
"exist_loss": 0.010687117341313406,
"type_loss": 1.714777493947036e-05,
"loss": 0.12137148603071987,
"gate_mcc": 0.9254527428478362,
"gate_f1": 0.9419600380589914,
"exist_mcc": 0.9613741294439436,
"exist_auroc": 0.9988199472427368,
"exist_f1": 0.9694411092606221,
"exist_P": 0.966036279428792,
"exist_R": 0.9728700248756219,
"type_acc": 1.0,
"type_trueprob": 0.9999931761577948
},
"lr": 4.238915852340487e-05,
"arch": "mpnn"
},
{
"epoch": 60,
"train": {
"gate_loss": 0.007021056331785754,
"exist_loss": 0.005905386719735915,
"type_loss": 8.295881578943546e-06,
"loss": 0.012934738933100612,
"gate_mcc": 0.9905104482310368,
"gate_f1": 0.9968251231880935,
"exist_mcc": 0.9717220488276533,
"exist_auroc": 0.9995282292366028,
"exist_f1": 0.9776159192611634,
"exist_P": 0.9728917945802539,
"exist_R": 0.9823861461921164,
"type_acc": 1.0,
"type_trueprob": 0.9999961283669543
},
"val": {
"gate_loss": 0.12350188179185667,
"exist_loss": 0.010851009378249742,
"type_loss": 0.00010568420731576112,
"loss": 0.13445857537742217,
"gate_mcc": 0.9247816591396194,
"gate_f1": 0.9414132379248659,
"exist_mcc": 0.9614200490801282,
"exist_auroc": 0.9988044500350952,
"exist_f1": 0.9694812981085368,
"exist_P": 0.9648163830933867,
"exist_R": 0.9741915422885572,
"type_acc": 1.0,
"type_trueprob": 0.9999668359274592
},
"lr": 4.209339850483067e-05,
"arch": "mpnn"
},
{
"epoch": 61,
"train": {
"gate_loss": 0.007612014588389642,
"exist_loss": 0.005853136342312088,
"type_loss": 4.776816677078002e-06,
"loss": 0.013469927747378808,
"gate_mcc": 0.990150632884713,
"gate_f1": 0.9967022308438409,
"exist_mcc": 0.9724356786649634,
"exist_auroc": 0.9995365738868713,
"exist_f1": 0.978180450483477,
"exist_P": 0.9735408117815411,
"exist_R": 0.9828645235361654,
"type_acc": 1.0,
"type_trueprob": 0.9999984161633894
},
"val": {
"gate_loss": 0.11676311513341513,
"exist_loss": 0.010766932499384967,
"type_loss": 3.353142914783689e-05,
"loss": 0.12756357906194793,
"gate_mcc": 0.9239549924208297,
"gate_f1": 0.940749427598146,
"exist_mcc": 0.9614191728702867,
"exist_auroc": 0.9988124370574951,
"exist_f1": 0.9694762937713046,
"exist_P": 0.9661828289067326,
"exist_R": 0.9727922885572139,
"type_acc": 1.0,
"type_trueprob": 0.9999872741117999
},
"lr": 4.1793102016789294e-05,
"arch": "mpnn"
},
{
"epoch": 62,
"train": {
"gate_loss": 0.0073374637298703055,
"exist_loss": 0.0057423627846030076,
"type_loss": 3.2302880496302797e-06,
"loss": 0.013083056802522945,
"gate_mcc": 0.9903194664250374,
"gate_f1": 0.9967601272961071,
"exist_mcc": 0.9730571977552098,
"exist_auroc": 0.9995543956756592,
"exist_f1": 0.978672139500112,
"exist_P": 0.9741863926360594,
"exist_R": 0.9831993876769997,
"type_acc": 1.0,
"type_trueprob": 0.9999978015489429
},
"val": {
"gate_loss": 0.11433488928996395,
"exist_loss": 0.010960078805583882,
"type_loss": 4.383873245749111e-06,
"loss": 0.12529935196879358,
"gate_mcc": 0.9273687570724947,
"gate_f1": 0.943442714749692,
"exist_mcc": 0.961397927064615,
"exist_auroc": 0.9988059997558594,
"exist_f1": 0.9694650587507732,
"exist_P": 0.9640990159901599,
"exist_R": 0.9748911691542289,
"type_acc": 1.0,
"type_trueprob": 0.9999977693851314
},
"lr": 4.1488351157342137e-05,
"arch": "mpnn"
},
{
"epoch": 63,
"train": {
"gate_loss": 0.00702211335257576,
"exist_loss": 0.005791358769255372,
"type_loss": 0.0009468677589008879,
"loss": 0.013760339880732018,
"gate_mcc": 0.9906826738815078,
"gate_f1": 0.9968825422365246,
"exist_mcc": 0.9725200591727576,
"exist_auroc": 0.9995419383049011,
"exist_f1": 0.978247204708661,
"exist_P": 0.9738139481967462,
"exist_R": 0.9827210103329507,
"type_acc": 0.999980864906238,
"type_trueprob": 0.999974137432859
},
"val": {
"gate_loss": 0.11767484642610286,
"exist_loss": 0.010947707155420055,
"type_loss": 9.996512955301013e-06,
"loss": 0.12863255009447822,
"gate_mcc": 0.926032113442045,
"gate_f1": 0.9423872916433605,
"exist_mcc": 0.9608053439956787,
"exist_auroc": 0.99880450963974,
"exist_f1": 0.9689931482986878,
"exist_P": 0.9650705528568124,
"exist_R": 0.9729477611940298,
"type_acc": 1.0,
"type_trueprob": 0.9999956384820131
},
"lr": 4.117922924233126e-05,
"arch": "mpnn"
},
{
"epoch": 64,
"train": {
"gate_loss": 0.006461476305489415,
"exist_loss": 0.0055653685863510695,
"type_loss": 3.072168555140641e-06,
"loss": 0.012029917060395625,
"gate_mcc": 0.9912624203360757,
"gate_f1": 0.9970765484596212,
"exist_mcc": 0.9740639124732745,
"exist_auroc": 0.999582052230835,
"exist_f1": 0.9794685645144386,
"exist_P": 0.9753704863285326,
"exist_R": 0.9836012246460007,
"type_acc": 1.0,
"type_trueprob": 0.9999984517117547
},
"val": {
"gate_loss": 0.1259093497720041,
"exist_loss": 0.011177833005995497,
"type_loss": 2.6955795583622004e-06,
"loss": 0.13708987835755798,
"gate_mcc": 0.9240730635902428,
"gate_f1": 0.9408284023668639,
"exist_mcc": 0.9601698151234799,
"exist_auroc": 0.9988100528717041,
"exist_f1": 0.9684847075241307,
"exist_P": 0.9659011830201809,
"exist_R": 0.9710820895522388,
"type_acc": 1.0,
"type_trueprob": 0.999998675056951
},
"lr": 4.0865820782601664e-05,
"arch": "mpnn"
},
{
"epoch": 65,
"train": {
"gate_loss": 0.005769590779390751,
"exist_loss": 0.005348841097982201,
"type_loss": 9.025290453249584e-06,
"loss": 0.011127457167826203,
"gate_mcc": 0.9924409159943918,
"gate_f1": 0.9974720634282267,
"exist_mcc": 0.9745611247775601,
"exist_auroc": 0.9996127486228943,
"exist_f1": 0.9798619349121729,
"exist_P": 0.9758590258205938,
"exist_R": 0.9838978185993111,
"type_acc": 1.0,
"type_trueprob": 0.9999944306587836
},
"val": {
"gate_loss": 0.12272853355417661,
"exist_loss": 0.011161379225408732,
"type_loss": 9.418718832030228e-07,
"loss": 0.13389085465146855,
"gate_mcc": 0.9265961548406917,
"gate_f1": 0.9428427475787942,
"exist_mcc": 0.9602678124177605,
"exist_auroc": 0.9988127946853638,
"exist_f1": 0.9685622359189052,
"exist_P": 0.9659785046006341,
"exist_R": 0.9711598258706468,
"type_acc": 1.0,
"type_trueprob": 0.9999994167047946
},
"lr": 4.0548211460896874e-05,
"arch": "mpnn"
},
{
"epoch": 66,
"train": {
"gate_loss": 0.006351947642789585,
"exist_loss": 0.00533086929733823,
"type_loss": 6.285661328671539e-06,
"loss": 0.011689102601456487,
"gate_mcc": 0.9918621150716209,
"gate_f1": 0.9972779441655355,
"exist_mcc": 0.975091950138287,
"exist_auroc": 0.999616801738739,
"exist_f1": 0.9802819316942103,
"exist_P": 0.9762404045963051,
"exist_R": 0.9843570608495982,
"type_acc": 1.0,
"type_trueprob": 0.9999970730629362
},
"val": {
"gate_loss": 0.12256599590231593,
"exist_loss": 0.011076456844991442,
"type_loss": 3.0287643224074653e-06,
"loss": 0.13364548151162978,
"gate_mcc": 0.9261905315890151,
"gate_f1": 0.9425055928411634,
"exist_mcc": 0.9607204294149028,
"exist_auroc": 0.9988135099411011,
"exist_f1": 0.9689219561342324,
"exist_P": 0.9660021634986864,
"exist_R": 0.9718594527363185,
"type_acc": 1.0,
"type_trueprob": 0.9999973886271021
},
"lr": 4.022648810843412e-05,
"arch": "mpnn"
},
{
"epoch": 67,
"train": {
"gate_loss": 0.006299686980567805,
"exist_loss": 0.005413614211313292,
"type_loss": 1.3774089132149e-05,
"loss": 0.011727075281013246,
"gate_mcc": 0.9916899009179462,
"gate_f1": 0.9972205264480913,
"exist_mcc": 0.9739583550976891,
"exist_auroc": 0.9996037483215332,
"exist_f1": 0.9793848822469811,
"exist_P": 0.9756375443860016,
"exist_R": 0.9831611174894757,
"type_acc": 1.0,
"type_trueprob": 0.9999950490689488
},
"val": {
"gate_loss": 0.123356492784235,
"exist_loss": 0.011131419695050817,
"type_loss": 1.879975536508309e-06,
"loss": 0.13448979245482232,
"gate_mcc": 0.9246455344279142,
"gate_f1": 0.9412881961901569,
"exist_mcc": 0.960885897077869,
"exist_auroc": 0.9988218545913696,
"exist_f1": 0.9690481731440541,
"exist_P": 0.9670227589410125,
"exist_R": 0.9710820895522388,
"type_acc": 1.0,
"type_trueprob": 0.9999984304110209
},
"lr": 3.990073868116561e-05,
"arch": "mpnn"
},
{
"epoch": 68,
"train": {
"gate_loss": 0.005625664922667646,
"exist_loss": 0.005196839137590427,
"type_loss": 3.165669340095048e-06,
"loss": 0.010825669729598168,
"gate_mcc": 0.9923981933974022,
"gate_f1": 0.997457663635972,
"exist_mcc": 0.9756431178479503,
"exist_auroc": 0.999635636806488,
"exist_f1": 0.9807180122448007,
"exist_P": 0.9767854600673848,
"exist_R": 0.9846823574435515,
"type_acc": 1.0,
"type_trueprob": 0.999998337913189
},
"val": {
"gate_loss": 0.1338768757399544,
"exist_loss": 0.011201435058574115,
"type_loss": 2.1366452382124088e-06,
"loss": 0.14508044744376675,
"gate_mcc": 0.9234225312292758,
"gate_f1": 0.9403101640075868,
"exist_mcc": 0.9618109506694964,
"exist_auroc": 0.9988350868225098,
"exist_f1": 0.9697861791137279,
"exist_P": 0.9664916615194564,
"exist_R": 0.9731032338308457,
"type_acc": 1.0,
"type_trueprob": 0.9999988553535879
},
"lr": 3.957105223573213e-05,
"arch": "mpnn"
},
{
"epoch": 69,
"train": {
"gate_loss": 0.005660277594143724,
"exist_loss": 0.005292868797616496,
"type_loss": 0.000261075743020216,
"loss": 0.011214222134780436,
"gate_mcc": 0.9924600028130725,
"gate_f1": 0.9974795889791258,
"exist_mcc": 0.9752599133244112,
"exist_auroc": 0.9996210336685181,
"exist_f1": 0.9804147685035167,
"exist_P": 0.9766357801997494,
"exist_R": 0.9842231151932644,
"type_acc": 0.9999425947187142,
"type_trueprob": 0.9999462743759885
},
"val": {
"gate_loss": 0.13206502265568076,
"exist_loss": 0.011450299048291774,
"type_loss": 0.00014303981639917965,
"loss": 0.14365836152037173,
"gate_mcc": 0.922376404253589,
"gate_f1": 0.9395156790536772,
"exist_mcc": 0.9607074467080376,
"exist_auroc": 0.9987993240356445,
"exist_f1": 0.9689157279448767,
"exist_P": 0.9649934459094764,
"exist_R": 0.9728700248756219,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999590578363903
},
"lr": 3.9237518905115996e-05,
"arch": "mpnn"
},
{
"epoch": 70,
"train": {
"gate_loss": 0.00555488002868647,
"exist_loss": 0.005168449944227242,
"type_loss": 2.420947779809454e-05,
"loss": 0.010747539450711807,
"gate_mcc": 0.9920543072200771,
"gate_f1": 0.9973427557777108,
"exist_mcc": 0.9753708621621927,
"exist_auroc": 0.9996362328529358,
"exist_f1": 0.9805025872666456,
"exist_P": 0.9766216754940487,
"exist_R": 0.984414466130884,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999897762317562
},
"val": {
"gate_loss": 0.14095318669628068,
"exist_loss": 0.01155766210667322,
"type_loss": 1.3611839345901884e-06,
"loss": 0.1525122099868885,
"gate_mcc": 0.9238720183544388,
"gate_f1": 0.9406321422598807,
"exist_mcc": 0.9610795046700357,
"exist_auroc": 0.9988064169883728,
"exist_f1": 0.9692009309542281,
"exist_P": 0.9672499225766491,
"exist_R": 0.9711598258706468,
"type_acc": 1.0,
"type_trueprob": 0.9999994436899821
},
"lr": 3.890022987399948e-05,
"arch": "mpnn"
},
{
"epoch": 71,
"train": {
"gate_loss": 0.00550985060874294,
"exist_loss": 0.0049534545352704394,
"type_loss": 7.250501077845633e-06,
"loss": 0.010470555645091226,
"gate_mcc": 0.9923096538216865,
"gate_f1": 0.9974293059125964,
"exist_mcc": 0.9767604854346958,
"exist_auroc": 0.9996674656867981,
"exist_f1": 0.981602108062003,
"exist_P": 0.9777769339573386,
"exist_R": 0.9854573287409109,
"type_acc": 1.0,
"type_trueprob": 0.9999987642015938
},
"val": {
"gate_loss": 0.14396161286977954,
"exist_loss": 0.011408134009460533,
"type_loss": 6.716590245202397e-07,
"loss": 0.15537041853826458,
"gate_mcc": 0.9226807514042561,
"gate_f1": 0.9397080129276719,
"exist_mcc": 0.961536761262544,
"exist_auroc": 0.9988444447517395,
"exist_f1": 0.9695653859574301,
"exist_P": 0.9671281614974089,
"exist_R": 0.9720149253731343,
"type_acc": 1.0,
"type_trueprob": 0.9999997384512602
},
"lr": 3.855927735383586e-05,
"arch": "mpnn"
},
{
"epoch": 72,
"train": {
"gate_loss": 0.0047200804112063855,
"exist_loss": 0.004802150318736644,
"type_loss": 0.0004126780043818291,
"loss": 0.009934908734324859,
"gate_mcc": 0.9936190246168594,
"gate_f1": 0.9978675895145716,
"exist_mcc": 0.9771238116396833,
"exist_auroc": 0.9996869564056396,
"exist_f1": 0.9818895836510599,
"exist_P": 0.9782344450353263,
"exist_R": 0.9855721393034826,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999855155375467
},
"val": {
"gate_loss": 0.13890397196785423,
"exist_loss": 0.011602323310828807,
"type_loss": 5.136827396550708e-06,
"loss": 0.1505114321060796,
"gate_mcc": 0.9235150215777561,
"gate_f1": 0.9403759272686708,
"exist_mcc": 0.9622082207769336,
"exist_auroc": 0.9988403916358948,
"exist_f1": 0.9700942554594469,
"exist_P": 0.9681040489277696,
"exist_R": 0.9720926616915423,
"type_acc": 1.0,
"type_trueprob": 0.99999802029548
},
"lr": 3.821475455763979e-05,
"arch": "mpnn"
},
{
"epoch": 73,
"train": {
"gate_loss": 0.0049037173911175005,
"exist_loss": 0.0048408277969426835,
"type_loss": 5.291497357403225e-05,
"loss": 0.009797460161634216,
"gate_mcc": 0.9936607769213924,
"gate_f1": 0.9978821316524399,
"exist_mcc": 0.9768097710620501,
"exist_auroc": 0.9996843338012695,
"exist_f1": 0.9816411033444353,
"exist_P": 0.9777695513094323,
"exist_R": 0.9855434366628396,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999906211441338
},
"val": {
"gate_loss": 0.14966905387704707,
"exist_loss": 0.011573948214345669,
"type_loss": 0.00012290297848428162,
"loss": 0.16136590506987702,
"gate_mcc": 0.9238454266412756,
"gate_f1": 0.9405995765072998,
"exist_mcc": 0.9609640659615334,
"exist_auroc": 0.99882972240448,
"exist_f1": 0.969114512691339,
"exist_P": 0.9662313577003323,
"exist_R": 0.9720149253731343,
"type_acc": 1.0,
"type_trueprob": 0.9999631126758768
},
"lr": 3.7866755674503684e-05,
"arch": "mpnn"
},
{
"epoch": 74,
"train": {
"gate_loss": 0.00520471312565318,
"exist_loss": 0.004729721719102244,
"type_loss": 4.035780117167468e-06,
"loss": 0.009938470624872593,
"gate_mcc": 0.992867372133053,
"gate_f1": 0.9976161755413866,
"exist_mcc": 0.9773063545641488,
"exist_auroc": 0.9996984004974365,
"exist_f1": 0.9820339871773481,
"exist_P": 0.9785588752196837,
"exist_R": 0.9855338691159586,
"type_acc": 1.0,
"type_trueprob": 0.9999982551373242
},
"val": {
"gate_loss": 0.1393976891534111,
"exist_loss": 0.011987309334818596,
"type_loss": 7.974022585430733e-07,
"loss": 0.15138579589048826,
"gate_mcc": 0.926019647848552,
"gate_f1": 0.9423808458268069,
"exist_mcc": 0.9614741317601083,
"exist_auroc": 0.9988237619400024,
"exist_f1": 0.9695136141494065,
"exist_P": 0.967487227124942,
"exist_R": 0.9715485074626866,
"type_acc": 1.0,
"type_trueprob": 0.9999996936551078
},
"lr": 3.751537584384746e-05,
"arch": "mpnn"
},
{
"epoch": 75,
"train": {
"gate_loss": 0.004998375914073873,
"exist_loss": 0.004525183646551298,
"type_loss": 1.9395927987628412e-06,
"loss": 0.009525499153423935,
"gate_mcc": 0.9929761471321781,
"gate_f1": 0.9976518910534895,
"exist_mcc": 0.9784008917565635,
"exist_auroc": 0.9997246265411377,
"exist_f1": 0.9829001172399989,
"exist_P": 0.9792319525952937,
"exist_R": 0.9865958668197474,
"type_acc": 1.0,
"type_trueprob": 0.9999988754453487
},
"val": {
"gate_loss": 0.15066484299499144,
"exist_loss": 0.01207642900544038,
"type_loss": 1.8422774240672031e-06,
"loss": 0.16274311427785587,
"gate_mcc": 0.9211349589706339,
"gate_f1": 0.9384915112719177,
"exist_mcc": 0.9618638622405828,
"exist_auroc": 0.9988101720809937,
"exist_f1": 0.969821567106284,
"exist_P": 0.9678693093837101,
"exist_R": 0.9717817164179104,
"type_acc": 1.0,
"type_trueprob": 0.9999992607244804
},
"lr": 3.716071112940832e-05,
"arch": "mpnn"
},
{
"epoch": 76,
"train": {
"gate_loss": 0.004450849933987691,
"exist_loss": 0.004462483437299975,
"type_loss": 5.101609224057546e-06,
"loss": 0.008918434980511723,
"gate_mcc": 0.9941769811845292,
"gate_f1": 0.9980544048704493,
"exist_mcc": 0.9787567789223455,
"exist_auroc": 0.9997324347496033,
"exist_f1": 0.9831817401750471,
"exist_P": 0.9797628548626154,
"exist_R": 0.9866245694603903,
"type_acc": 1.0,
"type_trueprob": 0.9999979109678331
},
"val": {
"gate_loss": 0.15530885403538824,
"exist_loss": 0.012139454476448987,
"type_loss": 4.134381310469752e-06,
"loss": 0.1674524428931477,
"gate_mcc": 0.9228394314270794,
"gate_f1": 0.9398450131014104,
"exist_mcc": 0.9616298005397382,
"exist_auroc": 0.9988386631011963,
"exist_f1": 0.9696382178448174,
"exist_P": 0.9673500967117988,
"exist_R": 0.9719371890547264,
"type_acc": 1.0,
"type_trueprob": 0.9999984820090716
},
"lr": 3.680285849297787e-05,
"arch": "mpnn"
},
{
"epoch": 77,
"train": {
"gate_loss": 0.004700427452131573,
"exist_loss": 0.004446505203522683,
"type_loss": 0.0001264430836936172,
"loss": 0.009273375739347873,
"gate_mcc": 0.9933617021433807,
"gate_f1": 0.9977813359373316,
"exist_mcc": 0.9786168940104503,
"exist_auroc": 0.9997324347496033,
"exist_f1": 0.9830710425225672,
"exist_P": 0.9794393055898497,
"exist_R": 0.9867298124760812,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999887731401025
},
"val": {
"gate_loss": 0.15515858512089362,
"exist_loss": 0.012415762324146427,
"type_loss": 1.8384537471366616e-05,
"loss": 0.1675927319825114,
"gate_mcc": 0.9232635979997506,
"gate_f1": 0.9401347663863674,
"exist_mcc": 0.9612452562003163,
"exist_auroc": 0.9988219738006592,
"exist_f1": 0.9693351424694707,
"exist_P": 0.9668239115304308,
"exist_R": 0.9718594527363185,
"type_acc": 1.0,
"type_trueprob": 0.9999935481678787
},
"lr": 3.644191576789378e-05,
"arch": "mpnn"
},
{
"epoch": 78,
"train": {
"gate_loss": 0.004714620058684746,
"exist_loss": 0.0044487457470803364,
"type_loss": 4.5106991751513054e-06,
"loss": 0.009167876504940234,
"gate_mcc": 0.993403823629704,
"gate_f1": 0.997795822832978,
"exist_mcc": 0.9787808752300821,
"exist_auroc": 0.9997341632843018,
"exist_f1": 0.9832008084968441,
"exist_P": 0.979781856876829,
"exist_R": 0.9866437045541523,
"type_acc": 1.0,
"type_trueprob": 0.9999978594336526
},
"val": {
"gate_loss": 0.1687049916865808,
"exist_loss": 0.012451172822929076,
"type_loss": 0.000457997513276606,
"loss": 0.18161416202278646,
"gate_mcc": 0.9206244472754334,
"gate_f1": 0.9380629378405425,
"exist_mcc": 0.9616871211874767,
"exist_auroc": 0.9988359212875366,
"exist_f1": 0.9696757911085225,
"exist_P": 0.9686603056395935,
"exist_R": 0.970693407960199,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999282099121246
},
"lr": 3.607798163229309e-05,
"arch": "mpnn"
},
{
"epoch": 79,
"train": {
"gate_loss": 0.0038950802979814273,
"exist_loss": 0.004311049404761999,
"type_loss": 1.5497413732927615e-05,
"loss": 0.008221627116476353,
"gate_mcc": 0.9946062355701274,
"gate_f1": 0.9981980947184792,
"exist_mcc": 0.9794472960457219,
"exist_auroc": 0.9997493028640747,
"exist_f1": 0.9837281703369265,
"exist_P": 0.9804141443898545,
"exist_R": 0.9870646766169154,
"type_acc": 1.0,
"type_trueprob": 0.9999940426195438
},
"val": {
"gate_loss": 0.1665553495658771,
"exist_loss": 0.012500170842221861,
"type_loss": 9.052413453252214e-05,
"loss": 0.17914604454263147,
"gate_mcc": 0.9251708152125725,
"gate_f1": 0.9416490014504071,
"exist_mcc": 0.9629260529990737,
"exist_auroc": 0.9988344311714172,
"exist_f1": 0.9706590079950322,
"exist_P": 0.9692295768097969,
"exist_R": 0.9720926616915423,
"type_acc": 1.0,
"type_trueprob": 0.9999707996548705
},
"lr": 3.571115558213463e-05,
"arch": "mpnn"
},
{
"epoch": 80,
"train": {
"gate_loss": 0.003843107023159883,
"exist_loss": 0.00436048542139978,
"type_loss": 4.872315632048726e-05,
"loss": 0.008252315600880149,
"gate_mcc": 0.9948858419718764,
"gate_f1": 0.998291408224213,
"exist_mcc": 0.9789937746154036,
"exist_auroc": 0.9997438788414001,
"exist_f1": 0.9833692521885072,
"exist_P": 0.9801353457780482,
"exist_R": 0.9866245694603903,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999834427831732
},
"val": {
"gate_loss": 0.160752261063449,
"exist_loss": 0.012669242754714628,
"type_loss": 6.893516533954234e-05,
"loss": 0.17349043898350316,
"gate_mcc": 0.9249475882071646,
"gate_f1": 0.9414982695098806,
"exist_mcc": 0.9625724246476737,
"exist_auroc": 0.9988167881965637,
"exist_f1": 0.9703769848973095,
"exist_P": 0.9692856588846661,
"exist_R": 0.9714707711442786,
"type_acc": 1.0,
"type_trueprob": 0.999976495012122
},
"lr": 3.534153790399777e-05,
"arch": "mpnn"
},
{
"epoch": 81,
"train": {
"gate_loss": 0.004873946293199307,
"exist_loss": 0.004260840053122323,
"type_loss": 1.5088282290771461e-06,
"loss": 0.009136295174550706,
"gate_mcc": 0.9931892746081814,
"gate_f1": 0.9977239601657129,
"exist_mcc": 0.9794820745562097,
"exist_auroc": 0.9997555017471313,
"exist_f1": 0.9837555801442253,
"exist_P": 0.9807992239805234,
"exist_R": 0.9867298124760812,
"type_acc": 1.0,
"type_trueprob": 0.999999063333423
},
"val": {
"gate_loss": 0.16031225082741055,
"exist_loss": 0.0126527995067132,
"type_loss": 0.00016338367465721016,
"loss": 0.17312843400878095,
"gate_mcc": 0.9235551508705927,
"gate_f1": 0.9404150859183218,
"exist_mcc": 0.9614765889985268,
"exist_auroc": 0.9988183975219727,
"exist_f1": 0.9695159789016444,
"exist_P": 0.9674148606811146,
"exist_R": 0.9716262437810945,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999554385593281
},
"lr": 3.49692296476651e-05,
"arch": "mpnn"
},
{
"epoch": 82,
"train": {
"gate_loss": 0.004661225635994425,
"exist_loss": 0.004223034406329477,
"type_loss": 1.4527601598482113e-06,
"loss": 0.008885712802483752,
"gate_mcc": 0.9934684272946611,
"gate_f1": 0.9978173463526708,
"exist_mcc": 0.9800742319117807,
"exist_auroc": 0.9997597932815552,
"exist_f1": 0.9842243019170167,
"exist_P": 0.9808900249921603,
"exist_R": 0.9875813241484883,
"type_acc": 1.0,
"type_trueprob": 0.9999991214371166
},
"val": {
"gate_loss": 0.1601141044597296,
"exist_loss": 0.01262301447846958,
"type_loss": 2.7076988394246395e-05,
"loss": 0.17276419592659342,
"gate_mcc": 0.9244814844547502,
"gate_f1": 0.941110863261209,
"exist_mcc": 0.9623807998970878,
"exist_auroc": 0.9988124966621399,
"exist_f1": 0.9702263110904079,
"exist_P": 0.9689850352795224,
"exist_R": 0.9714707711442786,
"type_acc": 1.0,
"type_trueprob": 0.9999902411479855
},
"lr": 3.459433259849643e-05,
"arch": "mpnn"
},
{
"epoch": 83,
"train": {
"gate_loss": 0.0031139716285249557,
"exist_loss": 0.003955852508691222,
"type_loss": 6.950831884339655e-05,
"loss": 0.007139332456059575,
"gate_mcc": 0.9953356444971616,
"gate_f1": 0.9984424011427178,
"exist_mcc": 0.9807838220097583,
"exist_auroc": 0.9997888803482056,
"exist_f1": 0.984785852893358,
"exist_P": 0.9815147454357103,
"exist_R": 0.9880788365862992,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999890138762598
},
"val": {
"gate_loss": 0.18756503423270085,
"exist_loss": 0.01314070240755611,
"type_loss": 0.00042776411022429174,
"loss": 0.20113350075048125,
"gate_mcc": 0.9205805566878102,
"gate_f1": 0.9379823441230359,
"exist_mcc": 0.9623952359083053,
"exist_auroc": 0.9987953901290894,
"exist_f1": 0.9702293043140303,
"exist_P": 0.9701538939841443,
"exist_R": 0.9703047263681592,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999295671780905
},
"lr": 3.421694924960168e-05,
"arch": "mpnn"
},
{
"epoch": 84,
"train": {
"gate_loss": 0.003673794258703597,
"exist_loss": 0.003915120726344254,
"type_loss": 3.61536604231687e-05,
"loss": 0.00762506864547102,
"gate_mcc": 0.9948208921005969,
"gate_f1": 0.9982699334534569,
"exist_mcc": 0.9810170605736142,
"exist_auroc": 0.9997928142547607,
"exist_f1": 0.9849704034762202,
"exist_P": 0.9820988652468777,
"exist_R": 0.9878587830080368,
"type_acc": 0.999990432453119,
"type_trueprob": 0.999990075801553
},
"val": {
"gate_loss": 0.1722151713920915,
"exist_loss": 0.013688619854975537,
"type_loss": 0.0027546315771551926,
"loss": 0.18865842282422224,
"gate_mcc": 0.9237400819502739,
"gate_f1": 0.9405465699944228,
"exist_mcc": 0.9625407171007389,
"exist_auroc": 0.9987695217132568,
"exist_f1": 0.9703554244916964,
"exist_P": 0.9687015804152463,
"exist_R": 0.9720149253731343,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998553460510216
},
"lr": 3.383718277382027e-05,
"arch": "mpnn"
},
{
"epoch": 85,
"train": {
"gate_loss": 0.0032183324176514967,
"exist_loss": 0.003946976255447627,
"type_loss": 0.00010814398373563176,
"loss": 0.0072734526568347556,
"gate_mcc": 0.9954856536126266,
"gate_f1": 0.9984927220005169,
"exist_mcc": 0.9810595123043243,
"exist_auroc": 0.9997894763946533,
"exist_f1": 0.985004006563132,
"exist_P": 0.9821183990260234,
"exist_R": 0.9879066207424416,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999884642269983
},
"val": {
"gate_loss": 0.17505131296063972,
"exist_loss": 0.013290107934788627,
"type_loss": 0.000743730299572324,
"loss": 0.1890851511950007,
"gate_mcc": 0.9246072703865437,
"gate_f1": 0.9412685107571948,
"exist_mcc": 0.9629237602009584,
"exist_auroc": 0.9988163709640503,
"exist_f1": 0.9706567303213786,
"exist_P": 0.9693023255813954,
"exist_R": 0.9720149253731343,
"type_acc": 1.0,
"type_trueprob": 0.9999248521838022
},
"lr": 3.345513699551477e-05,
"arch": "mpnn"
},
{
"epoch": 86,
"train": {
"gate_loss": 0.004567476300487448,
"exist_loss": 0.003931966589822185,
"type_loss": 1.5063319107913494e-05,
"loss": 0.008514506209417547,
"gate_mcc": 0.9941752871047851,
"gate_f1": 0.9980546562627866,
"exist_mcc": 0.9811065392620847,
"exist_auroc": 0.9997925758361816,
"exist_f1": 0.9850411867897185,
"exist_P": 0.9815972486129056,
"exist_R": 0.9885093761959434,
"type_acc": 1.0,
"type_trueprob": 0.9999941824041835
},
"val": {
"gate_loss": 0.16673631057960298,
"exist_loss": 0.013089218753925614,
"type_loss": 0.00012840008210142871,
"loss": 0.17995392941563002,
"gate_mcc": 0.9231442697291087,
"gate_f1": 0.9400937081659974,
"exist_mcc": 0.9629855110237951,
"exist_auroc": 0.9988222122192383,
"exist_f1": 0.9707080504364695,
"exist_P": 0.9689412129192162,
"exist_R": 0.972481343283582,
"type_acc": 1.0,
"type_trueprob": 0.9999852008116779
},
"lr": 3.307091636218623e-05,
"arch": "mpnn"
},
{
"epoch": 87,
"train": {
"gate_loss": 0.0038923385978707884,
"exist_loss": 0.0038834738187694625,
"type_loss": 3.6656522835669926e-06,
"loss": 0.007779478068923818,
"gate_mcc": 0.9942849745306288,
"gate_f1": 0.9980902329054306,
"exist_mcc": 0.9813112271365314,
"exist_auroc": 0.999797523021698,
"exist_f1": 0.9852032054951346,
"exist_P": 0.9823915525114155,
"exist_R": 0.9880309988518944,
"type_acc": 1.0,
"type_trueprob": 0.9999977215468724
},
"val": {
"gate_loss": 0.17611431866124888,
"exist_loss": 0.013624130393025655,
"type_loss": 7.139672803200426e-05,
"loss": 0.18980984578230653,
"gate_mcc": 0.9238609107577906,
"gate_f1": 0.9406642478370081,
"exist_mcc": 0.9619131495829003,
"exist_auroc": 0.9987852573394775,
"exist_f1": 0.9698500271971403,
"exist_P": 0.9694733571539537,
"exist_R": 0.9702269900497512,
"type_acc": 1.0,
"type_trueprob": 0.9999767980765347
},
"lr": 3.268462591591941e-05,
"arch": "mpnn"
},
{
"epoch": 88,
"train": {
"gate_loss": 0.0030653627006657115,
"exist_loss": 0.003602071170879626,
"type_loss": 4.882082866915236e-06,
"loss": 0.006672315954412253,
"gate_mcc": 0.995573050079355,
"gate_f1": 0.9985212410090017,
"exist_mcc": 0.9825057100517605,
"exist_auroc": 0.9998247027397156,
"exist_f1": 0.9861486067520773,
"exist_P": 0.9832689710274507,
"exist_R": 0.9890451588212782,
"type_acc": 1.0,
"type_trueprob": 0.9999976437346396
},
"val": {
"gate_loss": 0.17987499728353576,
"exist_loss": 0.01427510621214715,
"type_loss": 0.006643334834812781,
"loss": 0.20079343833049568,
"gate_mcc": 0.9233572911295507,
"gate_f1": 0.940276847510605,
"exist_mcc": 0.9622948867851375,
"exist_auroc": 0.9987808465957642,
"exist_f1": 0.9701492537313433,
"exist_P": 0.9701492537313433,
"exist_R": 0.9701492537313433,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998425835400672
},
"lr": 3.229637126466522e-05,
"arch": "mpnn"
},
{
"epoch": 89,
"train": {
"gate_loss": 0.0025220804111583226,
"exist_loss": 0.003387936144630376,
"type_loss": 1.2619098432180461e-06,
"loss": 0.0059112784656319165,
"gate_mcc": 0.9963230615060621,
"gate_f1": 0.9987728300261941,
"exist_mcc": 0.9832467346970201,
"exist_auroc": 0.999844491481781,
"exist_f1": 0.9867350978530988,
"exist_P": 0.9838677459550466,
"exist_R": 0.989619211634137,
"type_acc": 1.0,
"type_trueprob": 0.9999993510051016
},
"val": {
"gate_loss": 0.19121231812271286,
"exist_loss": 0.014881578244739329,
"type_loss": 0.001861454954286497,
"loss": 0.20795535132173867,
"gate_mcc": 0.9214893020382967,
"gate_f1": 0.9388028090513878,
"exist_mcc": 0.9626708391408052,
"exist_auroc": 0.9987571239471436,
"exist_f1": 0.9704418170504046,
"exist_P": 0.9710460772104608,
"exist_R": 0.9698383084577115,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.999879706854844
},
"lr": 3.1906258553368605e-05,
"arch": "mpnn"
},
{
"epoch": 90,
"train": {
"gate_loss": 0.0034098539007653083,
"exist_loss": 0.0037066511141689556,
"type_loss": 1.3798149634346723e-05,
"loss": 0.007130303164568611,
"gate_mcc": 0.994843021211345,
"gate_f1": 0.9982770255718121,
"exist_mcc": 0.9819222482157967,
"exist_auroc": 0.999815821647644,
"exist_f1": 0.985686827206952,
"exist_P": 0.9827479623764824,
"exist_R": 0.9886433218522771,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999918349711684
},
"val": {
"gate_loss": 0.18659825291422683,
"exist_loss": 0.013887944472115742,
"type_loss": 0.0012239365828083373,
"loss": 0.2017101339691509,
"gate_mcc": 0.9238609107577906,
"gate_f1": 0.9406642478370081,
"exist_mcc": 0.9623537799729477,
"exist_auroc": 0.9988101720809937,
"exist_f1": 0.9701985468391809,
"exist_P": 0.9698593956342733,
"exist_R": 0.9705379353233831,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998558172539099
},
"lr": 3.1514394434949604e-05,
"arch": "mpnn"
},
{
"epoch": 91,
"train": {
"gate_loss": 0.0033321882502029584,
"exist_loss": 0.003558857514120164,
"type_loss": 0.0009732538702603286,
"loss": 0.007864299634583452,
"gate_mcc": 0.9946501730991938,
"gate_f1": 0.9982123241939305,
"exist_mcc": 0.9826825708635583,
"exist_auroc": 0.9998289942741394,
"exist_f1": 0.9862885604419721,
"exist_P": 0.9836324534191043,
"exist_R": 0.9889590508993494,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999890197888216
},
"val": {
"gate_loss": 0.18528167847375307,
"exist_loss": 0.014249683078541723,
"type_loss": 0.0005978689223493643,
"loss": 0.20012923047464415,
"gate_mcc": 0.9251114203376173,
"gate_f1": 0.9416564211467531,
"exist_mcc": 0.9623909274919408,
"exist_auroc": 0.9988000988960266,
"exist_f1": 0.9702246754256394,
"exist_P": 0.9703001088477686,
"exist_R": 0.9701492537313433,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999229887231665
},
"lr": 3.1120886041145436e-05,
"arch": "mpnn"
},
{
"epoch": 92,
"train": {
"gate_loss": 0.0030953299235001908,
"exist_loss": 0.0034760391663587447,
"type_loss": 1.9742067338352967e-06,
"loss": 0.00657334329659277,
"gate_mcc": 0.995400546689194,
"gate_f1": 0.9984638796370736,
"exist_mcc": 0.9828696673477845,
"exist_auroc": 0.9998365640640259,
"exist_f1": 0.9864366510979967,
"exist_P": 0.9837661410804176,
"exist_R": 0.9891216991963261,
"type_acc": 1.0,
"type_trueprob": 0.9999989988792002
},
"val": {
"gate_loss": 0.19824433337918101,
"exist_loss": 0.014636903611519024,
"type_loss": 0.0012706448796836517,
"loss": 0.2141518818703837,
"gate_mcc": 0.9239532371594781,
"gate_f1": 0.940729992186628,
"exist_mcc": 0.9631543907047626,
"exist_auroc": 0.9987723231315613,
"exist_f1": 0.9708360840355713,
"exist_P": 0.9699697369442073,
"exist_R": 0.9717039800995025,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999115730992597
},
"lr": 3.072584095322182e-05,
"arch": "mpnn"
},
{
"epoch": 93,
"train": {
"gate_loss": 0.0034442350655530295,
"exist_loss": 0.0035508375587144083,
"type_loss": 0.0001452992745007261,
"loss": 0.007140371898768164,
"gate_mcc": 0.9948849650339437,
"gate_f1": 0.9982915308744778,
"exist_mcc": 0.9823088612545263,
"exist_auroc": 0.9998295903205872,
"exist_f1": 0.9859927673826131,
"exist_P": 0.98333745694003,
"exist_R": 0.988662456946039,
"type_acc": 0.9999617298124761,
"type_trueprob": 0.9999685695515343
},
"val": {
"gate_loss": 0.19232151765132866,
"exist_loss": 0.014492627451241233,
"type_loss": 0.0002816378346961801,
"loss": 0.20709578293726608,
"gate_mcc": 0.9217814108179018,
"gate_f1": 0.9390074082326074,
"exist_mcc": 0.9631064382342851,
"exist_auroc": 0.998788058757782,
"exist_f1": 0.9707983845914882,
"exist_P": 0.9698944754810677,
"exist_R": 0.9717039800995025,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999395472493338
},
"lr": 3.032936717256128e-05,
"arch": "mpnn"
},
{
"epoch": 94,
"train": {
"gate_loss": 0.0027361114075774057,
"exist_loss": 0.003362644501787282,
"type_loss": 6.159218069442087e-05,
"loss": 0.006160348090059109,
"gate_mcc": 0.9959156232333203,
"gate_f1": 0.9986362918622511,
"exist_mcc": 0.9835628485089067,
"exist_auroc": 0.9998472929000854,
"exist_f1": 0.9869852397644084,
"exist_P": 0.9839585413397993,
"exist_R": 0.9900306161500191,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999873328108556
},
"val": {
"gate_loss": 0.1986719184218288,
"exist_loss": 0.015488319487420747,
"type_loss": 0.007423787428685789,
"loss": 0.22158402533793534,
"gate_mcc": 0.9231974450360779,
"gate_f1": 0.940139470013947,
"exist_mcc": 0.9625767629687831,
"exist_auroc": 0.9987344145774841,
"exist_f1": 0.9703686420905273,
"exist_P": 0.9708216619981326,
"exist_R": 0.9699160447761194,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998449291755904
},
"lr": 2.9931573091136706e-05,
"arch": "mpnn"
},
{
"epoch": 95,
"train": {
"gate_loss": 0.002727054261250992,
"exist_loss": 0.0032426895694027194,
"type_loss": 1.0551796541149491e-06,
"loss": 0.005970799010307826,
"gate_mcc": 0.9958307709657833,
"gate_f1": 0.9986074222955997,
"exist_mcc": 0.9838469101839317,
"exist_auroc": 0.9998577237129211,
"exist_f1": 0.9872100792211511,
"exist_P": 0.9848600266615882,
"exist_R": 0.9895713738997322,
"type_acc": 1.0,
"type_trueprob": 0.9999995164838368
},
"val": {
"gate_loss": 0.19381203566213911,
"exist_loss": 0.015369531280208796,
"type_loss": 0.00778554736882138,
"loss": 0.21696711431116927,
"gate_mcc": 0.9222173298104258,
"gate_f1": 0.939360160517222,
"exist_mcc": 0.9631914183427219,
"exist_auroc": 0.9987625479698181,
"exist_f1": 0.9708624708624709,
"exist_P": 0.9704100652376515,
"exist_R": 0.9713152985074627,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998449060454297
},
"lr": 2.9532567461877995e-05,
"arch": "mpnn"
},
{
"epoch": 96,
"train": {
"gate_loss": 0.0028369089556706142,
"exist_loss": 0.003320101136154112,
"type_loss": 0.00012379792352629838,
"loss": 0.006280808015351024,
"gate_mcc": 0.9958093449122581,
"gate_f1": 0.99860023401216,
"exist_mcc": 0.9838513775368244,
"exist_auroc": 0.9998515248298645,
"exist_f1": 0.987213570129678,
"exist_P": 0.9849617615405861,
"exist_R": 0.9894756984309223,
"type_acc": 0.999980864906238,
"type_trueprob": 0.9999777240950259
},
"val": {
"gate_loss": 0.19258172024290776,
"exist_loss": 0.015302002931540371,
"type_loss": 0.0038905061459640253,
"loss": 0.21177422932041218,
"gate_mcc": 0.9234496832099021,
"gate_f1": 0.9403426530498353,
"exist_mcc": 0.9632000847178381,
"exist_auroc": 0.9987801909446716,
"exist_f1": 0.9708571650908525,
"exist_P": 0.9718781646802213,
"exist_R": 0.9698383084577115,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998488595236593
},
"lr": 2.913245936894014e-05,
"arch": "mpnn"
},
{
"epoch": 97,
"train": {
"gate_loss": 0.0028972603960499845,
"exist_loss": 0.0032876348434279063,
"type_loss": 1.4464802450298736e-06,
"loss": 0.006186341719722921,
"gate_mcc": 0.9956803262106931,
"gate_f1": 0.9985571642894573,
"exist_mcc": 0.9841220232955382,
"exist_auroc": 0.9998546242713928,
"exist_f1": 0.987427895281763,
"exist_P": 0.9848388232718828,
"exist_R": 0.9900306161500191,
"type_acc": 1.0,
"type_trueprob": 0.9999992050889165
},
"val": {
"gate_loss": 0.22453652063986715,
"exist_loss": 0.014789833096191052,
"type_loss": 0.007593168529278905,
"loss": 0.24691952226533712,
"gate_mcc": 0.9187155361510125,
"gate_f1": 0.9365696511886247,
"exist_mcc": 0.9636674758086007,
"exist_auroc": 0.9987810254096985,
"exist_f1": 0.9712353261292078,
"exist_P": 0.9713108381278184,
"exist_R": 0.9711598258706468,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998442907238481
},
"lr": 2.8731358197880702e-05,
"arch": "mpnn"
},
{
"epoch": 98,
"train": {
"gate_loss": 0.0029704060788517997,
"exist_loss": 0.0032028707594246386,
"type_loss": 5.674438726711993e-05,
"loss": 0.006230021225543558,
"gate_mcc": 0.9955303716779841,
"gate_f1": 0.9985068412513818,
"exist_mcc": 0.9841913724995159,
"exist_auroc": 0.9998626708984375,
"exist_f1": 0.9874827607599105,
"exist_P": 0.9850805952528301,
"exist_R": 0.9898966704936855,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999862308845272
},
"val": {
"gate_loss": 0.20268645246115113,
"exist_loss": 0.01578000654816028,
"type_loss": 0.007150872092524334,
"loss": 0.22561733110183574,
"gate_mcc": 0.9211873321578168,
"gate_f1": 0.9385369112570984,
"exist_mcc": 0.9638918572031716,
"exist_auroc": 0.9987518191337585,
"exist_f1": 0.971406341178759,
"exist_P": 0.972276302468655,
"exist_R": 0.9705379353233831,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998452761280003
},
"lr": 2.8329373605754877e-05,
"arch": "mpnn"
},
{
"epoch": 99,
"train": {
"gate_loss": 0.0028021813856588798,
"exist_loss": 0.003167080934462524,
"type_loss": 3.142568826010888e-06,
"loss": 0.0059724048889474145,
"gate_mcc": 0.9960019228554169,
"gate_f1": 0.9986649631788231,
"exist_mcc": 0.9841677023063755,
"exist_auroc": 0.9998652338981628,
"exist_f1": 0.9874640312659564,
"exist_P": 0.9850338452164475,
"exist_R": 0.9899062380405664,
"type_acc": 1.0,
"type_trueprob": 0.9999984657997105
},
"val": {
"gate_loss": 0.20353480974511576,
"exist_loss": 0.01596223781843277,
"type_loss": 0.005476068487931555,
"loss": 0.2249731160514801,
"gate_mcc": 0.9211873321578168,
"gate_f1": 0.9385369112570984,
"exist_mcc": 0.9630540479552435,
"exist_auroc": 0.9987540245056152,
"exist_f1": 0.9707561458697426,
"exist_P": 0.9699650756693831,
"exist_R": 0.9715485074626866,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998960907186442
},
"lr": 2.792661549113635e-05,
"arch": "mpnn"
},
{
"epoch": 100,
"train": {
"gate_loss": 0.0023208353198571376,
"exist_loss": 0.003050518931321382,
"type_loss": 4.5409683583616644e-06,
"loss": 0.00537589521953688,
"gate_mcc": 0.9966244064426117,
"gate_f1": 0.9988732677388565,
"exist_mcc": 0.9847298398594851,
"exist_auroc": 0.9998732209205627,
"exist_f1": 0.9879089038774566,
"exist_P": 0.9857772951139817,
"exist_R": 0.9900497512437811,
"type_acc": 1.0,
"type_trueprob": 0.9999981725074485
},
"val": {
"gate_loss": 0.21141320431684765,
"exist_loss": 0.015954560413444358,
"type_loss": 0.004579364006763775,
"loss": 0.2319471287370558,
"gate_mcc": 0.9233296794020394,
"gate_f1": 0.9401871240810871,
"exist_mcc": 0.9638326373192602,
"exist_auroc": 0.9987866282463074,
"exist_f1": 0.9713708580973469,
"exist_P": 0.9708051867381008,
"exist_R": 0.9719371890547264,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998590059541351
},
"lr": 2.752319396407216e-05,
"arch": "mpnn"
},
{
"epoch": 101,
"train": {
"gate_loss": 0.0028750647607306335,
"exist_loss": 0.00301751626484094,
"type_loss": 1.7247494388047412e-06,
"loss": 0.005894305775010379,
"gate_mcc": 0.995723023880633,
"gate_f1": 0.9985715618786474,
"exist_mcc": 0.9848300704348624,
"exist_auroc": 0.9998776912689209,
"exist_f1": 0.9879881600305548,
"exist_P": 0.9860110539355822,
"exist_R": 0.9899732108687332,
"type_acc": 1.0,
"type_trueprob": 0.9999992313669689
},
"val": {
"gate_loss": 0.21404413789862986,
"exist_loss": 0.015894287907643204,
"type_loss": 0.004711334788911045,
"loss": 0.2346497605951841,
"gate_mcc": 0.92274877428961,
"gate_f1": 0.9397228251794956,
"exist_mcc": 0.9638496644986676,
"exist_auroc": 0.9988180994987488,
"exist_f1": 0.9713752333540759,
"exist_P": 0.9719800747198007,
"exist_R": 0.970771144278607,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998554397578263
},
"lr": 2.711921931597965e-05,
"arch": "mpnn"
},
{
"epoch": 102,
"train": {
"gate_loss": 0.002265978447903155,
"exist_loss": 0.002933781874799664,
"type_loss": 4.221256692025695e-05,
"loss": 0.005241972889623076,
"gate_mcc": 0.996324567512877,
"gate_f1": 0.9987726186289216,
"exist_mcc": 0.9852962519846141,
"exist_auroc": 0.9998828172683716,
"exist_f1": 0.9883573344021682,
"exist_P": 0.9858453747596474,
"exist_R": 0.9908821278224264,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999881849496975
},
"val": {
"gate_loss": 0.22763873809611013,
"exist_loss": 0.016045225791566076,
"type_loss": 0.0012763638617387407,
"loss": 0.24496032774941495,
"gate_mcc": 0.9220349643354324,
"gate_f1": 0.9391730202014581,
"exist_mcc": 0.9637134801780562,
"exist_auroc": 0.9988034963607788,
"exist_f1": 0.9712708471018155,
"exist_P": 0.9714596780465043,
"exist_R": 0.9710820895522388,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999369679398797
},
"lr": 2.6714801989493965e-05,
"arch": "mpnn"
},
{
"epoch": 103,
"train": {
"gate_loss": 0.001971963009629974,
"exist_loss": 0.002871662595121354,
"type_loss": 9.292205491076664e-05,
"loss": 0.004936547659662094,
"gate_mcc": 0.9967106674581234,
"gate_f1": 0.9989019427718409,
"exist_mcc": 0.9858394849374372,
"exist_auroc": 0.9998888373374939,
"exist_f1": 0.9887873218931239,
"exist_P": 0.9866444391521791,
"exist_R": 0.9909395331037122,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999854009360406
},
"val": {
"gate_loss": 0.23285270102244324,
"exist_loss": 0.016523490917821907,
"type_loss": 0.0025610259491403056,
"loss": 0.25193721788940543,
"gate_mcc": 0.9223109581463813,
"gate_f1": 0.9394074404098908,
"exist_mcc": 0.9637698227614789,
"exist_auroc": 0.9987799525260925,
"exist_f1": 0.9713175281772252,
"exist_P": 0.9712420332659724,
"exist_R": 0.9713930348258707,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999116178768784
},
"lr": 2.631005254827407e-05,
"arch": "mpnn"
},
{
"epoch": 104,
"train": {
"gate_loss": 0.003063641735952832,
"exist_loss": 0.003015838516515349,
"type_loss": 4.866493268035863e-06,
"loss": 0.006084346745736217,
"gate_mcc": 0.9954868781299983,
"gate_f1": 0.9984925488844861,
"exist_mcc": 0.9850102890759711,
"exist_auroc": 0.9998772740364075,
"exist_f1": 0.9881309744818336,
"exist_P": 0.9857927764076292,
"exist_R": 0.9904802908534251,
"type_acc": 1.0,
"type_trueprob": 0.9999976559247361
},
"val": {
"gate_loss": 0.21443212489458185,
"exist_loss": 0.01620917864392105,
"type_loss": 0.0001262501129314019,
"loss": 0.2307675536514343,
"gate_mcc": 0.9217143897783123,
"gate_f1": 0.9389734158167531,
"exist_mcc": 0.9639703569595552,
"exist_auroc": 0.9987684488296509,
"exist_f1": 0.9714774228646926,
"exist_P": 0.9712509712509713,
"exist_R": 0.9717039800995025,
"type_acc": 1.0,
"type_trueprob": 0.9999868347870177
},
"lr": 2.5905081646775793e-05,
"arch": "mpnn"
},
{
"epoch": 105,
"train": {
"gate_loss": 0.0027039303105506193,
"exist_loss": 0.00284843850944878,
"type_loss": 3.7336813531815665e-06,
"loss": 0.005556102501352581,
"gate_mcc": 0.9958304672993465,
"gate_f1": 0.9986074622794551,
"exist_mcc": 0.9856488208461229,
"exist_auroc": 0.9998904466629028,
"exist_f1": 0.9886364178705573,
"exist_P": 0.9863345046615052,
"exist_R": 0.9909491006505932,
"type_acc": 1.0,
"type_trueprob": 0.9999974778909314
},
"val": {
"gate_loss": 0.21327914201931347,
"exist_loss": 0.01686011526567543,
"type_loss": 0.004034659968730715,
"loss": 0.2341739172537196,
"gate_mcc": 0.921014710069609,
"gate_f1": 0.9384118498719234,
"exist_mcc": 0.9635129555857525,
"exist_auroc": 0.9988033175468445,
"exist_f1": 0.9711108518993741,
"exist_P": 0.9714507973551147,
"exist_R": 0.970771144278607,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999128570826492
},
"lr": 2.5500000000000013e-05,
"arch": "mpnn"
},
{
"epoch": 106,
"train": {
"gate_loss": 0.0017717551729586416,
"exist_loss": 0.0026701689736439655,
"type_loss": 3.0462407404980388e-05,
"loss": 0.004472386554007587,
"gate_mcc": 0.9967541597377179,
"gate_f1": 0.99891623423695,
"exist_mcc": 0.986447677186825,
"exist_auroc": 0.9999036192893982,
"exist_f1": 0.9892687677222864,
"exist_P": 0.9871858386844763,
"exist_R": 0.9913605051664753,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999916432873754
},
"val": {
"gate_loss": 0.22285234192589207,
"exist_loss": 0.017567147130677085,
"type_loss": 0.0019912390768052676,
"loss": 0.24241072813337441,
"gate_mcc": 0.9218861766457415,
"gate_f1": 0.9391168599464763,
"exist_mcc": 0.9633248367178966,
"exist_auroc": 0.9987658262252808,
"exist_f1": 0.9709643565126133,
"exist_P": 0.971002099043769,
"exist_R": 0.9709266169154229,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999312381839278
},
"lr": 2.509491835322423e-05,
"arch": "mpnn"
},
{
"epoch": 107,
"train": {
"gate_loss": 0.002205029190728193,
"exist_loss": 0.0026981378319197434,
"type_loss": 2.3504129095210685e-06,
"loss": 0.004905517435557457,
"gate_mcc": 0.9962389692092812,
"gate_f1": 0.9987438538563687,
"exist_mcc": 0.9864328515978947,
"exist_auroc": 0.9999014735221863,
"exist_f1": 0.9892569638747506,
"exist_P": 0.9873806210564441,
"exist_R": 0.9911404515882127,
"type_acc": 1.0,
"type_trueprob": 0.9999988328165083
},
"val": {
"gate_loss": 0.23167331827255028,
"exist_loss": 0.017712089849632597,
"type_loss": 0.005688568290879549,
"loss": 0.25507397641306245,
"gate_mcc": 0.9190716960705327,
"gate_f1": 0.9368438593567737,
"exist_mcc": 0.9645238955972675,
"exist_auroc": 0.9987778663635254,
"exist_f1": 0.9719190585310911,
"exist_P": 0.971202359698828,
"exist_R": 0.972636815920398,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999218781789144
},
"lr": 2.4689947451725965e-05,
"arch": "mpnn"
},
{
"epoch": 108,
"train": {
"gate_loss": 0.0019409398974173494,
"exist_loss": 0.002689485694431418,
"type_loss": 4.631826988565637e-06,
"loss": 0.0046350574188373335,
"gate_mcc": 0.9966681350119742,
"gate_f1": 0.9988875252101141,
"exist_mcc": 0.9867636470194524,
"exist_auroc": 0.9999021291732788,
"exist_f1": 0.9895189003436426,
"exist_P": 0.9872571428571428,
"exist_R": 0.9917910447761195,
"type_acc": 1.0,
"type_trueprob": 0.9999983133870068
},
"val": {
"gate_loss": 0.24206969498521763,
"exist_loss": 0.017594659502295825,
"type_loss": 0.006533989509400705,
"loss": 0.26619834399691417,
"gate_mcc": 0.9200259408017892,
"gate_f1": 0.9376286652200523,
"exist_mcc": 0.9636633498539672,
"exist_auroc": 0.9987964630126953,
"exist_f1": 0.9712308529663323,
"exist_P": 0.9714574583916628,
"exist_R": 0.9710043532338308,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999215155098569
},
"lr": 2.428519801050607e-05,
"arch": "mpnn"
},
{
"epoch": 109,
"train": {
"gate_loss": 0.002334605189554001,
"exist_loss": 0.002711041239504702,
"type_loss": 1.488014710881545e-05,
"loss": 0.005060526576167518,
"gate_mcc": 0.9963894271315151,
"gate_f1": 0.9987941083579776,
"exist_mcc": 0.9864395673771479,
"exist_auroc": 0.9999006390571594,
"exist_f1": 0.989262302517558,
"exist_P": 0.987334292712215,
"exist_R": 0.9911978568694987,
"type_acc": 1.0,
"type_trueprob": 0.9999950940336161
},
"val": {
"gate_loss": 0.24649766342896098,
"exist_loss": 0.017529171907264097,
"type_loss": 0.011405267601451764,
"loss": 0.27543210293767684,
"gate_mcc": 0.9186387427620001,
"gate_f1": 0.9364533658644784,
"exist_mcc": 0.9636572288943605,
"exist_auroc": 0.9987927079200745,
"exist_f1": 0.9712241406128481,
"exist_P": 0.971677559912854,
"exist_R": 0.970771144278607,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999208112261189
},
"lr": 2.3880780684020374e-05,
"arch": "mpnn"
},
{
"epoch": 110,
"train": {
"gate_loss": 0.0016265434536204715,
"exist_loss": 0.0025120463331371723,
"type_loss": 5.772313403697153e-06,
"loss": 0.004144362100161341,
"gate_mcc": 0.9971411544009444,
"gate_f1": 0.9990454385599759,
"exist_mcc": 0.9871181583847699,
"exist_auroc": 0.9999139904975891,
"exist_f1": 0.9897994269340974,
"exist_P": 0.9881006864988559,
"exist_R": 0.99150401836969,
"type_acc": 1.0,
"type_trueprob": 0.9999961961059337
},
"val": {
"gate_loss": 0.2362257917388747,
"exist_loss": 0.018059753083250675,
"type_loss": 0.010444896203380648,
"loss": 0.264730441025506,
"gate_mcc": 0.9227475529702347,
"gate_f1": 0.9397415905546893,
"exist_mcc": 0.9642648775569255,
"exist_auroc": 0.9987878799438477,
"exist_f1": 0.9717105774461801,
"exist_P": 0.9714840714840715,
"exist_R": 0.9719371890547264,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998813784537623
},
"lr": 2.3476806035927877e-05,
"arch": "mpnn"
},
{
"epoch": 111,
"train": {
"gate_loss": 0.0017647279935683877,
"exist_loss": 0.0024914289003264978,
"type_loss": 2.2510892277372587e-06,
"loss": 0.004258407983122623,
"gate_mcc": 0.9972919894061637,
"gate_f1": 0.999095646182335,
"exist_mcc": 0.9873796793605372,
"exist_auroc": 0.9999163150787354,
"exist_f1": 0.9900065413465625,
"exist_P": 0.9881334769389136,
"exist_R": 0.9918867202449292,
"type_acc": 1.0,
"type_trueprob": 0.9999990767644276
},
"val": {
"gate_loss": 0.2376036665110948,
"exist_loss": 0.01881029628313458,
"type_loss": 0.01004700482260013,
"loss": 0.2664609676168295,
"gate_mcc": 0.9234487437287174,
"gate_f1": 0.9403234802007808,
"exist_mcc": 0.9644470037479812,
"exist_auroc": 0.9987748265266418,
"exist_f1": 0.971850699844479,
"exist_P": 0.9721530802738021,
"exist_R": 0.9715485074626866,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999171068419271
},
"lr": 2.307338450886368e-05,
"arch": "mpnn"
},
{
"epoch": 112,
"train": {
"gate_loss": 0.0022936839902689067,
"exist_loss": 0.0026000945017296273,
"type_loss": 2.3214948252817332e-06,
"loss": 0.0048960999868238155,
"gate_mcc": 0.9963464187536066,
"gate_f1": 0.9987797525050962,
"exist_mcc": 0.987062266659674,
"exist_auroc": 0.9999091625213623,
"exist_f1": 0.9897552918261932,
"exist_P": 0.9877089010423614,
"exist_R": 0.9918101798698814,
"type_acc": 1.0,
"type_trueprob": 0.9999992191038778
},
"val": {
"gate_loss": 0.24673154423742402,
"exist_loss": 0.017350279697879594,
"type_loss": 0.006584117302641858,
"loss": 0.27066594123794546,
"gate_mcc": 0.921899474126781,
"gate_f1": 0.9391236481213068,
"exist_mcc": 0.9642586947650783,
"exist_auroc": 0.998791515827179,
"exist_f1": 0.9717039800995025,
"exist_P": 0.9717039800995025,
"exist_R": 0.9717039800995025,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999011508860991
},
"lr": 2.2670626394245164e-05,
"arch": "mpnn"
},
{
"epoch": 113,
"train": {
"gate_loss": 0.0027658905287688803,
"exist_loss": 0.0027556663860915835,
"type_loss": 3.954372263316202e-06,
"loss": 0.00552551128712378,
"gate_mcc": 0.9959170926020606,
"gate_f1": 0.9986360960762637,
"exist_mcc": 0.9862607695582444,
"exist_auroc": 0.9998976588249207,
"exist_f1": 0.9891205715759411,
"exist_P": 0.9874887952243816,
"exist_R": 0.9907577497129736,
"type_acc": 1.0,
"type_trueprob": 0.9999977115466135
},
"val": {
"gate_loss": 0.25113726195160563,
"exist_loss": 0.017340884403474782,
"type_loss": 0.006314132307910279,
"loss": 0.27479227866299066,
"gate_mcc": 0.92144999045362,
"gate_f1": 0.9387641388532904,
"exist_mcc": 0.9629717303550307,
"exist_auroc": 0.9988242983818054,
"exist_f1": 0.9706820125981802,
"exist_P": 0.9710595923447954,
"exist_R": 0.9703047263681592,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998644889883734
},
"lr": 2.226864180211933e-05,
"arch": "mpnn"
},
{
"epoch": 114,
"train": {
"gate_loss": 0.0017664380244985353,
"exist_loss": 0.0023913526723142453,
"type_loss": 3.2509174642446107e-06,
"loss": 0.004161041614277026,
"gate_mcc": 0.9970770543118561,
"gate_f1": 0.9990238580574775,
"exist_mcc": 0.9878241736300034,
"exist_auroc": 0.9999222159385681,
"exist_f1": 0.9903583964088728,
"exist_P": 0.9886351718548887,
"exist_R": 0.9920876387294297,
"type_acc": 1.0,
"type_trueprob": 0.9999980631615529
},
"val": {
"gate_loss": 0.2632959684269008,
"exist_loss": 0.019159848222128382,
"type_loss": 0.00793246629398877,
"loss": 0.29038828294301794,
"gate_mcc": 0.9204211957337517,
"gate_f1": 0.9379417821561752,
"exist_mcc": 0.9642386749727001,
"exist_auroc": 0.9987910389900208,
"exist_f1": 0.9716819667029718,
"exist_P": 0.9724384926814077,
"exist_R": 0.9709266169154229,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998996314124682
},
"lr": 2.1867540631059884e-05,
"arch": "mpnn"
},
{
"epoch": 115,
"train": {
"gate_loss": 0.0013721991137472926,
"exist_loss": 0.002286798920208968,
"type_loss": 3.1620336967945434e-06,
"loss": 0.0036621600676530553,
"gate_mcc": 0.9974632704886108,
"gate_f1": 0.9991531505669585,
"exist_mcc": 0.9880983460438743,
"exist_auroc": 0.9999286532402039,
"exist_f1": 0.9905754962903549,
"exist_P": 0.9886214191777689,
"exist_R": 0.9925373134328358,
"type_acc": 1.0,
"type_trueprob": 0.999998755442243
},
"val": {
"gate_loss": 0.2741308720028751,
"exist_loss": 0.01958914321686203,
"type_loss": 0.005968494491432587,
"loss": 0.2996885097111697,
"gate_mcc": 0.9190060955978228,
"gate_f1": 0.9367918240391024,
"exist_mcc": 0.963903796782503,
"exist_auroc": 0.9987813830375671,
"exist_f1": 0.971419683477855,
"exist_P": 0.9718353691745117,
"exist_R": 0.9710043532338308,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999029698656566
},
"lr": 2.1467432538122035e-05,
"arch": "mpnn"
},
{
"epoch": 116,
"train": {
"gate_loss": 0.0017267507581407303,
"exist_loss": 0.0023474649136001817,
"type_loss": 7.6129035176864e-07,
"loss": 0.004074976962092681,
"gate_mcc": 0.9972271803535578,
"gate_f1": 0.9990741471747134,
"exist_mcc": 0.9880115484796038,
"exist_auroc": 0.9999248385429382,
"exist_f1": 0.9905067522396043,
"exist_P": 0.9887503336765435,
"exist_R": 0.9922694221201684,
"type_acc": 1.0,
"type_trueprob": 0.99999957108379
},
"val": {
"gate_loss": 0.25556832975204724,
"exist_loss": 0.019727083537424875,
"type_loss": 0.010482996036310074,
"loss": 0.2857784093257822,
"gate_mcc": 0.9207422426893094,
"gate_f1": 0.9381603826048271,
"exist_mcc": 0.9648281553185483,
"exist_auroc": 0.9987567663192749,
"exist_f1": 0.9721487474716042,
"exist_P": 0.9729056368732482,
"exist_R": 0.9713930348258707,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.999851922787244
},
"lr": 2.1068426908863324e-05,
"arch": "mpnn"
},
{
"epoch": 117,
"train": {
"gate_loss": 0.0015908229683238434,
"exist_loss": 0.002311177209279883,
"type_loss": 4.336763111280958e-05,
"loss": 0.003945367808716536,
"gate_mcc": 0.9974206831292894,
"gate_f1": 0.9991387477392129,
"exist_mcc": 0.9878862955662822,
"exist_auroc": 0.9999271631240845,
"exist_f1": 0.9904076166102456,
"exist_P": 0.9885337933795286,
"exist_R": 0.9922885572139304,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999897594430006
},
"val": {
"gate_loss": 0.29690322273433145,
"exist_loss": 0.019674197222952258,
"type_loss": 0.00833331540731278,
"loss": 0.3249107353645965,
"gate_mcc": 0.9176445793987971,
"gate_f1": 0.9356679780572948,
"exist_mcc": 0.9643773707319043,
"exist_auroc": 0.9987694621086121,
"exist_f1": 0.9717887855558582,
"exist_P": 0.9728866380989482,
"exist_R": 0.970693407960199,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998511508922672
},
"lr": 2.067063282743875e-05,
"arch": "mpnn"
},
{
"epoch": 118,
"train": {
"gate_loss": 0.0018841123679431433,
"exist_loss": 0.0022863726967344215,
"type_loss": 5.3017119483888696e-06,
"loss": 0.004175786776625954,
"gate_mcc": 0.9971624898942415,
"gate_f1": 0.9990526361117888,
"exist_mcc": 0.9883881954950658,
"exist_auroc": 0.9999293088912964,
"exist_f1": 0.9908048283010666,
"exist_P": 0.989344551603087,
"exist_R": 0.9922694221201684,
"type_acc": 1.0,
"type_trueprob": 0.9999988042026291
},
"val": {
"gate_loss": 0.2655584686730278,
"exist_loss": 0.020396880467959844,
"type_loss": 0.006946254583587113,
"loss": 0.29290160372457474,
"gate_mcc": 0.9210826385193202,
"gate_f1": 0.9384461264470169,
"exist_mcc": 0.9642465739446753,
"exist_auroc": 0.9987555146217346,
"exist_f1": 0.9716907761704776,
"exist_P": 0.9721444133208839,
"exist_R": 0.9712375621890548,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998527044680581
},
"lr": 2.027415904677822e-05,
"arch": "mpnn"
},
{
"epoch": 119,
"train": {
"gate_loss": 0.0016603425559947218,
"exist_loss": 0.0022063478710991585,
"type_loss": 2.5755994482944025e-06,
"loss": 0.0038692660265421744,
"gate_mcc": 0.9973342232747188,
"gate_f1": 0.9991100904262954,
"exist_mcc": 0.9885849114413944,
"exist_auroc": 0.9999336004257202,
"exist_f1": 0.9909604303828917,
"exist_P": 0.9897215170544559,
"exist_R": 0.9922024492920015,
"type_acc": 1.0,
"type_trueprob": 0.9999989640607808
},
"val": {
"gate_loss": 0.26174718575239525,
"exist_loss": 0.020476498179649704,
"type_loss": 0.007926549867581052,
"loss": 0.290150233799626,
"gate_mcc": 0.9209894747848232,
"gate_f1": 0.9383801836905094,
"exist_mcc": 0.9644951128423694,
"exist_auroc": 0.9987377524375916,
"exist_f1": 0.9718884871106964,
"exist_P": 0.9722287047841307,
"exist_R": 0.9715485074626866,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.999908621334911
},
"lr": 1.9879113958854605e-05,
"arch": "mpnn"
},
{
"epoch": 120,
"train": {
"gate_loss": 0.00200366845867307,
"exist_loss": 0.0022545197017713316,
"type_loss": 2.7264702320447984e-06,
"loss": 0.004260914630676447,
"gate_mcc": 0.9965831730582947,
"gate_f1": 0.9988586851191202,
"exist_mcc": 0.9885299504305611,
"exist_auroc": 0.9999309778213501,
"exist_f1": 0.990917165697258,
"exist_P": 0.9891882615411017,
"exist_R": 0.9926521239954076,
"type_acc": 1.0,
"type_trueprob": 0.9999986317894078
},
"val": {
"gate_loss": 0.24671743102189822,
"exist_loss": 0.02052055620969016,
"type_loss": 0.00482853848763676,
"loss": 0.2720665257192251,
"gate_mcc": 0.9251341299169425,
"gate_f1": 0.9416494499972081,
"exist_mcc": 0.9646336004219892,
"exist_auroc": 0.998764157295227,
"exist_f1": 0.9719953325554259,
"exist_P": 0.9726763194768799,
"exist_R": 0.9713152985074627,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998680753494377
},
"lr": 1.9485605565050433e-05,
"arch": "mpnn"
},
{
"epoch": 121,
"train": {
"gate_loss": 0.0020524403879777354,
"exist_loss": 0.002301469547499066,
"type_loss": 2.7126915952321098e-05,
"loss": 0.004381036851429123,
"gate_mcc": 0.9967762368428835,
"gate_f1": 0.9989233419465977,
"exist_mcc": 0.9882394471778778,
"exist_auroc": 0.9999281764030457,
"exist_f1": 0.9906871453951515,
"exist_P": 0.9890433688064996,
"exist_R": 0.9923363949483353,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999931793855243
},
"val": {
"gate_loss": 0.2648819495945691,
"exist_loss": 0.0204624272398977,
"type_loss": 0.007791599112800165,
"loss": 0.293135975947267,
"gate_mcc": 0.9209122851387339,
"gate_f1": 0.9383031988873435,
"exist_mcc": 0.9631723134546827,
"exist_auroc": 0.9987276792526245,
"exist_f1": 0.9708420807091206,
"exist_P": 0.9710685954269715,
"exist_R": 0.9706156716417911,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998667349862815
},
"lr": 1.9093741446631425e-05,
"arch": "mpnn"
},
{
"epoch": 122,
"train": {
"gate_loss": 0.0014777965254754238,
"exist_loss": 0.0021440510669084585,
"type_loss": 8.727550301416329e-07,
"loss": 0.003622720347414024,
"gate_mcc": 0.9974205732740867,
"gate_f1": 0.9991387601016262,
"exist_mcc": 0.9890811535536445,
"exist_auroc": 0.9999375343322754,
"exist_f1": 0.9913534481111343,
"exist_P": 0.989972522230279,
"exist_R": 0.9927382319173363,
"type_acc": 1.0,
"type_trueprob": 0.9999995718137359
},
"val": {
"gate_loss": 0.26170422232409896,
"exist_loss": 0.02085423517740611,
"type_loss": 0.008152497499268944,
"loss": 0.290710955000774,
"gate_mcc": 0.9243516649232983,
"gate_f1": 0.94104510942385,
"exist_mcc": 0.964279098609138,
"exist_auroc": 0.9987476468086243,
"exist_f1": 0.9717109615160123,
"exist_P": 0.9728087261394625,
"exist_R": 0.9706156716417911,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998726233914124
},
"lr": 1.8703628735334822e-05,
"arch": "mpnn"
},
{
"epoch": 123,
"train": {
"gate_loss": 0.001661844005183862,
"exist_loss": 0.0021079603226523322,
"type_loss": 3.631274566602731e-06,
"loss": 0.003773435602402797,
"gate_mcc": 0.9970774317040058,
"gate_f1": 0.9990238160180306,
"exist_mcc": 0.9887819284306374,
"exist_auroc": 0.9999390244483948,
"exist_f1": 0.9911166300506257,
"exist_P": 0.989509822620637,
"exist_R": 0.9927286643704554,
"type_acc": 1.0,
"type_trueprob": 0.9999981790769615
},
"val": {
"gate_loss": 0.25230089731188043,
"exist_loss": 0.020818220216990566,
"type_loss": 0.01083385044541326,
"loss": 0.28395296797428426,
"gate_mcc": 0.9251878248319987,
"gate_f1": 0.9416955210543951,
"exist_mcc": 0.9644410451926329,
"exist_auroc": 0.9987658858299255,
"exist_f1": 0.9718441316014623,
"exist_P": 0.9723735408560311,
"exist_R": 0.9713152985074627,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998664514935431
},
"lr": 1.8315374084080624e-05,
"arch": "mpnn"
},
{
"epoch": 124,
"train": {
"gate_loss": 0.001277824721702314,
"exist_loss": 0.002056330577440916,
"type_loss": 8.470780297273705e-06,
"loss": 0.003342626079440504,
"gate_mcc": 0.9976147476008398,
"gate_f1": 0.9992032901961628,
"exist_mcc": 0.989255018058056,
"exist_auroc": 0.9999420642852783,
"exist_f1": 0.9914910491187671,
"exist_P": 0.9902184389582877,
"exist_R": 0.9927669345579794,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999941943023016
},
"val": {
"gate_loss": 0.2925362062752378,
"exist_loss": 0.021991733822899127,
"type_loss": 0.010543064582324816,
"loss": 0.32507100468046174,
"gate_mcc": 0.9210440355583316,
"gate_f1": 0.9384076114171257,
"exist_mcc": 0.9652288156952001,
"exist_auroc": 0.9987614750862122,
"exist_f1": 0.9724685020998599,
"exist_P": 0.972922502334267,
"exist_R": 0.9720149253731343,
"type_acc": 0.9997667910447762,
"type_trueprob": 0.9998002722488707
},
"lr": 1.7929083637813805e-05,
"arch": "mpnn"
},
{
"epoch": 125,
"train": {
"gate_loss": 0.0019108411589900012,
"exist_loss": 0.002124129280250307,
"type_loss": 2.8895145258654327e-06,
"loss": 0.004037859953766173,
"gate_mcc": 0.9970335635817448,
"gate_f1": 0.9990095599000948,
"exist_mcc": 0.9890581083231156,
"exist_auroc": 0.9999390840530396,
"exist_f1": 0.9913352503415267,
"exist_P": 0.9898506209817426,
"exist_R": 0.9928243398392652,
"type_acc": 1.0,
"type_trueprob": 0.9999988782191431
},
"val": {
"gate_loss": 0.27403521936988284,
"exist_loss": 0.021044199275873334,
"type_loss": 0.004326696419369005,
"loss": 0.29940611506512516,
"gate_mcc": 0.9209982594229709,
"gate_f1": 0.9383264807200801,
"exist_mcc": 0.9651616903153845,
"exist_auroc": 0.9987740516662598,
"exist_f1": 0.9724092306494923,
"exist_P": 0.9735837294475181,
"exist_R": 0.9712375621890548,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998958478519573
},
"lr": 1.7544863004485264e-05,
"arch": "mpnn"
},
{
"epoch": 126,
"train": {
"gate_loss": 0.001165814520599226,
"exist_loss": 0.0020708677626120452,
"type_loss": 5.690927693657699e-05,
"loss": 0.0032935915601478485,
"gate_mcc": 0.9976793213033396,
"gate_f1": 0.9992248173296392,
"exist_mcc": 0.9893230685852368,
"exist_auroc": 0.9999417662620544,
"exist_f1": 0.9915450168144299,
"exist_P": 0.9901072273525147,
"exist_R": 0.9929869881362419,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999882604261034
},
"val": {
"gate_loss": 0.2957146173696076,
"exist_loss": 0.021548199519733406,
"type_loss": 0.012965059470234262,
"loss": 0.33022787635957523,
"gate_mcc": 0.9209672155939934,
"gate_f1": 0.9383306456097426,
"exist_mcc": 0.9648281553185483,
"exist_auroc": 0.9987685084342957,
"exist_f1": 0.9721487474716042,
"exist_P": 0.9729056368732482,
"exist_R": 0.9713930348258707,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999218123469187
},
"lr": 1.7162817226179753e-05,
"arch": "mpnn"
},
{
"epoch": 127,
"train": {
"gate_loss": 0.0015258779624951941,
"exist_loss": 0.002055214229851153,
"type_loss": 7.786405270131206e-07,
"loss": 0.0035818708328733606,
"gate_mcc": 0.9972489779632624,
"gate_f1": 0.9990812913598324,
"exist_mcc": 0.9894955373716035,
"exist_auroc": 0.9999428987503052,
"exist_f1": 0.9916814387622974,
"exist_P": 0.9904935526052057,
"exist_R": 0.9928721775736701,
"type_acc": 1.0,
"type_trueprob": 0.9999994795485744
},
"val": {
"gate_loss": 0.2655008948132895,
"exist_loss": 0.0210005221146373,
"type_loss": 0.01603208646145777,
"loss": 0.30253350338938456,
"gate_mcc": 0.9242706546764686,
"gate_f1": 0.940966409998884,
"exist_mcc": 0.9639478999451562,
"exist_auroc": 0.9987838268280029,
"exist_f1": 0.9714530180460484,
"exist_P": 0.9720579078455791,
"exist_R": 0.9708488805970149,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999197540591606
},
"lr": 1.678305075039836e-05,
"arch": "mpnn"
},
{
"epoch": 128,
"train": {
"gate_loss": 0.0015804591415304447,
"exist_loss": 0.00202984425640713,
"type_loss": 0.00027162213472046033,
"loss": 0.0038819255326580353,
"gate_mcc": 0.9973786198234099,
"gate_f1": 0.9991242929742455,
"exist_mcc": 0.9894544642013646,
"exist_auroc": 0.9999438524246216,
"exist_f1": 0.9916489900437616,
"exist_P": 0.9903431428680484,
"exist_R": 0.992958285495599,
"type_acc": 0.999980864906238,
"type_trueprob": 0.9999801462015063
},
"val": {
"gate_loss": 0.2859211531563607,
"exist_loss": 0.022211730240061817,
"type_loss": 0.014959757674488821,
"loss": 0.32309264107091135,
"gate_mcc": 0.9199294018112162,
"gate_f1": 0.9375034720293317,
"exist_mcc": 0.9639881599088784,
"exist_auroc": 0.9987384676933289,
"exist_f1": 0.9714819281795899,
"exist_P": 0.972427759171275,
"exist_R": 0.9705379353233831,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998387504572892
},
"lr": 1.6405667401503603e-05,
"arch": "mpnn"
},
{
"epoch": 129,
"train": {
"gate_loss": 0.0011964975043894672,
"exist_loss": 0.001937604397325934,
"type_loss": 7.274790998068006e-05,
"loss": 0.0032068498116960813,
"gate_mcc": 0.9976144069951547,
"gate_f1": 0.9992033245053076,
"exist_mcc": 0.98975504965493,
"exist_auroc": 0.9999483823776245,
"exist_f1": 0.9918870780588198,
"exist_P": 0.9900952344636269,
"exist_R": 0.9936854190585533,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999854832739379
},
"val": {
"gate_loss": 0.30422651443024457,
"exist_loss": 0.022879398952561365,
"type_loss": 0.009133159318153687,
"loss": 0.3362390727009596,
"gate_mcc": 0.9177969020890524,
"gate_f1": 0.9358021953653398,
"exist_mcc": 0.9638898990783119,
"exist_auroc": 0.9987245202064514,
"exist_f1": 0.9714041162510212,
"exist_P": 0.9723498714853182,
"exist_R": 0.9704601990049752,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999153780106881
},
"lr": 1.603077035233493e-05,
"arch": "mpnn"
},
{
"epoch": 130,
"train": {
"gate_loss": 0.0010143020423526508,
"exist_loss": 0.0018087028268302782,
"type_loss": 2.741001936422095e-06,
"loss": 0.0028257458711193513,
"gate_mcc": 0.9977432298954549,
"gate_f1": 0.9992464096804059,
"exist_mcc": 0.9903268162427715,
"exist_auroc": 0.9999547004699707,
"exist_f1": 0.9923395633120994,
"exist_P": 0.9913115708870791,
"exist_R": 0.993369690011481,
"type_acc": 1.0,
"type_trueprob": 0.9999987996769645
},
"val": {
"gate_loss": 0.3057926282404832,
"exist_loss": 0.023075642870896515,
"type_loss": 0.005055356419785031,
"loss": 0.3339236275311648,
"gate_mcc": 0.9204514529790411,
"gate_f1": 0.9379379379379379,
"exist_mcc": 0.9635352704081559,
"exist_auroc": 0.9987393021583557,
"exist_f1": 0.9711194146037677,
"exist_P": 0.972482070470845,
"exist_R": 0.9697605721393034,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.999877749390863
},
"lr": 1.565846209600226e-05,
"arch": "mpnn"
},
{
"epoch": 131,
"train": {
"gate_loss": 0.001072022554143168,
"exist_loss": 0.0018756434239734284,
"type_loss": 9.247464631357297e-07,
"loss": 0.002948590724579732,
"gate_mcc": 0.9978299143664471,
"gate_f1": 0.9992750554474917,
"exist_mcc": 0.9901468860966434,
"exist_auroc": 0.9999518990516663,
"exist_f1": 0.9921971684274403,
"exist_P": 0.9910464572415834,
"exist_R": 0.9933505549177191,
"type_acc": 1.0,
"type_trueprob": 0.9999995537110776
},
"val": {
"gate_loss": 0.30711650149964204,
"exist_loss": 0.022090991851557447,
"type_loss": 0.007078696429473058,
"loss": 0.33628618978067254,
"gate_mcc": 0.920942817887728,
"gate_f1": 0.9382990550305725,
"exist_mcc": 0.9642252019822722,
"exist_auroc": 0.998776912689209,
"exist_f1": 0.9716665369346931,
"exist_P": 0.9729540140296181,
"exist_R": 0.9703824626865671,
"type_acc": 0.9997667910447762,
"type_trueprob": 0.9998060882981143
},
"lr": 1.5288844417865394e-05,
"arch": "mpnn"
},
{
"epoch": 132,
"train": {
"gate_loss": 0.0010432376501270193,
"exist_loss": 0.0017983658342454608,
"type_loss": 2.1191352878165994e-06,
"loss": 0.002843722619660297,
"gate_mcc": 0.9976363110867261,
"gate_f1": 0.999210462095003,
"exist_mcc": 0.9904546833531613,
"exist_auroc": 0.9999554753303528,
"exist_f1": 0.9924408937138052,
"exist_P": 0.9912851742965141,
"exist_R": 0.9935993111366246,
"type_acc": 1.0,
"type_trueprob": 0.9999990182227665
},
"val": {
"gate_loss": 0.33123860451858256,
"exist_loss": 0.023226420358848927,
"type_loss": 0.00604213236361565,
"loss": 0.36050715724104715,
"gate_mcc": 0.9164125098199988,
"gate_f1": 0.9347067619205849,
"exist_mcc": 0.9650766453034623,
"exist_auroc": 0.9987711310386658,
"exist_f1": 0.9723464664929409,
"exist_P": 0.9729898030668639,
"exist_R": 0.9717039800995025,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998842551933592
},
"lr": 1.4922018367706931e-05,
"arch": "mpnn"
},
{
"epoch": 133,
"train": {
"gate_loss": 0.001795879887884028,
"exist_loss": 0.0019269790708503535,
"type_loss": 1.4754543134771884e-06,
"loss": 0.003724334413047859,
"gate_mcc": 0.9971203136718022,
"gate_f1": 0.999038185472294,
"exist_mcc": 0.9902209676849874,
"exist_auroc": 0.9999497532844543,
"exist_f1": 0.9922559131668586,
"exist_P": 0.9909256591063063,
"exist_R": 0.9935897435897436,
"type_acc": 1.0,
"type_trueprob": 0.9999993307856002
},
"val": {
"gate_loss": 0.2883304705024351,
"exist_loss": 0.022149136538104575,
"type_loss": 0.003951195301282558,
"loss": 0.31443080234182225,
"gate_mcc": 0.9210690199884423,
"gate_f1": 0.9384392741845708,
"exist_mcc": 0.9650208441019366,
"exist_auroc": 0.998771607875824,
"exist_f1": 0.9723000311235607,
"exist_P": 0.973208722741433,
"exist_R": 0.9713930348258707,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998885855745914
},
"lr": 1.4558084232106247e-05,
"arch": "mpnn"
},
{
"epoch": 134,
"train": {
"gate_loss": 0.0014937897107708401,
"exist_loss": 0.0018420743696534172,
"type_loss": 3.331929192943678e-06,
"loss": 0.003339196009617201,
"gate_mcc": 0.9971850179220065,
"gate_f1": 0.9990596983856959,
"exist_mcc": 0.990232063461714,
"exist_auroc": 0.9999536275863647,
"exist_f1": 0.9922646548717385,
"exist_P": 0.9910382805714886,
"exist_R": 0.9934940681209338,
"type_acc": 1.0,
"type_trueprob": 0.9999986897471121
},
"val": {
"gate_loss": 0.30030963051611126,
"exist_loss": 0.023079848875839148,
"type_loss": 0.009346107490667036,
"loss": 0.33273558688261745,
"gate_mcc": 0.9200845990620246,
"gate_f1": 0.937638950644731,
"exist_mcc": 0.9647416424779665,
"exist_auroc": 0.9987600445747375,
"exist_f1": 0.9720839813374806,
"exist_P": 0.9723864343497199,
"exist_R": 0.9717817164179104,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998700126486632
},
"lr": 1.4197141507022157e-05,
"arch": "mpnn"
},
{
"epoch": 135,
"train": {
"gate_loss": 0.0011020172234618016,
"exist_loss": 0.0017350310023714237,
"type_loss": 1.0628950432761494e-06,
"loss": 0.0028381111208765014,
"gate_mcc": 0.9977651152780787,
"gate_f1": 0.9992535492298638,
"exist_mcc": 0.9907866159453144,
"exist_auroc": 0.9999588131904602,
"exist_f1": 0.9927037293642641,
"exist_P": 0.9915429771393118,
"exist_R": 0.993867202449292,
"type_acc": 1.0,
"type_trueprob": 0.9999995170677936
},
"val": {
"gate_loss": 0.2966063293699822,
"exist_loss": 0.023820185561714502,
"type_loss": 0.007869324237753151,
"loss": 0.3282958391694499,
"gate_mcc": 0.9211099247953117,
"gate_f1": 0.938459826396617,
"exist_mcc": 0.9650747275778447,
"exist_auroc": 0.9987602233886719,
"exist_f1": 0.9723443152203508,
"exist_P": 0.9730634488127676,
"exist_R": 0.9716262437810945,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.999860579398141
},
"lr": 1.3839288870591702e-05,
"arch": "mpnn"
},
{
"epoch": 136,
"train": {
"gate_loss": 0.0011411130154401863,
"exist_loss": 0.0017401846151812621,
"type_loss": 1.5833620715580635e-06,
"loss": 0.0028828809926930063,
"gate_mcc": 0.9977219927531723,
"gate_f1": 0.9992392053284336,
"exist_mcc": 0.9908522199310489,
"exist_auroc": 0.999958336353302,
"exist_f1": 0.9927556315885046,
"exist_P": 0.9916846466690852,
"exist_R": 0.993828932261768,
"type_acc": 1.0,
"type_trueprob": 0.9999993796189809
},
"val": {
"gate_loss": 0.31297064410331354,
"exist_loss": 0.024604312617801518,
"type_loss": 0.00929036811960105,
"loss": 0.3468653248407161,
"gate_mcc": 0.9200845990620246,
"gate_f1": 0.937638950644731,
"exist_mcc": 0.9655029231934751,
"exist_auroc": 0.998752236366272,
"exist_f1": 0.9726784463298825,
"exist_P": 0.9739672642244739,
"exist_R": 0.9713930348258707,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998740372966178
},
"lr": 1.3484624156152555e-05,
"arch": "mpnn"
},
{
"epoch": 137,
"train": {
"gate_loss": 0.0009464582494085978,
"exist_loss": 0.0016847727202509806,
"type_loss": 3.641535315307314e-06,
"loss": 0.0026348725049748856,
"gate_mcc": 0.997915821262883,
"gate_f1": 0.9993037761173675,
"exist_mcc": 0.9910985912148264,
"exist_auroc": 0.999960720539093,
"exist_f1": 0.9929506449562462,
"exist_P": 0.9920071811228144,
"exist_R": 0.993895905089935,
"type_acc": 1.0,
"type_trueprob": 0.9999986179204358
},
"val": {
"gate_loss": 0.3317123342146443,
"exist_loss": 0.02468772531168848,
"type_loss": 0.011588994498037682,
"loss": 0.3679890540243705,
"gate_mcc": 0.9177026612612541,
"gate_f1": 0.9357360687551981,
"exist_mcc": 0.9647593161179356,
"exist_auroc": 0.9987608790397644,
"exist_f1": 0.9720870479230739,
"exist_P": 0.973641113623957,
"exist_R": 0.9705379353233831,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998865213560227
},
"lr": 1.3133244325496332e-05,
"arch": "mpnn"
},
{
"epoch": 138,
"train": {
"gate_loss": 0.0010587863494023126,
"exist_loss": 0.0016639122241776296,
"type_loss": 3.1348623610526986e-06,
"loss": 0.0027258334359409947,
"gate_mcc": 0.9978082384169076,
"gate_f1": 0.9992678935431082,
"exist_mcc": 0.99102679277788,
"exist_auroc": 0.9999615550041199,
"exist_f1": 0.9928938376621826,
"exist_P": 0.9918747314651263,
"exist_R": 0.9939150401836969,
"type_acc": 1.0,
"type_trueprob": 0.9999975666523527
},
"val": {
"gate_loss": 0.3258165141455131,
"exist_loss": 0.02492029468384022,
"type_loss": 0.008794914113066979,
"loss": 0.3595317229424203,
"gate_mcc": 0.9207594481281945,
"gate_f1": 0.9381494859683245,
"exist_mcc": 0.964622105666715,
"exist_auroc": 0.9987512230873108,
"exist_f1": 0.971982255428438,
"exist_P": 0.9731182795698925,
"exist_R": 0.9708488805970149,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998582823952632
},
"lr": 1.2785245442360232e-05,
"arch": "mpnn"
},
{
"epoch": 139,
"train": {
"gate_loss": 0.0009963881950693582,
"exist_loss": 0.0016640264182568767,
"type_loss": 4.526983664588606e-06,
"loss": 0.0026649415969908236,
"gate_mcc": 0.9978941496067828,
"gate_f1": 0.9992966136973717,
"exist_mcc": 0.9910932954398052,
"exist_auroc": 0.9999617338180542,
"exist_f1": 0.9929465062267632,
"exist_P": 0.9919131547289427,
"exist_R": 0.9939820130118637,
"type_acc": 1.0,
"type_trueprob": 0.9999980617016611
},
"val": {
"gate_loss": 0.338174058391827,
"exist_loss": 0.025990606460833583,
"type_loss": 0.007115982127904383,
"loss": 0.37128064698056495,
"gate_mcc": 0.9196108101255902,
"gate_f1": 0.9372673223314998,
"exist_mcc": 0.9645334151456242,
"exist_auroc": 0.9987251162528992,
"exist_f1": 0.9719153570872879,
"exist_P": 0.9726720647773279,
"exist_R": 0.9711598258706468,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999165354083427
},
"lr": 1.2440722646164162e-05,
"arch": "mpnn"
},
{
"epoch": 140,
"train": {
"gate_loss": 0.0009519140779375854,
"exist_loss": 0.0016156732982512154,
"type_loss": 4.071600396582137e-06,
"loss": 0.002571658976585383,
"gate_mcc": 0.9978085845461301,
"gate_f1": 0.999267862013523,
"exist_mcc": 0.9912862594338574,
"exist_auroc": 0.9999637603759766,
"exist_f1": 0.9930992955929158,
"exist_P": 0.9920847098363473,
"exist_R": 0.9941159586681975,
"type_acc": 1.0,
"type_trueprob": 0.9999972558413891
},
"val": {
"gate_loss": 0.3426514261503379,
"exist_loss": 0.026867274125097734,
"type_loss": 0.013059282367855116,
"loss": 0.3825779826432908,
"gate_mcc": 0.9207943070433124,
"gate_f1": 0.938205684409589,
"exist_mcc": 0.9640806348314616,
"exist_auroc": 0.9987189769744873,
"exist_f1": 0.9715530995836089,
"exist_P": 0.9727265643263462,
"exist_R": 0.9703824626865671,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998990917087194
},
"lr": 1.2099770126000549e-05,
"arch": "mpnn"
},
{
"epoch": 141,
"train": {
"gate_loss": 0.0009785272239480676,
"exist_loss": 0.0016765074335221824,
"type_loss": 1.4165265687979723e-05,
"loss": 0.0026691999231582297,
"gate_mcc": 0.9978939341899405,
"gate_f1": 0.9992966338907628,
"exist_mcc": 0.9909778843670269,
"exist_auroc": 0.999960720539093,
"exist_f1": 0.9928550604810766,
"exist_P": 0.9919116874683678,
"exist_R": 0.9938002296211251,
"type_acc": 1.0,
"type_trueprob": 0.9999951754955784
},
"val": {
"gate_loss": 0.3345039120597979,
"exist_loss": 0.025481073172026567,
"type_loss": 0.01634346854624016,
"loss": 0.3763284537780646,
"gate_mcc": 0.9195689307354358,
"gate_f1": 0.9372464009782668,
"exist_mcc": 0.9645874089910791,
"exist_auroc": 0.9987130165100098,
"exist_f1": 0.9719597090965659,
"exist_P": 0.9725270449062183,
"exist_R": 0.9713930348258707,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998494570528097
},
"lr": 1.1762481094884017e-05,
"arch": "mpnn"
},
{
"epoch": 142,
"train": {
"gate_loss": 0.0013998186729311836,
"exist_loss": 0.0016931424757442469,
"type_loss": 5.6431031084931435e-06,
"loss": 0.0030986042517839236,
"gate_mcc": 0.997421380897106,
"gate_f1": 0.9991386735572783,
"exist_mcc": 0.990865932337269,
"exist_auroc": 0.9999605417251587,
"exist_f1": 0.9927665714313015,
"exist_P": 0.9915064989597847,
"exist_R": 0.9940298507462687,
"type_acc": 1.0,
"type_trueprob": 0.9999978659301711
},
"val": {
"gate_loss": 0.3110722387356802,
"exist_loss": 0.025213568303383217,
"type_loss": 0.011704521927133617,
"loss": 0.347990328966197,
"gate_mcc": 0.9235150215777561,
"gate_f1": 0.9403759272686708,
"exist_mcc": 0.9636855907218703,
"exist_auroc": 0.9987508058547974,
"exist_f1": 0.9712395407666862,
"exist_P": 0.9724885044033981,
"exist_R": 0.9699937810945274,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.999860342758805
},
"lr": 1.1428947764267886e-05,
"arch": "mpnn"
},
{
"epoch": 143,
"train": {
"gate_loss": 0.0012865749558637785,
"exist_loss": 0.0016434810626550765,
"type_loss": 6.606837207120956e-06,
"loss": 0.0029366628557259762,
"gate_mcc": 0.9975500580635719,
"gate_f1": 0.9991817751173507,
"exist_mcc": 0.9911223495877881,
"exist_auroc": 0.9999627470970154,
"exist_f1": 0.9929694258444097,
"exist_P": 0.9920732697284856,
"exist_R": 0.993867202449292,
"type_acc": 1.0,
"type_trueprob": 0.9999976197924141
},
"val": {
"gate_loss": 0.2931053582305259,
"exist_loss": 0.025671449381968435,
"type_loss": 0.012204987312389894,
"loss": 0.3309817949248842,
"gate_mcc": 0.9239292591305207,
"gate_f1": 0.9407361894654527,
"exist_mcc": 0.9645276371710917,
"exist_auroc": 0.9987558722496033,
"exist_f1": 0.9719088008715276,
"exist_P": 0.9728929739834865,
"exist_R": 0.9709266169154229,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999046634085735
},
"lr": 1.1099261318834415e-05,
"arch": "mpnn"
},
{
"epoch": 144,
"train": {
"gate_loss": 0.0010265256158119593,
"exist_loss": 0.0015569813100270989,
"type_loss": 1.1484383601568069e-06,
"loss": 0.002584655364199215,
"gate_mcc": 0.9977653417365664,
"gate_f1": 0.9992535277989119,
"exist_mcc": 0.9913982434650351,
"exist_auroc": 0.9999660849571228,
"exist_f1": 0.9931877178137594,
"exist_P": 0.9925187032418953,
"exist_R": 0.993857634902411,
"type_acc": 1.0,
"type_trueprob": 0.9999993303476327
},
"val": {
"gate_loss": 0.33641921268725,
"exist_loss": 0.02646533982777606,
"type_loss": 0.01859965224224049,
"loss": 0.3814842047572665,
"gate_mcc": 0.91926855316534,
"gate_f1": 0.937,
"exist_mcc": 0.9646018847133149,
"exist_auroc": 0.9987690448760986,
"exist_f1": 0.9719582489484343,
"exist_P": 0.9739306899781455,
"exist_R": 0.9699937810945274,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998851881098392
},
"lr": 1.077351189156589e-05,
"arch": "mpnn"
},
{
"epoch": 145,
"train": {
"gate_loss": 0.0009971196648676682,
"exist_loss": 0.0014793371190875233,
"type_loss": 1.5002547582624536e-06,
"loss": 0.002477957038713454,
"gate_mcc": 0.9978294688095138,
"gate_f1": 0.9992750970723969,
"exist_mcc": 0.9919062024619026,
"exist_auroc": 0.9999696016311646,
"exist_f1": 0.9935900806378373,
"exist_P": 0.9927975775406689,
"exist_R": 0.9943838499808649,
"type_acc": 1.0,
"type_trueprob": 0.999999261586729
},
"val": {
"gate_loss": 0.31557679264199817,
"exist_loss": 0.026946675142554204,
"type_loss": 0.015815711429967086,
"loss": 0.35833917921451947,
"gate_mcc": 0.9230517493960517,
"gate_f1": 0.9400278940027894,
"exist_mcc": 0.9645720236877902,
"exist_auroc": 0.9987674355506897,
"exist_f1": 0.9719422500681014,
"exist_P": 0.9731161848359697,
"exist_R": 0.970771144278607,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999180415376502
},
"lr": 1.0451788539103143e-05,
"arch": "mpnn"
},
{
"epoch": 146,
"train": {
"gate_loss": 0.0010437243740366385,
"exist_loss": 0.0015416821824192552,
"type_loss": 2.6526849710705907e-05,
"loss": 0.0026119334061666,
"gate_mcc": 0.9978515935368433,
"gate_f1": 0.9992822176603168,
"exist_mcc": 0.9916166160538297,
"exist_auroc": 0.9999670386314392,
"exist_f1": 0.9933607697492006,
"exist_P": 0.9925495028225922,
"exist_R": 0.9941733639494833,
"type_acc": 1.0,
"type_trueprob": 0.9999936294701653
},
"val": {
"gate_loss": 0.34642723991439706,
"exist_loss": 0.02689479660495477,
"type_loss": 0.01043698798975573,
"loss": 0.38375902450910754,
"gate_mcc": 0.9189123340680634,
"gate_f1": 0.93672573745903,
"exist_mcc": 0.9649058656606433,
"exist_auroc": 0.998778223991394,
"exist_f1": 0.9722027563653352,
"exist_P": 0.9737950397753861,
"exist_R": 0.9706156716417911,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999186621969612
},
"lr": 1.0134179217398348e-05,
"arch": "mpnn"
},
{
"epoch": 147,
"train": {
"gate_loss": 0.0008847672409455347,
"exist_loss": 0.0014765898754656188,
"type_loss": 1.820627788173806e-06,
"loss": 0.0023631777441993273,
"gate_mcc": 0.9979803928196334,
"gate_f1": 0.9993253039720933,
"exist_mcc": 0.9919481462656123,
"exist_auroc": 0.9999697208404541,
"exist_f1": 0.9936232659968068,
"exist_P": 0.9928733831368578,
"exist_R": 0.994374282433984,
"type_acc": 1.0,
"type_trueprob": 0.9999992068407867
},
"val": {
"gate_loss": 0.34432306364396154,
"exist_loss": 0.027690798485039442,
"type_loss": 0.0111466536021611,
"loss": 0.3831605157311621,
"gate_mcc": 0.9206985064132017,
"gate_f1": 0.9381575285276926,
"exist_mcc": 0.9650488368947719,
"exist_auroc": 0.9987642765045166,
"exist_f1": 0.9723141622210972,
"exist_P": 0.9740969025512991,
"exist_R": 0.9705379353233831,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999165099058578
},
"lr": 9.820770757668748e-06,
"arch": "mpnn"
},
{
"epoch": 148,
"train": {
"gate_loss": 0.0009098836615589668,
"exist_loss": 0.0014406998697144727,
"type_loss": 1.3729762648649982e-06,
"loss": 0.0023519565075383045,
"gate_mcc": 0.9979800650903169,
"gate_f1": 0.9993253330271015,
"exist_mcc": 0.9923348593782755,
"exist_auroc": 0.9999709725379944,
"exist_f1": 0.9939295444768415,
"exist_P": 0.9931225522972585,
"exist_R": 0.9947378492154612,
"type_acc": 1.0,
"type_trueprob": 0.999999345968475
},
"val": {
"gate_loss": 0.3490593715169806,
"exist_loss": 0.027998122077282316,
"type_loss": 0.011865672800290623,
"loss": 0.3889231663945535,
"gate_mcc": 0.9200948779320606,
"gate_f1": 0.9376633487182339,
"exist_mcc": 0.9648503987169458,
"exist_auroc": 0.998740553855896,
"exist_f1": 0.9721562366135753,
"exist_P": 0.9740148263753414,
"exist_R": 0.9703047263681592,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999099065415302
},
"lr": 9.511648842657871e-06,
"arch": "mpnn"
},
{
"epoch": 149,
"train": {
"gate_loss": 0.0010072833027820595,
"exist_loss": 0.001467910996484549,
"type_loss": 0.00016031976150074112,
"loss": 0.0026355140607673497,
"gate_mcc": 0.9978944865368692,
"gate_f1": 0.9992965834051105,
"exist_mcc": 0.9920765988177889,
"exist_auroc": 0.9999702572822571,
"exist_f1": 0.9937251191175979,
"exist_P": 0.9927430366572135,
"exist_R": 0.9947091465748182,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999898387151251
},
"val": {
"gate_loss": 0.3592377564358053,
"exist_loss": 0.027785949502752417,
"type_loss": 0.010572303638348402,
"loss": 0.3975960095769061,
"gate_mcc": 0.9207040416645152,
"gate_f1": 0.938121976983377,
"exist_mcc": 0.9650133441437969,
"exist_auroc": 0.9987521171569824,
"exist_f1": 0.9722914072229141,
"exist_P": 0.9735037406483791,
"exist_R": 0.9710820895522388,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.999892694440054
},
"lr": 9.206897983210727e-06,
"arch": "mpnn"
},
{
"epoch": 150,
"train": {
"gate_loss": 0.0009949941569363753,
"exist_loss": 0.0014894212847453838,
"type_loss": 2.33556833565549e-05,
"loss": 0.002507771125038314,
"gate_mcc": 0.9978942600763254,
"gate_f1": 0.9992966036002411,
"exist_mcc": 0.9921044897708057,
"exist_auroc": 0.9999696016311646,
"exist_f1": 0.9937470121426523,
"exist_P": 0.9930823619338811,
"exist_R": 0.9944125526215079,
"type_acc": 0.999990432453119,
"type_trueprob": 0.9999940699925151
},
"val": {
"gate_loss": 0.32444557842942084,
"exist_loss": 0.027194314437233146,
"type_loss": 0.013542701826885958,
"loss": 0.3651825946935399,
"gate_mcc": 0.923542096821515,
"gate_f1": 0.9404084365584199,
"exist_mcc": 0.9651079408004283,
"exist_auroc": 0.9987556338310242,
"exist_f1": 0.9723649385022575,
"exist_P": 0.9737293420642344,
"exist_R": 0.9710043532338308,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999153542874465
},
"lr": 8.906601495169352e-06,
"arch": "mpnn"
},
{
"epoch": 151,
"train": {
"gate_loss": 0.0009009856065496268,
"exist_loss": 0.0014501020597304049,
"type_loss": 1.1990392924747479e-06,
"loss": 0.002352286705572506,
"gate_mcc": 0.9979156009370291,
"gate_f1": 0.9993037961055647,
"exist_mcc": 0.9920816915488097,
"exist_auroc": 0.9999707341194153,
"exist_f1": 0.9937290889972277,
"exist_P": 0.9928748806112703,
"exist_R": 0.9945847684653655,
"type_acc": 1.0,
"type_trueprob": 0.9999993195444334
},
"val": {
"gate_loss": 0.35312936240707143,
"exist_loss": 0.027976614440582883,
"type_loss": 0.013380124012277705,
"loss": 0.394486100859932,
"gate_mcc": 0.9216373756733114,
"gate_f1": 0.9388777555110221,
"exist_mcc": 0.9652544676120361,
"exist_auroc": 0.9987730383872986,
"exist_f1": 0.9724806352419136,
"exist_P": 0.9738832150931629,
"exist_R": 0.9710820895522388,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.999912470430877
},
"lr": 8.61084147659514e-06,
"arch": "mpnn"
},
{
"epoch": 152,
"train": {
"gate_loss": 0.0010152251791482768,
"exist_loss": 0.001396135526996959,
"type_loss": 1.2016038039985974e-06,
"loss": 0.0024125623099492343,
"gate_mcc": 0.9978944865368692,
"gate_f1": 0.9992965834051105,
"exist_mcc": 0.9920751431985946,
"exist_auroc": 0.9999722242355347,
"exist_f1": 0.993723859372386,
"exist_P": 0.9929407269427329,
"exist_R": 0.9945082280903177,
"type_acc": 1.0,
"type_trueprob": 0.9999992975000672
},
"val": {
"gate_loss": 0.38032034343169063,
"exist_loss": 0.02833444739988339,
"type_loss": 0.014366075866227929,
"loss": 0.4230208666978019,
"gate_mcc": 0.9179564690580705,
"gate_f1": 0.9359201773835919,
"exist_mcc": 0.9651097782054127,
"exist_auroc": 0.9987749457359314,
"exist_f1": 0.972367089592901,
"exist_P": 0.973655494933749,
"exist_R": 0.9710820895522388,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9999125451590885
},
"lr": 8.319698785324033e-06,
"arch": "mpnn"
},
{
"epoch": 153,
"train": {
"gate_loss": 0.0009229298050177439,
"exist_loss": 0.0013895697129461398,
"type_loss": 1.4523176586141774e-06,
"loss": 0.0023139518356224977,
"gate_mcc": 0.9978300303564668,
"gate_f1": 0.9992750450405185,
"exist_mcc": 0.9925635224919073,
"exist_auroc": 0.9999731779098511,
"exist_f1": 0.9941105608352295,
"exist_P": 0.9934077272900982,
"exist_R": 0.9948143895905089,
"type_acc": 1.0,
"type_trueprob": 0.9999994344379178
},
"val": {
"gate_loss": 0.39248992802243715,
"exist_loss": 0.029032537376836268,
"type_loss": 0.015149627463562349,
"loss": 0.43667209286283576,
"gate_mcc": 0.917818755388867,
"gate_f1": 0.9357930308570163,
"exist_mcc": 0.9650133441437969,
"exist_auroc": 0.9987658858299255,
"exist_f1": 0.9722914072229141,
"exist_P": 0.9735037406483791,
"exist_R": 0.9710820895522388,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.999893445873735
},
"lr": 8.033253016860777e-06,
"arch": "mpnn"
},
{
"epoch": 154,
"train": {
"gate_loss": 0.0009599455693529343,
"exist_loss": 0.0013237068567399936,
"type_loss": 1.0118978799785948e-06,
"loss": 0.0022846643239729067,
"gate_mcc": 0.9979802817357432,
"gate_f1": 0.9993253136573742,
"exist_mcc": 0.9925329940592081,
"exist_auroc": 0.9999752640724182,
"exist_f1": 0.9940863479254411,
"exist_P": 0.9934356994754293,
"exist_R": 0.9947378492154612,
"type_acc": 1.0,
"type_trueprob": 0.9999994629058079
},
"val": {
"gate_loss": 0.3762712229045986,
"exist_loss": 0.029780828823699052,
"type_loss": 0.014637179634414806,
"loss": 0.4206892313627124,
"gate_mcc": 0.9191108862890608,
"gate_f1": 0.9368240057684842,
"exist_mcc": 0.9651418619108401,
"exist_auroc": 0.9987404346466064,
"exist_f1": 0.9723855890944499,
"exist_P": 0.9743970025759113,
"exist_R": 0.9703824626865671,
"type_acc": 0.9998445273631841,
"type_trueprob": 0.9998609735004937
},
"lr": 7.751582482618324e-06,
"arch": "mpnn"
},
{
"epoch": 155,
"train": {
"gate_loss": 0.0009272266071330791,
"exist_loss": 0.0013345372215471118,
"type_loss": 3.63289696602722e-06,
"loss": 0.0022653967256462183,
"gate_mcc": 0.9979802817357432,
"gate_f1": 0.9993253136573742,
"exist_mcc": 0.9924921222700054,
"exist_auroc": 0.9999746680259705,
"exist_f1": 0.9940541057260299,
"exist_P": 0.9931996179560649,
"exist_R": 0.9949100650593188,
"type_acc": 1.0,
"type_trueprob": 0.9999971991975874
},
"val": {
"gate_loss": 0.36717844354940465,
"exist_loss": 0.029965397775081486,
"type_loss": 0.011989536627812603,
"loss": 0.40913337795229876,
"gate_mcc": 0.9196764808242006,
"gate_f1": 0.9373194043120694,
"exist_mcc": 0.9646610100801554,
"exist_auroc": 0.9987320899963379,
"exist_f1": 0.9720091875267645,
"exist_P": 0.9735631287530219,
"exist_R": 0.9704601990049752,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998509403484971
},
"lr": 7.474764188508279e-06,
"arch": "mpnn"
},
{
"epoch": 156,
"train": {
"gate_loss": 0.000869839842345939,
"exist_loss": 0.0013090014155439512,
"type_loss": 1.4147191900932066e-06,
"loss": 0.002180255977079983,
"gate_mcc": 0.9979588317860321,
"gate_f1": 0.9993181312489683,
"exist_mcc": 0.9925445721019008,
"exist_auroc": 0.9999759793281555,
"exist_f1": 0.9940954575661811,
"exist_P": 0.9935207041217113,
"exist_R": 0.9946708763872943,
"type_acc": 1.0,
"type_trueprob": 0.9999991790298479
},
"val": {
"gate_loss": 0.4000084746065412,
"exist_loss": 0.02993693907124795,
"type_loss": 0.011201546659478825,
"loss": 0.44114696033726797,
"gate_mcc": 0.9147326946066051,
"gate_f1": 0.9333480711838178,
"exist_mcc": 0.9649022504558536,
"exist_auroc": 0.9987274408340454,
"exist_f1": 0.9721984269137918,
"exist_P": 0.9739428928069902,
"exist_R": 0.9704601990049752,
"type_acc": 0.9999222636815921,
"type_trueprob": 0.9998930645226246
},
"lr": 7.20287381388824e-06,
"arch": "mpnn"
}
]